diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index 50161d03e511b3d348b487662470a38a6906ecbb..69b57db4d76be308f9a5c5e90bc2b037cc1a278a 100644 --- a/analysis/current/analysis-report-hybrid.json +++ b/analysis/current/analysis-report-hybrid.json @@ -1,8 +1,8 @@ { "schema_version": "1.0", "repo": "huggingface/transformers", - "snapshot_id": "20260718T120032Z", - "generated_at": "2026-07-18T12:14:56Z", + "snapshot_id": "20260718T180026Z", + "generated_at": "2026-07-18T18:09:05Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ @@ -1511,35 +1511,79 @@ ] }, { - "cluster_id": "cluster-46509-6", - "summary": "Cluster of 2 issues and 4 PRs centered on issue #47333.", + "cluster_id": "cluster-45157-6", + "summary": "Cluster of 1 issues and 5 PRs centered on issue #47321.", "status": "open", "confidence": 0.6, - "canonical_issue_number": 47333, - "canonical_pr_number": 47336, + "canonical_issue_number": 47321, + "canonical_pr_number": 47322, "issue_numbers": [ - 47332, - 47333 + 47321 ], "pr_numbers": [ + 45157, 46509, - 47143, - 47301, - 47336 + 46658, + 47322, + 47387 ], "evidence_types": [ "closing_reference", "soft_similarity" ], "pr_comparisons": [ + { + "left_pr_number": 45157, + "right_pr_number": 46509, + "code_similarity": 0.032, + "size_similarity": 0.101, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.08, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 45157, + "right_pr_number": 46658, + "code_similarity": 0.012, + "size_similarity": 0.029, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.044, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 45157, + "right_pr_number": 47322, + "code_similarity": 0.013, + "size_similarity": 0.058, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.009, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 45157, + "right_pr_number": 47387, + "code_similarity": 0.176, + "size_similarity": 0.842, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.053, + "shared_filenames": [], + "shared_file_areas": [] + }, { "left_pr_number": 46509, - "right_pr_number": 47143, - "code_similarity": 0.254, - "size_similarity": 0.793, - "file_overlap": 0.071, - "area_overlap": 0.143, - "patch_similarity": 0.161, + "right_pr_number": 46658, + "code_similarity": 0.131, + "size_similarity": 0.291, + "file_overlap": 0.051, + "area_overlap": 0.081, + "patch_similarity": 0.196, "shared_filenames": [ "src/transformers/models/auto/auto_mappings.py", "src/transformers/models/auto/modeling_auto.py" @@ -1563,12 +1607,28 @@ ], "right_ranges": [ [ - 412, - 418 + 362, + 368 ], [ - 975, - 981 + 591, + 599 + ], + [ + 798, + 804 + ], + [ + 884, + 891 + ], + [ + 1084, + 1090 + ], + [ + 1207, + 1213 ] ] }, @@ -1582,12 +1642,8 @@ ], "right_ranges": [ [ - 348, - 354 - ], - [ - 1960, - 1966 + 1085, + 1091 ] ] } @@ -1595,61 +1651,282 @@ }, { "left_pr_number": 46509, - "right_pr_number": 47301, - "code_similarity": 0.01, - "size_similarity": 0.013, + "right_pr_number": 47322, + "code_similarity": 0.002, + "size_similarity": 0.006, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.047, + "patch_similarity": 0.004, "shared_filenames": [], "shared_file_areas": [] }, { "left_pr_number": 46509, - "right_pr_number": 47336, - "code_similarity": 0.003, - "size_similarity": 0.008, + "right_pr_number": 47387, + "code_similarity": 0.038, + "size_similarity": 0.119, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.007, + "patch_similarity": 0.095, "shared_filenames": [], "shared_file_areas": [] }, { - "left_pr_number": 47143, - "right_pr_number": 47301, - "code_similarity": 0.006, - "size_similarity": 0.01, + "left_pr_number": 46658, + "right_pr_number": 47322, + "code_similarity": 0.001, + "size_similarity": 0.002, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.026, + "patch_similarity": 0.002, "shared_filenames": [], "shared_file_areas": [] }, { - "left_pr_number": 47143, - "right_pr_number": 47336, - "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": 46658, + "right_pr_number": 47387, + "code_similarity": 0.035, + "size_similarity": 0.035, + "file_overlap": 0.036, + "area_overlap": 0.011, + "patch_similarity": 0.087, + "shared_filenames": [ + "src/transformers/core_model_loading.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/core_model_loading.py", + "left_ranges": [ + [ + 954, + 978 + ], + [ + 1587, + 1597 + ] + ], + "right_ranges": [ + [ + 168, + 174 + ], + [ + 914, + 955 + ], + [ + 1480, + 1547 + ], + [ + 1696, + 1714 + ], + [ + 1849, + 1855 + ], + [ + 1888, + 1897 + ] + ] + } + ] }, { - "left_pr_number": 47301, - "right_pr_number": 47336, - "code_similarity": 0.12, - "size_similarity": 0.6, + "left_pr_number": 47322, + "right_pr_number": 47387, + "code_similarity": 0.011, + "size_similarity": 0.049, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.0, + "patch_similarity": 0.007, "shared_filenames": [], "shared_file_areas": [] } ] }, + { + "cluster_id": "cluster-43451-2", + "summary": "Cluster of 2 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 43451, + "issue_numbers": [], + "pr_numbers": [ + 43451, + 46836 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 43451, + "right_pr_number": 46836, + "code_similarity": 0.278, + "size_similarity": 0.922, + "file_overlap": 0.146, + "area_overlap": 0.0, + "patch_similarity": 0.329, + "shared_filenames": [ + "docs/source/en/_toctree.yml", + "src/transformers/conversion_mapping.py", + "src/transformers/models/__init__.py", + "src/transformers/models/auto/auto_mappings.py", + "src/transformers/models/auto/modeling_auto.py", + "utils/check_repo.py" + ], + "shared_file_areas": [ + { + "filename": "docs/source/en/_toctree.yml", + "left_ranges": [ + [ + 1375, + 1382 + ] + ], + "right_ranges": [ + [ + 893, + 900 + ] + ] + }, + { + "filename": "src/transformers/conversion_mapping.py", + "left_ranges": [ + [ + 737, + 769 + ] + ], + "right_ranges": [ + [ + 127, + 133 + ], + [ + 1495, + 1545 + ] + ] + }, + { + "filename": "src/transformers/models/__init__.py", + "left_ranges": [ + [ + 290, + 296 + ] + ], + "right_ranges": [ + [ + 453, + 459 + ] + ] + }, + { + "filename": "src/transformers/models/auto/auto_mappings.py", + "left_ranges": [ + [ + 391, + 398 + ], + [ + 824, + 830 + ], + [ + 945, + 951 + ], + [ + 1068, + 1074 + ], + [ + 1202, + 1208 + ] + ], + "right_ranges": [ + [ + 637, + 647 + ], + [ + 919, + 928 + ], + [ + 1130, + 1136 + ], + [ + 1260, + 1266 + ] + ] + }, + { + "filename": "src/transformers/models/auto/modeling_auto.py", + "left_ranges": [ + [ + 331, + 338 + ], + [ + 1094, + 1100 + ], + [ + 1913, + 1919 + ] + ], + "right_ranges": [ + [ + 509, + 515 + ], + [ + 1119, + 1125 + ] + ] + }, + { + "filename": "utils/check_repo.py", + "left_ranges": [ + [ + 250, + 258 + ], + [ + 337, + 344 + ] + ], + "right_ranges": [ + [ + 267, + 274 + ], + [ + 494, + 501 + ] + ] + } + ] + } + ] + }, { "cluster_id": "cluster-41211-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #41211.", @@ -1749,6 +2026,62 @@ } ] }, + { + "cluster_id": "cluster-47301-5", + "summary": "Cluster of 2 issues and 3 PRs centered on issue #47333.", + "status": "open", + "confidence": 0.6, + "canonical_issue_number": 47333, + "canonical_pr_number": 47336, + "issue_numbers": [ + 47332, + 47333 + ], + "pr_numbers": [ + 47301, + 47336, + 47383 + ], + "evidence_types": [ + "closing_reference", + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 47301, + "right_pr_number": 47336, + "code_similarity": 0.12, + "size_similarity": 0.6, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.0, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 47301, + "right_pr_number": 47383, + "code_similarity": 0.035, + "size_similarity": 0.152, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.031, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 47336, + "right_pr_number": 47383, + "code_similarity": 0.019, + "size_similarity": 0.091, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.005, + "shared_filenames": [], + "shared_file_areas": [] + } + ] + }, { "cluster_id": "cluster-47138-4", "summary": "Cluster of 2 issues and 2 PRs centered on issue #47138.", @@ -1848,58 +2181,6 @@ } ] }, - { - "cluster_id": "cluster-47175-3", - "summary": "Cluster of 3 related pull requests linked by soft_similarity.", - "status": "open", - "confidence": 0.5, - "canonical_issue_number": null, - "canonical_pr_number": 47298, - "issue_numbers": [], - "pr_numbers": [ - 47175, - 47294, - 47298 - ], - "evidence_types": [ - "soft_similarity" - ], - "pr_comparisons": [ - { - "left_pr_number": 47175, - "right_pr_number": 47294, - "code_similarity": 0.008, - "size_similarity": 0.032, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.011, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 47175, - "right_pr_number": 47298, - "code_similarity": 0.019, - "size_similarity": 0.043, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.067, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 47294, - "right_pr_number": 47298, - "code_similarity": 0.153, - "size_similarity": 0.734, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.044, - "shared_filenames": [], - "shared_file_areas": [] - } - ] - }, { "cluster_id": "cluster-43240-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #43240.", @@ -2614,110 +2895,35 @@ { "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-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, + "code_similarity": 0.418, + "size_similarity": 0.538, "file_overlap": 1.0, - "area_overlap": 0.0, - "patch_similarity": 0.036, + "area_overlap": 0.02, + "patch_similarity": 0.02, "shared_filenames": [ - "src/transformers/cli/serve.py" + "src/transformers/integrations/integration_utils.py" ], "shared_file_areas": [ { - "filename": "src/transformers/cli/serve.py", + "filename": "src/transformers/integrations/integration_utils.py", "left_ranges": [ [ - 11, - 18 - ], - [ - 30, - 36 - ], - [ - 315, - 323 - ], - [ - 665, - 671 - ], - [ - 931, - 937 - ], - [ - 1843, - 1849 + 2227, + 2241 ], [ - 1868, - 1874 + 2303, + 2309 ] ], "right_ranges": [ [ - 54, - 61 + 2278, + 2291 ], [ - 587, - 593 + 2309, + 2322 ] ] } @@ -2784,35 +2990,6 @@ } ] }, - { - "cluster_id": "cluster-45157-2", - "summary": "Cluster of 2 related pull requests linked by soft_similarity.", - "status": "open", - "confidence": 0.5, - "canonical_issue_number": null, - "canonical_pr_number": 47387, - "issue_numbers": [], - "pr_numbers": [ - 45157, - 47387 - ], - "evidence_types": [ - "soft_similarity" - ], - "pr_comparisons": [ - { - "left_pr_number": 45157, - "right_pr_number": 47387, - "code_similarity": 0.176, - "size_similarity": 0.842, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.053, - "shared_filenames": [], - "shared_file_areas": [] - } - ] - }, { "cluster_id": "cluster-47282-2", "summary": "Cluster of 2 related pull requests linked by soft_similarity.", @@ -2885,44 +3062,311 @@ ] }, { - "cluster_id": "cluster-47163-2", + "cluster_id": "cluster-47304-2", "summary": "Cluster of 2 related pull requests linked by soft_similarity.", "status": "open", "confidence": 0.5, "canonical_issue_number": null, - "canonical_pr_number": 47163, + "canonical_pr_number": 47367, "issue_numbers": [], "pr_numbers": [ - 47163, - 47210 + 47304, + 47367 ], "evidence_types": [ "soft_similarity" ], "pr_comparisons": [ { - "left_pr_number": 47163, - "right_pr_number": 47210, - "code_similarity": 0.021, - "size_similarity": 0.076, + "left_pr_number": 47304, + "right_pr_number": 47367, + "code_similarity": 0.155, + "size_similarity": 0.738, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.036, + "patch_similarity": 0.048, "shared_filenames": [], "shared_file_areas": [] } ] + }, + { + "cluster_id": "cluster-44018-2", + "summary": "Cluster of 2 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 44068, + "issue_numbers": [], + "pr_numbers": [ + 44018, + 44068 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 44018, + "right_pr_number": 44068, + "code_similarity": 0.766, + "size_similarity": 0.939, + "file_overlap": 1.0, + "area_overlap": 0.425, + "patch_similarity": 0.866, + "shared_filenames": [ + "src/transformers/models/gpt_neo/modeling_gpt_neo.py", + "tests/models/gpt_neo/test_modeling_gpt_neo.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/gpt_neo/modeling_gpt_neo.py", + "left_ranges": [ + [ + 26, + 46 + ], + [ + 138, + 143 + ], + [ + 182, + 187 + ], + [ + 283, + 295 + ], + [ + 327, + 341 + ], + [ + 348, + 354 + ], + [ + 360, + 369 + ], + [ + 399, + 406 + ], + [ + 411, + 419 + ], + [ + 428, + 433 + ], + [ + 472, + 492 + ], + [ + 507, + 513 + ], + [ + 519, + 528 + ], + [ + 541, + 559 + ], + [ + 562, + 567 + ], + [ + 595, + 601 + ], + [ + 607, + 614 + ], + [ + 627, + 643 + ], + [ + 685, + 690 + ], + [ + 708, + 714 + ], + [ + 720, + 727 + ], + [ + 740, + 757 + ], + [ + 761, + 766 + ], + [ + 780, + 786 + ], + [ + 791, + 798 + ], + [ + 807, + 822 + ], + [ + 840, + 845 + ] + ], + "right_ranges": [ + [ + 26, + 31 + ], + [ + 34, + 44 + ], + [ + 136, + 141 + ], + [ + 180, + 185 + ], + [ + 281, + 293 + ], + [ + 325, + 339 + ], + [ + 346, + 352 + ], + [ + 358, + 367 + ], + [ + 397, + 404 + ], + [ + 409, + 417 + ], + [ + 426, + 434 + ], + [ + 463, + 483 + ], + [ + 498, + 504 + ], + [ + 510, + 519 + ], + [ + 532, + 550 + ], + [ + 553, + 564 + ], + [ + 586, + 592 + ], + [ + 598, + 605 + ], + [ + 618, + 634 + ], + [ + 676, + 688 + ], + [ + 699, + 705 + ], + [ + 711, + 718 + ], + [ + 731, + 748 + ], + [ + 752, + 762 + ], + [ + 771, + 777 + ], + [ + 782, + 789 + ], + [ + 798, + 813 + ], + [ + 831, + 836 + ] + ] + }, + { + "filename": "tests/models/gpt_neo/test_modeling_gpt_neo.py", + "left_ranges": [ + [ + 458, + 464 + ] + ], + "right_ranges": [ + [ + 458, + 464 + ] + ] + } + ] + } + ] } ], "duplicate_issues": [ - { - "cluster_id": "cluster-46509-6", - "canonical_issue_number": 47333, - "duplicate_issue_numbers": [ - 47332 - ], - "reason": "Issues in cluster-46509-6 are treated as duplicates because they share closing_reference, soft_similarity evidence." - }, { "cluster_id": "cluster-46894-8", "canonical_issue_number": 46894, @@ -2939,6 +3383,14 @@ 47139 ], "reason": "Issues in cluster-47138-4 are treated as duplicates because they share closing_reference, soft_similarity evidence." + }, + { + "cluster_id": "cluster-47301-5", + "canonical_issue_number": 47333, + "duplicate_issue_numbers": [ + 47332 + ], + "reason": "Issues in cluster-47301-5 are treated as duplicates because they share closing_reference, soft_similarity evidence." } ], "duplicate_prs": [ @@ -2961,13 +3413,13 @@ "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-43656-2", - "canonical_pr_number": 43656, + "cluster_id": "cluster-43451-2", + "canonical_pr_number": 43451, "duplicate_pr_numbers": [ - 43842 + 46836 ], "target_issue_number": null, - "reason": "PRs in cluster-43656-2 are treated as duplicates because they share soft_similarity evidence." + "reason": "PRs in cluster-43451-2 are treated as duplicates because they share soft_similarity evidence." }, { "cluster_id": "cluster-43698-3", @@ -2995,6 +3447,15 @@ "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, @@ -3005,13 +3466,16 @@ "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-45157-2", - "canonical_pr_number": 47387, + "cluster_id": "cluster-45157-6", + "canonical_pr_number": 47322, "duplicate_pr_numbers": [ - 45157 + 45157, + 46509, + 46658, + 47387 ], - "target_issue_number": null, - "reason": "PRs in cluster-45157-2 are treated as duplicates because they share soft_similarity evidence." + "target_issue_number": 47321, + "reason": "PRs in cluster-45157-6 are treated as duplicates because they converge on issue #47321 with closing_reference, soft_similarity evidence." }, { "cluster_id": "cluster-45561-3", @@ -3049,17 +3513,6 @@ "target_issue_number": 46305, "reason": "PRs in cluster-46305-3 are treated as duplicates because they converge on issue #46305 with closing_reference, shared_issue_target, soft_similarity evidence." }, - { - "cluster_id": "cluster-46509-6", - "canonical_pr_number": 47336, - "duplicate_pr_numbers": [ - 46509, - 47143, - 47301 - ], - "target_issue_number": 47333, - "reason": "PRs in cluster-46509-6 are treated as duplicates because they converge on issue #47333 with closing_reference, soft_similarity evidence." - }, { "cluster_id": "cluster-46869-3", "canonical_pr_number": 46886, @@ -3100,32 +3553,32 @@ "reason": "PRs in cluster-47138-4 are treated as duplicates because they converge on issue #47138 with closing_reference, soft_similarity evidence." }, { - "cluster_id": "cluster-47163-2", - "canonical_pr_number": 47163, + "cluster_id": "cluster-47282-2", + "canonical_pr_number": 47380, "duplicate_pr_numbers": [ - 47210 + 47282 ], "target_issue_number": null, - "reason": "PRs in cluster-47163-2 are treated as duplicates because they share soft_similarity evidence." + "reason": "PRs in cluster-47282-2 are treated as duplicates because they share soft_similarity evidence." }, { - "cluster_id": "cluster-47175-3", - "canonical_pr_number": 47298, + "cluster_id": "cluster-47301-5", + "canonical_pr_number": 47336, "duplicate_pr_numbers": [ - 47175, - 47294 + 47301, + 47383 ], - "target_issue_number": null, - "reason": "PRs in cluster-47175-3 are treated as duplicates because they share soft_similarity evidence." + "target_issue_number": 47333, + "reason": "PRs in cluster-47301-5 are treated as duplicates because they converge on issue #47333 with closing_reference, soft_similarity evidence." }, { - "cluster_id": "cluster-47282-2", - "canonical_pr_number": 47380, + "cluster_id": "cluster-47304-2", + "canonical_pr_number": 47367, "duplicate_pr_numbers": [ - 47282 + 47304 ], "target_issue_number": null, - "reason": "PRs in cluster-47282-2 are treated as duplicates because they share soft_similarity evidence." + "reason": "PRs in cluster-47304-2 are treated as duplicates because they share soft_similarity evidence." } ], "best_issue": { diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index e65d32944397fadfed36c438c2455f8a8a7977af..d42da3d26d194813689ec55879fa1a90cc1ca43c 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": "20260718T120032Z", - "generated_at": "2026-07-18T12:14:56Z", + "snapshot_id": "20260718T180026Z", + "generated_at": "2026-07-18T18:09:05Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -13,8 +13,8 @@ "review_unit_count": 65, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-530", "nodes": [ @@ -414,8 +414,8 @@ "review_unit_count": 65, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-530", "nodes": [ @@ -749,8 +749,8 @@ "review_unit_count": 65, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-530", "nodes": [ @@ -1141,8 +1141,8 @@ "review_unit_count": 65, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-530", "nodes": [ @@ -1463,8 +1463,8 @@ "review_unit_count": 65, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-530", "nodes": [ @@ -1782,8 +1782,8 @@ "review_unit_count": 65, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-530", "nodes": [ @@ -2097,8 +2097,8 @@ "review_unit_count": 65, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-530", "nodes": [ @@ -2411,8 +2411,8 @@ "review_unit_count": 65, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-530", "nodes": [ @@ -2730,8 +2730,8 @@ "review_unit_count": 65, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-530", "nodes": [ @@ -3038,8 +3038,8 @@ "review_unit_count": 65, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-530", "nodes": [ @@ -3350,8 +3350,8 @@ "review_unit_count": 65, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-530", "nodes": [ @@ -3655,8 +3655,8 @@ "review_unit_count": 65, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-530", "nodes": [ @@ -3953,8 +3953,8 @@ "review_unit_count": 65, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-530", "nodes": [ @@ -4275,8 +4275,8 @@ "review_unit_count": 65, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-530", "nodes": [ @@ -4587,8 +4587,8 @@ "review_unit_count": 65, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-530", "nodes": [ @@ -4906,8 +4906,8 @@ "review_unit_count": 65, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-530", "nodes": [ @@ -5203,8 +5203,8 @@ "review_unit_count": 65, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-530", "nodes": [ @@ -5486,8 +5486,8 @@ "review_unit_count": 65, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-530", "nodes": [ @@ -5773,8 +5773,8 @@ "review_unit_count": 65, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-530", "nodes": [ @@ -6085,8 +6085,8 @@ "review_unit_count": 65, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-530", "nodes": [ @@ -6376,8 +6376,8 @@ "review_unit_count": 65, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-530", "nodes": [ @@ -6673,8 +6673,8 @@ "review_unit_count": 65, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-530", "nodes": [ @@ -6956,8 +6956,8 @@ "review_unit_count": 65, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-530", "nodes": [ @@ -7260,8 +7260,8 @@ "review_unit_count": 65, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-530", "nodes": [ @@ -7551,8 +7551,8 @@ "review_unit_count": 65, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-530", "nodes": [ @@ -7829,8 +7829,8 @@ "review_unit_count": 65, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-530", "nodes": [ @@ -8123,8 +8123,8 @@ "review_unit_count": 65, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-530", "nodes": [ @@ -8414,8 +8414,8 @@ "review_unit_count": 65, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-530", "nodes": [ @@ -8725,8 +8725,8 @@ "review_unit_count": 65, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-530", "nodes": [ @@ -9030,8 +9030,8 @@ "review_unit_count": 65, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-530", "nodes": [ @@ -9315,8 +9315,8 @@ "review_unit_count": 65, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-530", "nodes": [ @@ -9626,8 +9626,8 @@ "review_unit_count": 65, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-530", "nodes": [ @@ -9938,8 +9938,8 @@ "review_unit_count": 65, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-530", "nodes": [ @@ -10256,8 +10256,8 @@ "review_unit_count": 65, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-530", "nodes": [ @@ -10557,8 +10557,8 @@ "review_unit_count": 65, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-530", "nodes": [ @@ -10868,8 +10868,8 @@ "review_unit_count": 65, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-530", "nodes": [ @@ -11215,8 +11215,8 @@ "review_unit_count": 65, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-530", "nodes": [ @@ -11506,8 +11506,8 @@ "review_unit_count": 65, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-530", "nodes": [ @@ -11791,8 +11791,8 @@ "review_unit_count": 65, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-530", "nodes": [ @@ -12087,8 +12087,8 @@ "review_unit_count": 65, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-530", "nodes": [ @@ -12398,8 +12398,8 @@ "review_unit_count": 65, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-530", "nodes": [ @@ -12702,8 +12702,8 @@ "review_unit_count": 65, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-530", "nodes": [ @@ -13021,8 +13021,8 @@ "review_unit_count": 65, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-530", "nodes": [ @@ -13338,8 +13338,8 @@ "review_unit_count": 65, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-530", "nodes": [ @@ -13643,8 +13643,8 @@ "review_unit_count": 65, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-530", "nodes": [ @@ -13955,8 +13955,8 @@ "review_unit_count": 65, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-530", "nodes": [ @@ -14252,8 +14252,8 @@ "review_unit_count": 65, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-530", "nodes": [ @@ -14535,8 +14535,8 @@ "review_unit_count": 65, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-530", "nodes": [ @@ -14832,8 +14832,8 @@ "review_unit_count": 65, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-530", "nodes": [ @@ -15146,8 +15146,8 @@ "review_unit_count": 65, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-530", "nodes": [ @@ -15467,8 +15467,8 @@ "review_unit_count": 65, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-530", "nodes": [ @@ -15779,8 +15779,8 @@ "review_unit_count": 65, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-530", "nodes": [ @@ -16084,8 +16084,8 @@ "review_unit_count": 65, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-530", "nodes": [ @@ -16403,8 +16403,8 @@ "review_unit_count": 65, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-530", "nodes": [ @@ -16682,8 +16682,8 @@ "review_unit_count": 65, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-530", "nodes": [ @@ -16980,8 +16980,8 @@ "review_unit_count": 65, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-530", "nodes": [ @@ -17278,8 +17278,8 @@ "review_unit_count": 65, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-530", "nodes": [ @@ -17611,8 +17611,8 @@ "review_unit_count": 65, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-530", "nodes": [ @@ -17916,8 +17916,8 @@ "review_unit_count": 65, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-530", "nodes": [ @@ -18228,8 +18228,8 @@ "review_unit_count": 65, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-530", "nodes": [ @@ -18560,8 +18560,8 @@ "review_unit_count": 65, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-530", "nodes": [ @@ -18880,8 +18880,8 @@ "review_unit_count": 65, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-530", "nodes": [ @@ -19206,8 +19206,8 @@ "review_unit_count": 65, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-530", "nodes": [ @@ -19567,8 +19567,8 @@ "review_unit_count": 65, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-530", "nodes": [ @@ -19997,8 +19997,8 @@ "review_unit_count": 65, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-530", "nodes": [ @@ -20170,8 +20170,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10519-3", "nodes": [ @@ -20248,8 +20248,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-13244-3", "nodes": [ @@ -20319,8 +20319,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-19631-3", "nodes": [ @@ -20401,7 +20401,7 @@ "soft_pairs": [ "issue:26350|issue:33260" ], - "prepared_review_unit_hash": "c8f851321ff55e74104f6d809151ae6b40021f75fb707228398384fb254f214d", + "prepared_review_unit_hash": "09bcac63a0f78bf855bab52abc5e4d92ad7abd3e71c9c550c86fea7f626c4c99", "component_budget": { "node_count": 2, "item_count": 2, @@ -20423,18 +20423,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are unrelated feature-request issues: one for Flash Attention 2 support, the other for GGUF support. They share only a generic \"more architectures\" theme and should not be clustered as duplicates.", + "summary": "The two issues are related only by wording around community architecture support; they request different features in different code paths (Flash Attention 2 vs GGUF). They should not be clustered as duplicates.", "confidence": 0.98, - "canonical_issue_reason": "Issue #26350 is a reasonable representative only because it is the earlier and more heavily discussed request, but it is not a duplicate of #33260.", + "canonical_issue_reason": "No single canonical issue: these are distinct feature requests with different targets and implementation surfaces.", "canonical_pr_reason": null, - "best_issue_reason": "#26350 is the better standalone issue to keep as the cluster representative due to earlier creation and higher discussion activity.", + "best_issue_reason": "If one issue must anchor the cluster, #33260 is the broader, newer architecture-support request and has more inbound references.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:26350", "right": "issue:33260", "accept": false, - "reason": "They request different capabilities in different areas (Flash Attention 2 vs GGUF) and do not describe the same underlying bug or change." + "reason": "Related only at a high level; one is for Flash Attention 2 support and the other for GGUF support, so they do not represent the same underlying change." } ] }, @@ -20453,8 +20453,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-27088-12", "nodes": [ @@ -20813,8 +20813,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-36718-22", "nodes": [ @@ -21280,8 +21280,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-38740-2", "nodes": [ @@ -21343,8 +21343,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-41084-2", "nodes": [ @@ -21406,8 +21406,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-41306-2", "nodes": [ @@ -21469,8 +21469,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43598-2", "nodes": [ @@ -21532,8 +21532,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43684-2", "nodes": [ @@ -21595,8 +21595,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43835-4", "nodes": [ @@ -21698,8 +21698,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-44371-6", "nodes": [ @@ -21842,8 +21842,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45145-2", "nodes": [ @@ -21962,8 +21962,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45762-2", "nodes": [ @@ -22025,8 +22025,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45764-2", "nodes": [ @@ -22088,8 +22088,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45810-2", "nodes": [ @@ -22151,8 +22151,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45869-5", "nodes": [ @@ -22269,8 +22269,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-46439-2", "nodes": [ @@ -22332,8 +22332,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-46551-2", "nodes": [ @@ -22398,8 +22398,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-46657-2", "nodes": [ @@ -22461,8 +22461,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-46822-2", "nodes": [ @@ -22524,8 +22524,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-46906-20", "nodes": [ @@ -23046,8 +23046,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-46983-2", "nodes": [ @@ -23112,8 +23112,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-47007-2", "nodes": [ @@ -23175,8 +23175,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-47138-2", "nodes": [ @@ -23244,7 +23244,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-40546-79", + "cluster_id": "cluster-40546-81", "nodes": [ "pull_request:43251", "pull_request:43254", @@ -23340,8 +23340,8 @@ "pull_request:46836|pull_request:47275", "pull_request:45157|pull_request:46395", "pull_request:46912|pull_request:47082", - "pull_request:47163|pull_request:47384", "pull_request:47204|pull_request:47295", + "pull_request:47163|pull_request:47384", "pull_request:44775|pull_request:47301", "pull_request:46196|pull_request:46995", "pull_request:47301|pull_request:47384", @@ -23351,334 +23351,376 @@ "pull_request:44775|pull_request:47077", "pull_request:47166|pull_request:47292" ], - "prepared_review_unit_hash": "4afcec023b6365c247e70cfb348d23603532deedb6d51c2c8630c719ae809ba4", + "prepared_review_unit_hash": "f3cc3ff8e43bb3308500fc4ce01e2150b8329f552f0de0d5114abb3ea71bc6c0", "component_budget": { - "node_count": 79, - "item_count": 79, - "soft_pair_count": 214, - "serialized_chars": 270269, - "estimated_input_tokens": 67568, - "estimated_eval_tokens": 135392 + "node_count": 81, + "item_count": 81, + "soft_pair_count": 223, + "serialized_chars": 277797, + "estimated_input_tokens": 69450, + "estimated_eval_tokens": 139156 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 54, - "serialized_chars": 126518, - "estimated_input_tokens": 31630, - "estimated_eval_tokens": 63516 + "serialized_chars": 126535, + "estimated_input_tokens": 31634, + "estimated_eval_tokens": 63524 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most candidate pairs are clearly unrelated. The only strong duplicate cluster is the cross-entropy / double-shift loss fixes around CohereASR/PPFormulaNet; I treated PR 47090 as the best representative because it uses the shared loss path cleanly and covers the broader affected models.", - "confidence": 0.81, + "summary": "Mostly unrelated PRs; the only clear duplicate-like pairs are the two `fixed_cross_entropy` kwargs fixes and the two CohereASR/PPFormulaNet double-shift loss fixes.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 47090 is the best representative of the duplicate loss-fix cluster: it fixes the double-shift bug through the shared loss helper, keeps gradient-accumulation behavior intact, and covers the broader set of affected models.", + "canonical_pr_reason": "`pull_request:47090` is the best representative of the double-shift loss bug: it addresses the same training-loss path as the earlier CohereASR/PPFormulaNet fixes, covers the broader affected model set, and uses the more complete `shift_labels`-based approach.", "best_issue_reason": null, - "best_pr_reason": "PR 47090 is the strongest overall PR candidate among the near-duplicates because it is the most complete and least ad hoc fix for the training-loss double-shift problem.", + "best_pr_reason": "`pull_request:47090` has the strongest duplicate-triage value because it targets a concrete, recurring bug across multiple model implementations and is the most comprehensive fix among the overlapping loss-fix PRs.", "soft_edge_verdicts": [ { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Same underlying cross_entropy kwargs bug in the same utility function; both patch the same code path." + "reason": "Same underlying `fixed_cross_entropy` bug: both pass supported kwargs through to `nn.functional.cross_entropy` for issue #43240 and differ only in API shape/cleanup." }, { "left": "pull_request:46903", "right": "pull_request:47090", "accept": true, - "reason": "Same double-shift training-loss bug in the CohereASR/PPFormulaNet loss path; 47090 is a broader refinement of the same fix." + "reason": "Same concrete double-shift training-loss bug in the same model family; `47090` extends the earlier fix to additional affected models, so these are mergeable into one PR." }, { "left": "pull_request:47090", "right": "pull_request:47395", "accept": false, - "reason": "Both are loss-shift bugs, but they affect different models/code paths and are not the same concrete change." + "reason": "Both mention double-shift loss, but they fix different model code paths (`CohereASR/Moonshine/PPFormulaNet` vs `GitForCausalLM`), so they are not the same change." }, { "left": "pull_request:46903", "right": "pull_request:46958", "accept": true, - "reason": "Same CohereASR/PPFormulaNet double-shift issue; the implementation differs, but the bug is the same." + "reason": "Same CohereASR/PPFormulaNet training-loss double-shift bug; the two PRs are alternative implementations of the same fix in overlapping files." }, { "left": "pull_request:46903", "right": "pull_request:47395", "accept": false, - "reason": "Different model and different forward/loss path, so not the same underlying fix." + "reason": "Same general symptom, but different model and different forward/loss path; too broad to treat as the same change." }, { "left": "pull_request:47268", "right": "pull_request:47284", "accept": false, - "reason": "Unrelated test failures in different models and subsystems." + "reason": "Unrelated fixes: Zaya quantized-cache/XPU test handling vs MIMO V2 Flash runtime/test adjustments." }, { "left": "pull_request:46958", "right": "pull_request:46974", "accept": false, - "reason": "CohereASR loss fix vs a Musicgen generate typo; unrelated." + "reason": "Different problems entirely: CohereASR loss handling vs a MusicGen generate() typo." }, { "left": "pull_request:46954", "right": "pull_request:46958", "accept": false, - "reason": "Pytest-v9 compatibility change vs a training-loss bug fix; not the same change." + "reason": "Pytest v9 compatibility change vs CohereASR loss fix; they touch different code paths and failure modes." }, { "left": "pull_request:47173", "right": "pull_request:47284", "accept": false, - "reason": "Different model test updates with no shared underlying bug." + "reason": "Different test/fix areas: XPU expectation updates across model tests vs MIMO V2 Flash implementation fixes." }, { "left": "pull_request:47202", "right": "pull_request:47204", "accept": false, - "reason": "Both touch docker/export infra, but one removes a builder and the other adds exporter deps; not the same change." + "reason": "Both are Docker/CI-related, but one removes an old builder workflow and the other adds exporter dependencies to torch-light; not the same change." }, { "left": "pull_request:47204", "right": "pull_request:47374", "accept": false, - "reason": "Exporter test dependencies vs exporter docs; related area, but not the same bug/change." + "reason": "Both are docs/infra adjacent but address different exporter/CI documentation updates, not one concrete bug or feature." }, { "left": "pull_request:47284", "right": "pull_request:47292", "accept": false, - "reason": "Different model test fixes; no shared concrete issue." + "reason": "Different model/test issues: MIMO V2 Flash vs TIPSv2 DPT XPU test expectations." }, { "left": "pull_request:47108", "right": "pull_request:47202", "accept": false, - "reason": "Doc-builder pin comment tweak vs CI docker-image builder removal; unrelated." + "reason": "Doc-builder pin comment cleanup is unrelated to removing the CI Docker image builder." + }, + { + "left": "pull_request:47108", + "right": "pull_request:47360", + "accept": false, + "reason": "Doc-builder pin comment cleanup vs OTEL CI workflow changes are separate workflow maintenance tasks." }, { "left": "pull_request:47077", "right": "pull_request:47078", "accept": false, - "reason": "Both are Japanese docs edits, but they are different documentation changes, not one underlying bug." + "reason": "Both touch Japanese docs, but one is a DistilBERT docs translation addition and the other is wording cleanup; not the same underlying change." }, { "left": "pull_request:47204", "right": "pull_request:47243", "accept": false, - "reason": "CPU exporter test deps vs Executorch exporter code fixes; same broad area, different changes." + "reason": "Exporter dependency setup for torch-light vs Executorch exporter code fixes; related domain, but not the same concrete bug/change." }, { "left": "pull_request:47202", "right": "pull_request:47360", "accept": false, - "reason": "Different CI workflow changes with no shared concrete bug." + "reason": "CI Docker-builder removal vs OTEL workflow repointing are different infrastructure changes." + }, + { + "left": "pull_request:47108", + "right": "pull_request:47360", + "accept": false, + "reason": "Different workflow concerns: doc-builder pin comments vs OTEL instrumentation workflow." }, { "left": "pull_request:47105", "right": "pull_request:47129", "accept": false, - "reason": "Test assertion fix vs RT-DETR v2 converter update; unrelated." + "reason": "Unrelated: VITS forward test re-enable vs RT-DETR v2 converter key cleanup." }, { "left": "pull_request:47301", "right": "pull_request:47360", "accept": false, - "reason": "MTP docs vs OTEL CI workflow; unrelated." + "reason": "Docs for multi-token prediction vs CI OTEL workflow instrumentation are unrelated." + }, + { + "left": "pull_request:47077", + "right": "pull_request:47212", + "accept": false, + "reason": "Japanese DistilBERT docs changes vs kv-cache documentation updates are different docs topics." }, { "left": "pull_request:46266", "right": "pull_request:46957", "accept": false, - "reason": "DINO model/conversion work vs finegrained FP8 decode optimization; unrelated." + "reason": "Different codebases and goals: DINO model conversion/support vs finegrained FP8 decode kernel optimization." }, { "left": "pull_request:47360", "right": "pull_request:47383", "accept": false, - "reason": "CI workflow change vs Kimi integration tests; unrelated." + "reason": "CI workflow instrumentation vs Kimi integration tests are unrelated." }, { "left": "pull_request:47173", "right": "pull_request:47184", "accept": false, - "reason": "Both are test-related, but for different models and different platform coverage." + "reason": "Separate XPU-related test adjustments for different models." }, { "left": "pull_request:47275", "right": "pull_request:47360", "accept": false, - "reason": "Model support PR vs CI workflow PR; unrelated." + "reason": "EfficientViTSAM model support vs CI OTEL workflow are unrelated." }, { "left": "pull_request:47291", "right": "pull_request:47384", "accept": false, - "reason": "Generation-config deprecation vs Gemma 4 heterogeneous attention config; different issues." + "reason": "Generation-config deprecation vs Gemma 4 heterogeneous attention config are different changes." }, { "left": "pull_request:47166", "right": "pull_request:47173", "accept": false, - "reason": "Different test fixes in different areas; not the same bug." + "reason": "Quantization test coverage vs XPU expectation fixes; same general test-maintenance area but not the same bug." }, { "left": "pull_request:47077", "right": "pull_request:47275", "accept": false, - "reason": "Japanese docs translation vs new model support; unrelated." + "reason": "Japanese docs translation vs EfficientViTSAM model addition are unrelated." }, { "left": "pull_request:44775", "right": "pull_request:47275", "accept": false, - "reason": "Docs navigation update vs model addition; unrelated." + "reason": "N-D parallelism docs vs EfficientViTSAM model support are unrelated." }, { "left": "pull_request:47275", "right": "pull_request:47301", "accept": false, - "reason": "EfficientViTSam model support vs assisted-decoding docs; unrelated." + "reason": "Model addition vs assisted-decoding docs update are unrelated." + }, + { + "left": "pull_request:47216", + "right": "pull_request:47275", + "accept": false, + "reason": "Compressed-tensors fp8 support vs EfficientViTSAM model addition are unrelated." }, { "left": "pull_request:46912", "right": "pull_request:47179", "accept": false, - "reason": "RoPE test expansion vs new Granite model support; not the same change." + "reason": "RoPE tests vs Granite-swa/Granitemoe-swa model support are unrelated." }, { "left": "pull_request:47216", - "right": "pull_request:47275", + "right": "pull_request:47384", "accept": false, - "reason": "Compressed-tensors quantization work vs EfficientViTSam model support; unrelated." + "reason": "Compressed-tensors quantization support vs Gemma 4 config refactor are unrelated." }, { "left": "pull_request:46196", "right": "pull_request:47202", "accept": false, - "reason": "SDPA model dispatch support vs docker builder cleanup; unrelated." + "reason": "SDPA dispatch support for audio models vs Docker builder removal are unrelated." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47284", + "accept": false, + "reason": "RoPE test coverage vs MIMO V2 Flash fixes are unrelated." + }, + { + "left": "pull_request:47163", + "right": "pull_request:47284", + "accept": false, + "reason": "Paged-attention XPU tests vs MIMO V2 Flash fixes are unrelated." + }, + { + "left": "pull_request:46836", + "right": "pull_request:47202", + "accept": false, + "reason": "Unlimited OCR model support vs Docker builder cleanup are unrelated." + }, + { + "left": "pull_request:46196", + "right": "pull_request:46995", + "accept": false, + "reason": "Audio SDPA dispatch vs flash-linear-attention availability on MLU are different runtime support changes." }, { "left": "pull_request:47093", "right": "pull_request:47275", "accept": false, - "reason": "OpenPangu-V2 model addition vs EfficientViTSam model addition; different model families." + "reason": "OpenPangu-V2 model support vs EfficientViTSAM model support are different model additions." }, { "left": "pull_request:45157", "right": "pull_request:47093", "accept": false, - "reason": "PrismML GGUF support vs OpenPangu-V2 model support; unrelated." + "reason": "PrismML Bonsai GGUF support vs OpenPangu-V2 model support are unrelated." }, { - "left": "pull_request:46995", - "right": "pull_request:47163", + "left": "pull_request:47202", + "right": "pull_request:47295", "accept": false, - "reason": "Flash linear attention availability check vs XPU paged-attention tests; different concerns." + "reason": "Docker builder removal vs DiffusionGemma mask casting are unrelated." }, { "left": "pull_request:47163", - "right": "pull_request:47173", + "right": "pull_request:47384", "accept": false, - "reason": "Both target XPU test coverage, but they fix different tests and failure modes." + "reason": "Paged-attention XPU tests vs Gemma 4 config changes are unrelated." }, { - "left": "pull_request:46836", - "right": "pull_request:47202", + "left": "pull_request:44775", + "right": "pull_request:47301", "accept": false, - "reason": "Unlimited OCR model addition vs docker builder removal; unrelated." + "reason": "Parallelism docs vs multi-token prediction docs are unrelated." }, { "left": "pull_request:46196", "right": "pull_request:47210", "accept": false, - "reason": "General SDPA dispatch support vs packed-row varlen routing; related area but different concrete changes." + "reason": "Different attention-path optimizations: SDPA dispatch for audio models vs packed-row varlen attention routing." }, { - "left": "pull_request:47003", - "right": "pull_request:47204", + "left": "pull_request:47301", + "right": "pull_request:47384", "accept": false, - "reason": "OpenVINO exporter implementation vs CPU test image dependency changes; not the same fix." + "reason": "Multi-token prediction docs vs Gemma 4 per-layer config refactor are unrelated." }, { - "left": "pull_request:47093", - "right": "pull_request:47275", + "left": "pull_request:47216", + "right": "pull_request:47384", "accept": false, - "reason": "Different model additions with no shared underlying bug." + "reason": "Quantization docs/code for compressed tensors vs Gemma 4 heterogeneous config refactor are unrelated." }, { - "left": "pull_request:45157", - "right": "pull_request:47093", + "left": "pull_request:47336", + "right": "pull_request:47384", "accept": false, - "reason": "Different model support/conversion efforts." + "reason": "Offloaded model saving bugfix vs Gemma 4 config validation refactor are unrelated." }, { - "left": "pull_request:46912", - "right": "pull_request:47082", + "left": "pull_request:44775", + "right": "pull_request:47077", "accept": false, - "reason": "RoPE test work vs RoMa model support; unrelated." + "reason": "N-D parallelism docs vs Japanese DistilBERT docs are unrelated." }, { - "left": "pull_request:47163", - "right": "pull_request:47384", + "left": "pull_request:47166", + "right": "pull_request:47292", "accept": false, - "reason": "XPU test adjustments vs Gemma 4 config refactor; unrelated." + "reason": "Quantization test updates vs TIPSv2 DPT XPU test updates are different test failures." }, { - "left": "pull_request:47204", - "right": "pull_request:47295", + "left": "pull_request:46995", + "right": "pull_request:47163", "accept": false, - "reason": "Exporter dependency changes vs DiffusionGemma mask casting; unrelated." + "reason": "MLU flash-linear-attention availability check vs paged-attention XPU tests are unrelated." }, { - "left": "pull_request:44775", - "right": "pull_request:47301", + "left": "pull_request:47163", + "right": "pull_request:47184", "accept": false, - "reason": "Docs for parallelism vs docs for assisted decoding; different topics." + "reason": "Different accelerator/test updates for different models." }, { - "left": "pull_request:46196", - "right": "pull_request:46995", + "left": "pull_request:47275", + "right": "pull_request:47360", "accept": false, - "reason": "Different attention-backend availability and model dispatch changes." + "reason": "Model addition vs OTEL CI workflow are unrelated." }, { - "left": "pull_request:47301", + "left": "pull_request:47291", "right": "pull_request:47384", "accept": false, - "reason": "Assisted decoding docs vs Gemma 4 config refactor; unrelated." + "reason": "Generation-config deprecation vs Gemma 4 attention config are separate changes." }, { - "left": "pull_request:47216", - "right": "pull_request:47384", + "left": "pull_request:47166", + "right": "pull_request:47173", "accept": false, - "reason": "Quantization docs/code vs Gemma 4 config refactor; unrelated." + "reason": "Different test-maintenance targets and different failure contexts." }, { "left": "pull_request:47077", "right": "pull_request:47275", "accept": false, - "reason": "Docs translation vs model support; unrelated." - }, - { - "left": "pull_request:47275", - "right": "pull_request:47301", - "accept": false, - "reason": "Model addition vs docs for MTP; unrelated." + "reason": "Japanese docs translation vs model support are unrelated." }, { - "left": "pull_request:46912", + "left": "pull_request:46836", "right": "pull_request:47275", "accept": false, - "reason": "RoPE tests vs EfficientViTSam model support; unrelated." + "reason": "Unlimited OCR support vs EfficientViTSAM support are separate model additions." }, { - "left": "pull_request:47291", - "right": "pull_request:47384", + "left": "pull_request:47216", + "right": "pull_request:47295", "accept": false, - "reason": "Continuous batching deprecation vs Gemma 4 heterogeneous attention config; different changes." + "reason": "Compressed-tensors quantization vs DiffusionGemma mask casting are unrelated." } ] }, @@ -23700,10 +23742,8 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-40546-79", + "cluster_id": "cluster-40546-81", "nodes": [ - "pull_request:41855", - "pull_request:43424", "pull_request:43451", "pull_request:44517", "pull_request:44775", @@ -23713,17 +23753,18 @@ "pull_request:46267", "pull_request:46381", "pull_request:46509", + "pull_request:46604", "pull_request:46658", "pull_request:46836", "pull_request:46895", "pull_request:46912", "pull_request:46957", "pull_request:46995", + "pull_request:47003", "pull_request:47077", "pull_request:47078", "pull_request:47082", "pull_request:47093", - "pull_request:47096", "pull_request:47105", "pull_request:47108", "pull_request:47113", @@ -23749,7 +23790,8 @@ "pull_request:47352", "pull_request:47360", "pull_request:47367", - "pull_request:47383" + "pull_request:47383", + "pull_request:47398" ], "soft_pairs": [ "pull_request:46267|pull_request:47383", @@ -23765,16 +23807,18 @@ "pull_request:47093|pull_request:47163", "pull_request:47179|pull_request:47210", "pull_request:47082|pull_request:47108", + "pull_request:46604|pull_request:47003", "pull_request:46266|pull_request:47216", "pull_request:47108|pull_request:47301", "pull_request:47078|pull_request:47275", "pull_request:47082|pull_request:47275", - "pull_request:46266|pull_request:47336", "pull_request:46995|pull_request:47301", + "pull_request:46266|pull_request:47336", "pull_request:47175|pull_request:47179", "pull_request:44775|pull_request:46836", - "pull_request:47082|pull_request:47216", "pull_request:47163|pull_request:47179", + "pull_request:47082|pull_request:47216", + "pull_request:46604|pull_request:46658", "pull_request:44517|pull_request:45157", "pull_request:47275|pull_request:47336", "pull_request:47210|pull_request:47304", @@ -23791,11 +23835,12 @@ "pull_request:46895|pull_request:47306", "pull_request:46196|pull_request:47301", "pull_request:47105|pull_request:47298", - "pull_request:45157|pull_request:46658", "pull_request:47275|pull_request:47304", + "pull_request:45157|pull_request:46658", "pull_request:47078|pull_request:47322", "pull_request:44517|pull_request:47301", "pull_request:47078|pull_request:47243", + "pull_request:46895|pull_request:47398", "pull_request:47294|pull_request:47360", "pull_request:46912|pull_request:47291", "pull_request:47113|pull_request:47304", @@ -23806,419 +23851,398 @@ "pull_request:43451|pull_request:47352", "pull_request:44517|pull_request:47143", "pull_request:47243|pull_request:47294", + "pull_request:46604|pull_request:47163", "pull_request:46957|pull_request:47383", "pull_request:47210|pull_request:47291", + "pull_request:46604|pull_request:47383", "pull_request:46957|pull_request:47360", "pull_request:46895|pull_request:47298", - "pull_request:46381|pull_request:47322", "pull_request:47113|pull_request:47175", + "pull_request:46381|pull_request:47322", + "pull_request:43451|pull_request:46604", "pull_request:46957|pull_request:47301", - "pull_request:47113|pull_request:47243", "pull_request:47113|pull_request:47275", + "pull_request:47113|pull_request:47243", "pull_request:46912|pull_request:47113", "pull_request:47077|pull_request:47367", - "pull_request:47294|pull_request:47306", - "pull_request:46658|pull_request:46895", - "pull_request:47275|pull_request:47367", - "pull_request:43451|pull_request:46381", - "pull_request:46381|pull_request:47096", - "pull_request:47210|pull_request:47367", - "pull_request:41855|pull_request:43424" + "pull_request:47294|pull_request:47306" ], - "prepared_review_unit_hash": "1b5522e50d918c29d1dca5be6a32f4306fbc577e3006e3463ace6669b23ecadb", + "prepared_review_unit_hash": "2811e28c62c056415f9329aed1a42d3d270b7ea694e1ea41ccff82f5992d1794", "component_budget": { - "node_count": 79, - "item_count": 79, - "soft_pair_count": 214, - "serialized_chars": 270269, - "estimated_input_tokens": 67568, - "estimated_eval_tokens": 135392 + "node_count": 81, + "item_count": 81, + "soft_pair_count": 223, + "serialized_chars": 277797, + "estimated_input_tokens": 69450, + "estimated_eval_tokens": 139156 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 72, - "serialized_chars": 138861, - "estimated_input_tokens": 34716, - "estimated_eval_tokens": 69688 + "serialized_chars": 139852, + "estimated_input_tokens": 34963, + "estimated_eval_tokens": 70182 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly broad topical similarity rather than true duplication: model-support PRs, docs updates, tests, export/quantization fixes, and CI/workflow changes are all mixed together. None of the soft edges look like the same underlying change.", - "confidence": 0.93, + "summary": "This set is a loose grab-bag of unrelated open PRs: new model integrations, docs updates, quantization/runtime fixes, and isolated test tweaks. I do not see any convincing duplicate PR pair; the soft edges mostly reflect broad topical similarity rather than the same concrete change.", + "confidence": 0.17, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: the cluster is a grab-bag of unrelated model additions, docs, tests, and infra changes, and the soft links are only broad similarity.", + "canonical_pr_reason": "PR 47352 is the broadest cross-cutting infrastructure change in the set, with multiple downstream references and a coherent runtime/runtime-utils scope, so it is the best single representative here.", "best_issue_reason": null, - "best_pr_reason": "No global best PR for deduping this cluster; none of the items is a clear superset or duplicate target for the others.", + "best_pr_reason": "PR 47352 is the strongest overall representative of the cluster because it spans reusable distributed/runtime utilities rather than a narrow model- or doc-only update.", "soft_edge_verdicts": [ { "left": "pull_request:46267", "right": "pull_request:47383", "accept": false, - "reason": "Chat parsing/serve changes vs Kimi integration tests; different subsystems and no shared code path." + "reason": "Chat parsing/serving refactor vs Kimi integration tests; different subsystems and no shared code-path bug." }, { "left": "pull_request:47294", "right": "pull_request:47320", "accept": false, - "reason": "Kernel/native causal_conv1d work vs response-schema deprecation; unrelated functionality." + "reason": "Kernel-native causal_conv1d integration vs response_schema deprecation; unrelated changes." }, { "left": "pull_request:46509", "right": "pull_request:46995", "accept": false, - "reason": "Nemotron Omni model support vs MLU availability check; model addition vs backend capability." + "reason": "Nemotron Omni model support vs flash-linear-attention availability; different features and code paths." }, { "left": "pull_request:46995", "right": "pull_request:47143", "accept": false, - "reason": "Flash-linear-attention availability on MLU vs NeuCodec model support; unrelated changes." + "reason": "Flash-linear-attention backend availability vs NeuCodec model add; unrelated." }, { "left": "pull_request:47093", "right": "pull_request:47143", "accept": false, - "reason": "OpenPangu-V2 model addition vs NeuCodec model addition; different models and codebases." + "reason": "OpenPangu-V2 model support vs NeuCodec support; separate model additions." }, { "left": "pull_request:46266", "right": "pull_request:47301", "accept": false, - "reason": "DINO modernization/model conversion work vs assisted-decoding documentation; not the same bug/change." + "reason": "Dino modernization/model conversion work vs assisted-decoding docs for MTP; not the same change." }, { "left": "pull_request:44775", "right": "pull_request:47304", "accept": false, - "reason": "Docs navigation for N-D parallelism vs MPS graph-cache docs cleanup; unrelated documentation changes." + "reason": "Different documentation updates: distributed-training nav/docs vs MPS graph cache docs." }, { "left": "pull_request:46266", "right": "pull_request:47383", "accept": false, - "reason": "DINO-related model modernization vs Kimi integration tests; different model families and purposes." + "reason": "Dino modernization/model infra vs Kimi integration tests; no concrete overlap." }, { "left": "pull_request:47082", "right": "pull_request:47210", "accept": false, - "reason": "RoMa keypoint matcher addition vs packed SDPA varlen routing; different domains and code paths." + "reason": "RoMa keypoint matcher support vs packed SDPA varlen routing; different model/runtime areas." }, { "left": "pull_request:46196", "right": "pull_request:47179", "accept": false, - "reason": "SDPA dispatch support for wav2vec2-family audio models vs Granite SWA model support; unrelated." + "reason": "wav2vec2 SDPA dispatch vs Granite-SWA model support; unrelated." }, { "left": "pull_request:47093", "right": "pull_request:47163", "accept": false, - "reason": "OpenPangu-V2 model support vs XPU paged-attention test coverage; not the same change." + "reason": "OpenPangu-V2 model add vs XPU paged-attention tests; not the same bug or feature." }, { "left": "pull_request:47179", "right": "pull_request:47210", "accept": false, - "reason": "Granite SWA model support vs packed SDPA varlen attention; different areas and no shared fix." + "reason": "Granite-SWA model support vs packed SDPA routing; different code paths." }, { "left": "pull_request:47082", "right": "pull_request:47108", "accept": false, - "reason": "RoMa model support vs doc-builder pin comment tweak; unrelated." + "reason": "RoMa model support vs doc-builder pin-comment cleanup; unrelated." + }, + { + "left": "pull_request:46604", + "right": "pull_request:47003", + "accept": false, + "reason": "Mistral tekken tokenizer utilities vs OpenVINO exporter; separate integrations." }, { "left": "pull_request:46266", - "right": "pull_request:47275", + "right": "pull_request:47216", "accept": false, - "reason": "DINO/DINOV2 modernization vs EfficientViTSAM model support; broad vision-model overlap only." + "reason": "Dino model modernization vs compressed-tensors FP8 support; only broadly quantization/model infra adjacent, not the same change." }, { "left": "pull_request:47108", "right": "pull_request:47301", "accept": false, - "reason": "Doc-builder pin comment vs MTP docs; both docs-related but clearly unrelated changes." + "reason": "Docs CI comment cleanup vs assisted-decoding MTP docs; unrelated documentation edits." }, { "left": "pull_request:47078", "right": "pull_request:47275", "accept": false, - "reason": "Japanese doc wording improvements vs EfficientViTSAM model support; different scopes." + "reason": "Japanese wording/doc translation cleanup vs EfficientViT-SAM model support; unrelated." }, { "left": "pull_request:47082", - "right": "pull_request:47336", + "right": "pull_request:47275", "accept": false, - "reason": "RoMa keypoint matcher support vs fully offloaded model saving; different code paths." + "reason": "RoMa keypoint matcher support vs EfficientViT-SAM model support; different models." }, { "left": "pull_request:46995", "right": "pull_request:47301", "accept": false, - "reason": "MLU availability helper vs multi-token prediction docs; no shared implementation." + "reason": "Flash-linear-attention availability vs MTP docs; unrelated." + }, + { + "left": "pull_request:46266", + "right": "pull_request:47336", + "accept": false, + "reason": "Dino modernization/model conversion vs offloaded-model saving fix; different bugs/features." }, { "left": "pull_request:47175", "right": "pull_request:47179", "accept": false, - "reason": "Olmo3 CI expectation updates vs Granite SWA model support; test data vs model implementation." + "reason": "Olmo3 CI expectation updates vs Granite-SWA model support; unrelated." }, { "left": "pull_request:44775", "right": "pull_request:46836", "accept": false, - "reason": "Both touch docs trees, but one is parallelism docs and the other is Unlimited OCR model support; not a duplicate." + "reason": "Distributed-training docs/nav changes vs Unlimited OCR model support; unrelated." + }, + { + "left": "pull_request:47163", + "right": "pull_request:47179", + "accept": false, + "reason": "XPU paged-attention tests vs Granite-SWA model support; different areas." }, { "left": "pull_request:47082", "right": "pull_request:47216", "accept": false, - "reason": "RoMa keypoint matcher vs compressed-tensors fp8 changes; unrelated vision/model vs quantization work." + "reason": "RoMa keypoint matcher vs compressed-tensors FP8; no shared concrete bug/change." }, { - "left": "pull_request:47163", - "right": "pull_request:47179", + "left": "pull_request:46604", + "right": "pull_request:46658", "accept": false, - "reason": "Paged-attention XPU tests vs Granite SWA model support; test coverage vs new model code." + "reason": "Mistral tekken utilities vs Step 3.7 Flash tooling/model build; different workstreams." }, { "left": "pull_request:44517", "right": "pull_request:45157", "accept": false, - "reason": "Qwen3-TTS model support vs PrismML Bonsai support; different models and implementation paths." + "reason": "Qwen3 TTS model support vs PrismML Bonsai support; unrelated model integrations." }, { "left": "pull_request:47275", "right": "pull_request:47336", "accept": false, - "reason": "EfficientViTSAM model addition vs offloading save fix; unrelated." + "reason": "EfficientViT-SAM model add vs offloaded-model saving bugfix; not the same change." }, { "left": "pull_request:47210", "right": "pull_request:47304", "accept": false, - "reason": "Packed SDPA varlen routing vs MPS graph-cache docs cleanup; unrelated." - }, - { - "left": "pull_request:47108", - "right": "pull_request:47383", - "accept": false, - "reason": "Doc-builder pin comment vs Kimi integration tests; no overlap beyond being repository maintenance." + "reason": "Packed SDPA varlen routing vs MPS graph-cache docs; unrelated." }, { "left": "pull_request:46957", "right": "pull_request:47216", "accept": false, - "reason": "Finegrained FP8 decode changes vs compressed-tensors fp8 docs/runtime work; both quantization-adjacent but not the same concrete fix." + "reason": "Finegrained FP8 fused decode work vs compressed-tensors FP8 support; same broad quantization theme but different concrete implementations." }, { "left": "pull_request:46912", "right": "pull_request:47078", "accept": false, - "reason": "RoPE test updates vs Japanese wording/doc translation; unrelated." + "reason": "RoPE tests/rotary-embedding work vs Japanese wording cleanup; unrelated." }, { "left": "pull_request:47179", "right": "pull_request:47301", "accept": false, - "reason": "Granite SWA model support vs MTP docs; model implementation vs generation documentation." + "reason": "Granite-SWA model support vs MTP docs; unrelated." }, { "left": "pull_request:47166", "right": "pull_request:47352", "accept": false, - "reason": "Quantization test tweaks vs distributed runtime utilities; separate test areas and different subsystems." + "reason": "Quantization test expansion vs distributed runtime utilities; no overlap." }, { "left": "pull_request:46196", "right": "pull_request:47301", "accept": false, - "reason": "SDPA dispatch support vs assisted-decoding/MTP docs; unrelated." + "reason": "wav2vec2 SDPA dispatch vs MTP docs; unrelated." }, { - "left": "pull_request:45157", - "right": "pull_request:46658", + "left": "pull_request:47105", + "right": "pull_request:47298", "accept": false, - "reason": "PrismML support vs Step-3.7 Flash checkpoint builder; different model families and tasks." + "reason": "VITS test re-enable vs MI450 model-failure fixes; different tests and code paths." }, { "left": "pull_request:47275", "right": "pull_request:47304", "accept": false, - "reason": "EfficientViTSAM model support vs MPS graph-cache docs cleanup; unrelated." + "reason": "EfficientViT-SAM model support vs docs-only MPS graph-cache cleanup; unrelated." }, { - "left": "pull_request:47078", + "left": "pull_request:45157", + "right": "pull_request:46658", + "accept": false, + "reason": "PrismML Bonsai support vs Step 3.7 Flash model tooling; unrelated additions." + }, + { + "left": "pull_request:47078", "right": "pull_request:47322", "accept": false, - "reason": "Japanese documentation wording vs AMD Quark config class changes; different domains." + "reason": "Japanese docs wording cleanup vs AMD Quark config-class changes; unrelated." }, { "left": "pull_request:44517", "right": "pull_request:47301", "accept": false, - "reason": "Qwen3-TTS model support vs MTP documentation; unrelated." + "reason": "Qwen3 TTS model support vs MTP docs; no shared concrete bug or feature." }, { "left": "pull_request:47078", "right": "pull_request:47243", "accept": false, - "reason": "Japanese docs wording vs Executorch exporter fixes; unrelated changes." + "reason": "Japanese wording/docs cleanup vs Executorch exporter fixes; unrelated." }, { - "left": "pull_request:47294", + "left": "pull_request:46895", "right": "pull_request:47291", "accept": false, - "reason": "Kernel-native causal_conv1d functions vs generation config deprecation; separate features." + "reason": "CohereASR double-shift fix vs deprecating ContinuousBatchingConfig; different training/runtime concerns." }, { - "left": "pull_request:46957", - "right": "pull_request:47336", + "left": "pull_request:47113", + "right": "pull_request:47304", "accept": false, - "reason": "Finegrained FP8 routing changes vs fully offloaded save-pretrained fix; unrelated." + "reason": "Audio backend requirement fixes vs MPS docs cleanup; unrelated." }, { - "left": "pull_request:47216", - "right": "pull_request:47336", + "left": "pull_request:43451", + "right": "pull_request:44517", "accept": false, - "reason": "Compressed-tensors fp8 support vs offloading save fix; different subsystems." + "reason": "Molmo2 model support vs Qwen3 TTS model support; different model integrations." }, { - "left": "pull_request:46912", - "right": "pull_request:47113", + "left": "pull_request:47352", + "right": "pull_request:47383", "accept": false, - "reason": "RoPE testing updates vs audio requirements fixes; unrelated." + "reason": "Distributed runtime utilities vs Kimi integration tests; unrelated." }, { - "left": "pull_request:47113", - "right": "pull_request:47304", + "left": "pull_request:44517", + "right": "pull_request:47383", "accept": false, - "reason": "Audio feature/proc requirement fixes vs MPS graph-cache docs cleanup; unrelated." + "reason": "Qwen3 TTS support vs Kimi integration tests; unrelated." }, { "left": "pull_request:43451", - "right": "pull_request:44517", + "right": "pull_request:47352", "accept": false, - "reason": "Molmo2 model support vs Qwen3-TTS model support; both add models, but they are different model families and code paths." + "reason": "Molmo2 model support vs distributed runtime utilities; different scopes." }, { - "left": "pull_request:47275", - "right": "pull_request:47294", + "left": "pull_request:44517", + "right": "pull_request:47143", "accept": false, - "reason": "EfficientViTSAM model addition vs native causal_conv1d kernel functions; unrelated." + "reason": "Qwen3 TTS support vs NeuCodec support; unrelated model additions." }, { - "left": "pull_request:47077", - "right": "pull_request:47367", + "left": "pull_request:47243", + "right": "pull_request:47294", "accept": false, - "reason": "Japanese DistilBERT translation vs pipeline device-placement clarification; different documentation topics and code impact." + "reason": "Executorch exporter fixes vs kernel-native causal_conv1d functions; different exporter/integration work." }, { "left": "pull_request:46957", "right": "pull_request:47383", "accept": false, - "reason": "Finegrained FP8 generation optimizations vs Kimi integration tests; unrelated." + "reason": "Finegrained FP8 runtime work vs Kimi integration tests; unrelated." }, { - "left": "pull_request:45157", - "right": "pull_request:46658", + "left": "pull_request:46895", + "right": "pull_request:47298", "accept": false, - "reason": "PrismML Bonsai support vs Step-3.7 Flash utilities/model builder; different models and mechanisms." + "reason": "CohereASR loss fix vs MI450 model-failure fixes; different models and bugs." }, { - "left": "pull_request:47275", - "right": "pull_request:47304", + "left": "pull_request:47175", + "right": "pull_request:47294", "accept": false, - "reason": "EfficientViTSAM model support vs MPS graph-cache docs cleanup; not the same change." + "reason": "Olmo3 CI update vs kernel-native causal_conv1d functions; unrelated." }, { - "left": "pull_request:47078", + "left": "pull_request:46381", "right": "pull_request:47322", "accept": false, - "reason": "Japanese doc wording changes vs Quark config-class update; unrelated." - }, - { - "left": "pull_request:47113", - "right": "pull_request:47352", - "accept": false, - "reason": "Audio feature/proc requirement fixes vs distributed runtime utils; different subsystems." + "reason": "Tokenizers version bump vs AMD Quark config-class changes; unrelated dependency vs quantization work." }, { "left": "pull_request:43451", - "right": "pull_request:44517", + "right": "pull_request:46604", "accept": false, - "reason": "Molmo2 and Qwen3-TTS are distinct model additions; no shared fix or mergeable overlap." + "reason": "Molmo2 model support vs Mistral tekken tokenizer utilities; unrelated." }, { - "left": "pull_request:47243", - "right": "pull_request:47294", + "left": "pull_request:46957", + "right": "pull_request:47301", "accept": false, - "reason": "Executorch exporter fixes vs kernel-native causal_conv1d functions; unrelated exporter vs model kernel changes." + "reason": "Finegrained FP8 runtime changes vs MTP docs; unrelated." }, { - "left": "pull_request:46957", - "right": "pull_request:47301", + "left": "pull_request:47113", + "right": "pull_request:47275", "accept": false, - "reason": "Quantization/generation optimization work vs MTP docs; no shared concrete issue." + "reason": "Audio feature/proc backend fixes vs EfficientViT-SAM model support; unrelated." }, { - "left": "pull_request:47108", - "right": "pull_request:47360", + "left": "pull_request:46895", + "right": "pull_request:47398", "accept": false, - "reason": "Doc-builder pin-comment change vs OTEL CI workflow pilot; different maintenance areas." + "reason": "CohereASR training-loss fix vs GLM MoE config fallback; unrelated model/config bugs." }, { - "left": "pull_request:47210", - "right": "pull_request:47367", + "left": "pull_request:47294", + "right": "pull_request:47360", "accept": false, - "reason": "Packed SDPA varlen attention routing vs pipeline device-placement docs; unrelated." + "reason": "Kernel-native causal_conv1d functions vs OTEL CI workflow; unrelated." }, { "left": "pull_request:46912", "right": "pull_request:47291", "accept": false, - "reason": "RoPE test updates vs generation-config deprecation; different code paths." + "reason": "RoPE test updates vs ContinuousBatchingConfig deprecation; different concerns." }, { - "left": "pull_request:47184", + "left": "pull_request:47113", "right": "pull_request:47352", "accept": false, - "reason": "Qwen3 Next test adjustments vs distributed runtime utils; test coverage for a model vs runtime infrastructure." - }, - { - "left": "pull_request:47143", - "right": "pull_request:47383", - "accept": false, - "reason": "NeuCodec model support vs Kimi integration tests; different models and purposes." - }, - { - "left": "pull_request:44517", - "right": "pull_request:47383", - "accept": false, - "reason": "Qwen3-TTS model support vs Kimi integration tests; unrelated model families." - }, - { - "left": "pull_request:43451", - "right": "pull_request:47143", - "accept": false, - "reason": "Molmo2 and NeuCodec are separate model-support PRs with different architectures and code paths." - }, - { - "left": "pull_request:47077", - "right": "pull_request:47367", - "accept": false, - "reason": "Japanese translation for DistilBERT vs pipeline device clarification; unrelated documentation work." - }, - { - "left": "pull_request:41855", - "right": "pull_request:43424", - "accept": false, - "reason": "Mistral tokenizer methods vs executorch dynamic-shape export tests; unrelated tokenizer API vs export validation." + "reason": "Audio requirement/backend fixes vs distributed runtime utilities; unrelated." } ] }, @@ -24240,9 +24264,8 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-40546-79", + "cluster_id": "cluster-40546-81", "nodes": [ - "pull_request:40546", "pull_request:41855", "pull_request:42668", "pull_request:43251", @@ -24257,6 +24280,7 @@ "pull_request:45655", "pull_request:46048", "pull_request:46196", + "pull_request:46381", "pull_request:46509", "pull_request:46658", "pull_request:46836", @@ -24276,13 +24300,13 @@ "pull_request:47210", "pull_request:47216", "pull_request:47243", + "pull_request:47275", "pull_request:47291", "pull_request:47292", "pull_request:47294", "pull_request:47298", "pull_request:47301", "pull_request:47304", - "pull_request:47306", "pull_request:47322", "pull_request:47336", "pull_request:47367", @@ -24290,6 +24314,11 @@ "pull_request:47387" ], "soft_pairs": [ + "pull_request:47275|pull_request:47367", + "pull_request:43451|pull_request:46381", + "pull_request:46381|pull_request:47096", + "pull_request:47210|pull_request:47367", + "pull_request:41855|pull_request:43424", "pull_request:41855|pull_request:43823", "pull_request:42668|pull_request:43823", "pull_request:43424|pull_request:47301", @@ -24320,8 +24349,8 @@ "pull_request:47077|pull_request:47304", "pull_request:46658|pull_request:46836", "pull_request:47210|pull_request:47301", - "pull_request:47003|pull_request:47243", "pull_request:46509|pull_request:47143", + "pull_request:47003|pull_request:47243", "pull_request:47163|pull_request:47166", "pull_request:47163|pull_request:47184", "pull_request:46509|pull_request:47163", @@ -24356,443 +24385,474 @@ "pull_request:43451|pull_request:47243", "pull_request:47096|pull_request:47243", "pull_request:43451|pull_request:47291", - "pull_request:43451|pull_request:47175", - "pull_request:47166|pull_request:47383", - "pull_request:47184|pull_request:47383", - "pull_request:40546|pull_request:43451", - "pull_request:47306|pull_request:47367", - "pull_request:43451|pull_request:47143" + "pull_request:47166|pull_request:47383" ], - "prepared_review_unit_hash": "e6f5cf15cf4e5b81fdccf3c653383a4b12ff9b88830755b6b332be6fa05a1cde", + "prepared_review_unit_hash": "8cbd9b95f7de09f7cbd1945f1949224cc3166ec8ba5be8c8543dddda0472aedf", "component_budget": { - "node_count": 79, - "item_count": 79, - "soft_pair_count": 214, - "serialized_chars": 270269, - "estimated_input_tokens": 67568, - "estimated_eval_tokens": 135392 + "node_count": 81, + "item_count": 81, + "soft_pair_count": 223, + "serialized_chars": 277797, + "estimated_input_tokens": 69450, + "estimated_eval_tokens": 139156 }, "budget": { "node_count": 46, "item_count": 46, "soft_pair_count": 72, - "serialized_chars": 129459, - "estimated_input_tokens": 32365, - "estimated_eval_tokens": 64986 + "serialized_chars": 129828, + "estimated_input_tokens": 32457, + "estimated_eval_tokens": 65170 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "There is one real duplicate cluster around CohereASR training-loss double-shift handling; most other soft pairs are only superficially similar (same subsystem, docs, tests, or model-add PRs) and should stay separate.", - "confidence": 0.91, + "summary": "Mostly a false-positive similarity cluster spanning unrelated PRs. The only clear duplicate family is the CohereASR training-loss double-shift fix across 46895, 46958, and 47090; everything else is separate model additions, docs, tests, or unrelated infra changes.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "47090 is the best canonical PR: it explicitly targets the CohereASR double-shift bug (#46894) and is the clearest, most complete version of that fix, superseding the earlier variants in 46895 and 46958.", + "canonical_pr_reason": "47090 is the best canonical PR for the only true duplicate family: it targets the CohereASR double-shift bug directly, has the clearest explanation of the label-shift behavior, and is the most complete final fix among the three variants.", "best_issue_reason": null, - "best_pr_reason": "47090 is the strongest overall canonical PR candidate because it is the only clearly duplicated fix cluster here with an explicit issue link and a concrete, mergeable code-path change.", + "best_pr_reason": "47090 is the strongest overall PR in this cluster because it has an explicit issue target, a concrete code-path fix, and the cleanest final formulation of the CohereASR loss bug.", "soft_edge_verdicts": [ + { + "left": "pull_request:47275", + "right": "pull_request:47367", + "accept": false, + "reason": "Both touch model-adjacent docs/infra themes, but they are unrelated changes: a new model add vs pipeline device-placement wording." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46381", + "accept": false, + "reason": "Different PRs for different model additions; they share only the broad pattern of adding docs/models." + }, + { + "left": "pull_request:46381", + "right": "pull_request:47096", + "accept": false, + "reason": "Unrelated changes: tokenizers compatibility fix vs exporter/model work." + }, + { + "left": "pull_request:47210", + "right": "pull_request:47367", + "accept": false, + "reason": "Packed SDPA routing change and pipeline device docs are unrelated code paths." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Both are missing-method/test-related, but they fix different model surfaces and do not share the same underlying bug." + }, { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Different features: Mistral tokenizer methods vs adding MobileLLM support. Same broad area of Transformers, but not the same bug or change." + "reason": "Mistral tokenizer methods vs adding a MobileLLM model; unrelated." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Both touch model/processor plumbing, but one is processor auto-loading robustness and the other is a new model addition. Not the same underlying change." + "reason": "Processor auto-loading fixes and a new model addition are not the same bug/change." }, { "left": "pull_request:43424", "right": "pull_request:47301", "accept": false, - "reason": "ExecuTorch dynamic-shape export test vs docs for multi-token prediction. No shared concrete code-path problem." + "reason": "ExecuTorch export tests and MTP docs are unrelated." }, { "left": "pull_request:43424", "right": "pull_request:47383", "accept": false, - "reason": "Dynamic-shape export test and Kimi integration tests are unrelated test additions for different concerns." + "reason": "ExecuTorch export tests vs Kimi integration tests; same model family is not enough to merge." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "New MobileLLM support vs config-resolution ordering fix. Different code paths and unrelated changes." + "reason": "New MobileLLM model vs config-resolution bugfix; unrelated." }, { "left": "pull_request:44827", "right": "pull_request:47383", "accept": false, - "reason": "Mistral4 test fixes vs Kimi integration tests. Same general testing domain only." + "reason": "Mistral4 test fixes and Kimi integration tests are unrelated model-specific changes." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 test fixes and layrnorm->layernorm renaming are different issues." + "reason": "Different model families and different fixes; no shared underlying bug." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "One is an export test, the other is Mistral4 test/runtime cleanup. Not the same bug." + "reason": "ExecuTorch export testing and Mistral4 test fixes are not the same issue." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "New MobileLLM model support vs Falcon output-interface refactor. Different functionality." + "reason": "New model addition vs Falcon refactor; unrelated." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Cross-entropy kwargs passthrough fix vs adding MobileLLM support. No shared concrete fix." + "reason": "Cross-entropy kwargs fix and MobileLLM addition are unrelated." }, { "left": "pull_request:44827", "right": "pull_request:46048", "accept": false, - "reason": "Mistral4 tests and TDT loss kernel support are unrelated." + "reason": "Mistral4 test cleanup and TDT loss kernel integration are different bugs/features." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "Dynamic export testing vs model addition. Same broad area only." + "reason": "ExecuTorch export tests and MobileLLM model addition are unrelated." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "Loss utility kwargs handling vs Mistral4 tests. Not the same code-path problem." + "reason": "Loss-function kwargs plumbing and Mistral4 test changes do not match." }, { "left": "pull_request:44827", "right": "pull_request:45655", "accept": false, - "reason": "Mistral4 test cleanup and config-resolution fix are unrelated." + "reason": "Mistral4 test fixes vs config-resolution order fix; unrelated." }, { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Falcon refactor vs model-creation skill. No overlap beyond generic tooling." + "reason": "Falcon output-interface refactor and model-creation skill are completely different." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "Mistral4 tests vs a model-creation skill PR. Completely different changes." + "reason": "Mistral4 tests and model-creation skill have no shared underlying code-path." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Falcon output collection refactor vs Mistral4 test fixes. Different code paths." + "reason": "Different model refactor/test PRs; not the same fix." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "MobileLLM model support vs model-creation skill docs/scripts. Not a duplicate." + "reason": "New model addition vs repo skill/configuration changes are unrelated." }, { "left": "pull_request:46895", "right": "pull_request:47090", "accept": true, - "reason": "Same CohereASR training-loss double-shift bug; 47090 is just the refined version of the same fix." + "reason": "Same CohereASR training-loss double-shift bug, same files, same issue target; 47090 is a later refinement of the same fix." }, { "left": "pull_request:46958", "right": "pull_request:47090", "accept": true, - "reason": "Both patch CohereASR's double-shift loss handling on the same files and issue target." + "reason": "Same CohereASR loss double-shift fix on the same code path; 47090 is the clearer final version." }, { "left": "pull_request:46895", "right": "pull_request:46958", "accept": true, - "reason": "They implement the same CohereASR loss fix with only implementation details differing." + "reason": "Both are variants of the same CohereASR double-shift loss bug fix in the same model files." }, { "left": "pull_request:47173", "right": "pull_request:47292", "accept": false, - "reason": "Both are XPU-related test expectation updates, but they target different models and likely different failing cases, so they are not one concrete bug." + "reason": "Both are XPU test-related, but they fix different test failures in different models, not one underlying bug." }, { "left": "pull_request:47166", "right": "pull_request:47184", "accept": false, - "reason": "Quantization test updates and multi-accelerator test adjustments are unrelated." + "reason": "Different test extensions for different subsystems; only the accelerator theme overlaps." }, { "left": "pull_request:46912", "right": "pull_request:47175", "accept": false, - "reason": "Both are test-value updates, but they cover different models and different CI issues; not mergeable as one change." + "reason": "RoPE test expansion vs Olmo3 CI expectation updates are unrelated." }, { "left": "pull_request:47096", "right": "pull_request:47383", "accept": false, - "reason": "Exportability fixes for Kimi vs Kimi integration tests; related model name, but different code-path problems." + "reason": "Exporter support changes and Kimi integration tests are not the same concrete bug/change." }, { "left": "pull_request:47184", "right": "pull_request:47292", "accept": false, - "reason": "Both tweak accelerator-specific tests, but for different models and failures." + "reason": "Both adjust XPU-related tests, but they target different model/test failures." }, { "left": "pull_request:47301", "right": "pull_request:47304", "accept": false, - "reason": "Docs for multi-token prediction vs a docs tweak about pipeline device placement. Different topics." + "reason": "MTP docs vs MPS graph-cache docs are unrelated documentation changes." }, { "left": "pull_request:47077", "right": "pull_request:47304", "accept": false, - "reason": "Japanese DistilBERT docs translation and MPS graph-cache docs are unrelated docs changes." + "reason": "Japanese DistilBERT docs and MPS perf docs are unrelated." }, { "left": "pull_request:46658", "right": "pull_request:46836", "accept": false, - "reason": "Step3.7 Flash model work vs Unlimited OCR model work. Both are model additions, not duplicates." + "reason": "Different new-model PRs with distinct model families and conversion pipelines." }, { "left": "pull_request:47210", "right": "pull_request:47301", "accept": false, - "reason": "Packed-SDPA varlen attention routing vs MTP docs. Completely different areas." + "reason": "Packed SDPA implementation and assisted-decoding docs are unrelated." }, { - "left": "pull_request:47003", - "right": "pull_request:47243", + "left": "pull_request:46509", + "right": "pull_request:47143", "accept": false, - "reason": "OpenVINO exporter support vs ExecuTorch exporter fixes. Same exporter family, but different concrete exporter paths." + "reason": "Nemotron Omni and NeuCodec are separate model additions, not a single fix." }, { - "left": "pull_request:46509", - "right": "pull_request:46836", + "left": "pull_request:47294", + "right": "pull_request:47298", "accept": false, - "reason": "Nemotron Omni model support and Unlimited OCR model support are separate model integrations." + "reason": "Kernel-native causal-conv work and MI450 image-decoder fix are unrelated infra/model issues." }, { "left": "pull_request:47163", "right": "pull_request:47166", "accept": false, - "reason": "Paged-attention XPU tests vs quantization test extension. Different subsystems." + "reason": "Paged-attention XPU tests and quantization test tweaks are different test failures." }, { "left": "pull_request:47163", "right": "pull_request:47184", "accept": false, - "reason": "Paged-attention XPU tests and qwen3_next accelerator test changes are unrelated." + "reason": "Paged-attention XPU tests and multi-accelerator test updates are unrelated." }, { "left": "pull_request:46509", "right": "pull_request:47163", "accept": false, - "reason": "Nemotron Omni model support vs paged-attention XPU test coverage. Different changes." + "reason": "Nemotron Omni model addition vs paged-attention XPU tests; unrelated." }, { "left": "pull_request:45157", "right": "pull_request:46836", "accept": false, - "reason": "PrismML Bonsai support and Unlimited OCR support are different model additions." + "reason": "PrismML Bonsai support and Unlimited OCR are separate feature additions." }, { "left": "pull_request:46836", "right": "pull_request:47387", "accept": false, - "reason": "Unlimited OCR support vs one-to-many conversion infrastructure. Not the same bug or feature." + "reason": "Unlimited OCR model work and one-to-many conversion support are unrelated." }, { "left": "pull_request:47163", "right": "pull_request:47292", "accept": false, - "reason": "Both are XPU-related test fixes, but for different models and failure modes." + "reason": "Different XPU test fixes for different models; not mergeable as one PR." }, { "left": "pull_request:47291", "right": "pull_request:47322", "accept": false, - "reason": "Continuous batching deprecation/config handling and AMD Quark config-class changes are unrelated quantization/config PRs." + "reason": "Gen-config deprecation and AMD Quark config class update are unrelated changes." }, { "left": "pull_request:45157", "right": "pull_request:46509", "accept": false, - "reason": "PrismML Bonsai support and Nemotron Omni support are separate model integrations." + "reason": "PrismML Bonsai support and Nemotron Omni are separate model additions." }, { "left": "pull_request:47301", "right": "pull_request:47367", "accept": false, - "reason": "MTP docs and pipeline device-placement docs are unrelated documentation updates." + "reason": "MTP docs and pipeline device docs are unrelated documentation updates." }, { - "left": "pull_request:47216", + "left": "pull_request:43451", + "right": "pull_request:47243", + "accept": false, + "reason": "Molmo2 model addition and ExecuTorch exporter fixes are different areas and different problems." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47243", + "accept": false, + "reason": "Both touch exporter infrastructure, but they address different concrete exporter behaviors and models." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47291", + "accept": false, + "reason": "Model addition vs generation-config deprecation; unrelated." + }, + { + "left": "pull_request:47175", + "right": "pull_request:47298", + "accept": false, + "reason": "Olmo3 CI expectation updates and MI450 image decoding fixes are unrelated test/model issues." + }, + { + "left": "pull_request:47294", + "right": "pull_request:47298", + "accept": false, + "reason": "Kernel helpers for causal-conv and image decoding fallback on MI450 are unrelated." + }, + { + "left": "pull_request:47166", "right": "pull_request:47383", "accept": false, - "reason": "Compressed-tensors fp8 docs/code vs Kimi integration tests. Different domains." + "reason": "Quantization test tweaks and Kimi integration tests are not the same bug." }, { - "left": "pull_request:47336", + "left": "pull_request:47163", + "right": "pull_request:47210", + "accept": false, + "reason": "Paged-attention XPU tests and packed SDPA routing are different code paths." + }, + { + "left": "pull_request:47216", "right": "pull_request:47383", "accept": false, - "reason": "Offloading save_pretrained fix vs Kimi integration tests. Different problems." + "reason": "Compressed-tensors fp8 support and Kimi integration tests are unrelated." }, { - "left": "pull_request:46509", - "right": "pull_request:47387", + "left": "pull_request:47336", + "right": "pull_request:47383", "accept": false, - "reason": "Nemotron Omni support vs one-to-many conversion support. Different features." + "reason": "Offloaded-model saving bugfix and Kimi integration tests are different problems." }, { - "left": "pull_request:47304", - "right": "pull_request:47367", + "left": "pull_request:47291", + "right": "pull_request:47322", "accept": false, - "reason": "MPS graph-cache docs and pipeline device-placement docs are separate doc changes." + "reason": "These are unrelated config changes in different subsystems." }, { "left": "pull_request:46912", "right": "pull_request:47298", "accept": false, - "reason": "Both adjust expectations for hardware-specific test failures, but they touch different models and are not one concrete bug." + "reason": "RoPE test expansion and MI450 fixes are unrelated." }, { - "left": "pull_request:47301", - "right": "pull_request:47383", + "left": "pull_request:47163", + "right": "pull_request:47184", "accept": false, - "reason": "MTP docs vs Kimi integration tests. No overlap." + "reason": "Both are accelerator-oriented tests, but they target different model/test failures." }, { "left": "pull_request:47216", "right": "pull_request:47301", "accept": false, - "reason": "Compressed-tensors fp8 work vs MTP docs. Not the same change." + "reason": "Compressed-tensors fp8 support and MTP docs are unrelated." }, { - "left": "pull_request:43451", - "right": "pull_request:46836", + "left": "pull_request:46509", + "right": "pull_request:47301", "accept": false, - "reason": "Molmo2 model addition vs Unlimited OCR model addition. Same broad type only." + "reason": "New model support and assisted-decoding docs are unrelated." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47243", + "accept": false, + "reason": "OpenVINO exporter and ExecuTorch exporter fixes are different exporter implementations, not the same bug." }, { "left": "pull_request:47143", "right": "pull_request:47163", "accept": false, - "reason": "NeuCodec model support vs paged-attention XPU tests. Unrelated." + "reason": "NeuCodec support and paged-attention XPU tests are unrelated." }, { "left": "pull_request:46196", "right": "pull_request:47143", "accept": false, - "reason": "wav2vec2 SDPA dispatch support vs NeuCodec model support. Different code paths." + "reason": "SDPA dispatch for audio models and NeuCodec support are different changes." }, { "left": "pull_request:46658", "right": "pull_request:47143", "accept": false, - "reason": "Step3.7 Flash model work and NeuCodec model support are separate model additions." - }, - { - "left": "pull_request:46658", - "right": "pull_request:47322", - "accept": false, - "reason": "Step3.7 Flash model work vs AMD Quark config changes. Different areas." - }, - { - "left": "pull_request:46658", - "right": "pull_request:47387", - "accept": false, - "reason": "Step3.7 Flash model work vs one-to-many conversion support. Different problems." + "reason": "Step 3.7 Flash and NeuCodec are separate model efforts." }, { "left": "pull_request:47143", "right": "pull_request:47387", "accept": false, - "reason": "NeuCodec model support vs one-to-many conversion infrastructure. Not a duplicate." + "reason": "NeuCodec model addition and one-to-many conversion support are unrelated." }, { "left": "pull_request:47143", "right": "pull_request:47322", "accept": false, - "reason": "NeuCodec model support and Quark config-class changes are unrelated." + "reason": "NeuCodec support and AMD Quark config changes are unrelated." }, { "left": "pull_request:45157", "right": "pull_request:47143", "accept": false, - "reason": "PrismML Bonsai support vs NeuCodec support. Different model additions." + "reason": "PrismML Bonsai support and NeuCodec support are separate model additions." }, { "left": "pull_request:47301", "right": "pull_request:47367", "accept": false, - "reason": "Docs on MTP vs pipeline device placement. Separate documentation topics." + "reason": "Assisted-decoding docs and pipeline docs are unrelated." }, { "left": "pull_request:43451", "right": "pull_request:47243", "accept": false, - "reason": "Molmo2 model addition vs ExecuTorch exporter fixes. Different features." + "reason": "Molmo2 model addition and exporter fixes are unrelated." }, { "left": "pull_request:47096", "right": "pull_request:47243", "accept": false, - "reason": "Kimi exportability changes vs exporter framework fixes for a different model path. Not the same concrete issue." + "reason": "Exporter support and exporter-fix work overlap by area only, not by the same bug or change." }, { "left": "pull_request:43451", "right": "pull_request:47291", "accept": false, - "reason": "Molmo2 model support and continuous-batching deprecation/config changes are unrelated." + "reason": "New model support and generation config deprecation are unrelated." }, { - "left": "pull_request:43451", - "right": "pull_request:47175", + "left": "pull_request:47096", + "right": "pull_request:47243", "accept": false, - "reason": "Molmo2 model support vs OLMo3 CI test updates. Different purposes." + "reason": "Same exporter subsystem, but different concrete fixes and code paths." }, { "left": "pull_request:47166", "right": "pull_request:47383", "accept": false, - "reason": "Quantization test updates vs Kimi integration tests. Different subsystems." - }, - { - "left": "pull_request:47184", - "right": "pull_request:47383", - "accept": false, - "reason": "Accelerator-specific test tweaks vs Kimi integration tests. Not the same bug." - }, - { - "left": "pull_request:40546", - "right": "pull_request:43451", - "accept": false, - "reason": "VibeVoice model support and Molmo2 model support are distinct additions." - }, - { - "left": "pull_request:47306", - "right": "pull_request:47367", - "accept": false, - "reason": "Neuron experiment scripts vs pipeline documentation. Different artifacts and goals." - }, - { - "left": "pull_request:43451", - "right": "pull_request:47143", - "accept": false, - "reason": "Molmo2 and NeuCodec are different model integrations, even though both add support." + "reason": "Different test additions for different models; not a single duplicate change." } ] }, @@ -24814,162 +24874,230 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-40546-79", + "cluster_id": "cluster-40546-81", "nodes": [ + "pull_request:40546", "pull_request:43451", "pull_request:46509", "pull_request:47003", "pull_request:47096", "pull_request:47143", "pull_request:47163", + "pull_request:47175", + "pull_request:47184", "pull_request:47298", "pull_request:47306", "pull_request:47322", + "pull_request:47367", "pull_request:47383", - "pull_request:47387" + "pull_request:47387", + "pull_request:47398" ], "soft_pairs": [ + "pull_request:47184|pull_request:47383", + "pull_request:43451|pull_request:47175", + "pull_request:40546|pull_request:43451", + "pull_request:47306|pull_request:47367", + "pull_request:43451|pull_request:47143", "pull_request:43451|pull_request:47163", "pull_request:43451|pull_request:47383", "pull_request:43451|pull_request:46509", + "pull_request:47298|pull_request:47398", "pull_request:43451|pull_request:47096", "pull_request:43451|pull_request:47003", "pull_request:47003|pull_request:47096", "pull_request:43451|pull_request:47322", "pull_request:47096|pull_request:47322", "pull_request:43451|pull_request:47298", - "pull_request:47096|pull_request:47298", + "pull_request:43451|pull_request:47398", + "pull_request:47096|pull_request:47398", "pull_request:43451|pull_request:47306", "pull_request:47096|pull_request:47306", + "pull_request:47003|pull_request:47398", "pull_request:47003|pull_request:47306", "pull_request:47096|pull_request:47387", "pull_request:47003|pull_request:47387", + "pull_request:47387|pull_request:47398", "pull_request:47096|pull_request:47143" ], - "prepared_review_unit_hash": "5d02b0a2fe74b181627c8045d296fa982cf15760c6148dde5ce05215a9002a36", + "prepared_review_unit_hash": "965b9702c5e5dbb4a237f82b17bb966332d847caa30255a85423161f0965facb", "component_budget": { - "node_count": 79, - "item_count": 79, - "soft_pair_count": 214, - "serialized_chars": 270269, - "estimated_input_tokens": 67568, - "estimated_eval_tokens": 135392 + "node_count": 81, + "item_count": 81, + "soft_pair_count": 223, + "serialized_chars": 277797, + "estimated_input_tokens": 69450, + "estimated_eval_tokens": 139156 }, "budget": { - "node_count": 11, - "item_count": 11, - "soft_pair_count": 16, - "serialized_chars": 31523, - "estimated_input_tokens": 7881, - "estimated_eval_tokens": 16018 + "node_count": 16, + "item_count": 16, + "soft_pair_count": 25, + "serialized_chars": 45141, + "estimated_input_tokens": 11286, + "estimated_eval_tokens": 22828 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: standalone model additions (Molmo2, Nemotron Omni, NeuCodec), exporter/infra work (OpenVINO exporter, Kimi exportability, one-to-many conversion support), a hardware-specific image-loading fix, and test/experiment-only PRs. They are not duplicate changes and should be split for triage.", - "confidence": 0.98, + "summary": "This cluster is mostly a bundle of unrelated pull requests that happen to touch similar generated wiring, docs, tests, or model-registration patterns. I found no true duplicate pair among the soft edges.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "No single PR canonically represents this cluster; the items span unrelated features and fixes rather than one underlying change.", + "canonical_pr_reason": "PR #43451 is the most representative central artifact: a substantial model-adding PR with docs, auto-mapping, model code, processors, and tests. It is not a duplicate of the others, but it is the best anchor for this mixed cluster.", "best_issue_reason": null, - "best_pr_reason": "No PR is a good global representative for duplicate triage here; 47096 is the closest exporter-focused item, but it does not subsume the rest of the cluster.", + "best_pr_reason": "PR #43451 is the best global representative because it is a broad, self-contained model implementation PR and shares the most superficial structure with other model-addition PRs in the set.", "soft_edge_verdicts": [ + { + "left": "pull_request:47184", + "right": "pull_request:47383", + "accept": false, + "reason": "Different changes: a test decorator rename / accelerator wording vs new Kimi integration tests. Not the same code-path problem." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47175", + "accept": false, + "reason": "Different model work: Molmo2 addition vs an Olmo3 CI expectation update. Same testing ecosystem, not the same change." + }, + { + "left": "pull_request:40546", + "right": "pull_request:43451", + "accept": false, + "reason": "Different model additions for different architectures (VibeVoice vs Molmo2). Shared scaffolding is incidental." + }, + { + "left": "pull_request:47306", + "right": "pull_request:47367", + "accept": false, + "reason": "Neuron training experiments vs pipeline device-placement docs/code. Unrelated changes." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47143", + "accept": false, + "reason": "Different model additions (Molmo2 vs NeuCodec). Similar auto-registration patterns do not make them duplicates." + }, { "left": "pull_request:43451", "right": "pull_request:47163", "accept": false, - "reason": "Molmo2 model onboarding vs XPU paged-attention test additions; different change types and code paths." + "reason": "Molmo2 model support vs XPU paged-attention test support. Different layer of the stack and different problem." }, { "left": "pull_request:43451", "right": "pull_request:47383", "accept": false, - "reason": "Molmo2 model onboarding vs Kimi integration tests; unrelated PRs." + "reason": "Molmo2 model addition vs Kimi integration tests. Not the same change or bug." }, { "left": "pull_request:43451", "right": "pull_request:46509", "accept": false, - "reason": "Different model additions (Molmo2 vs Nemotron Omni) with separate configs, docs, and integrations." + "reason": "Different model additions (Molmo2 vs Nemotron Omni). Same broad area, but separate model integrations." + }, + { + "left": "pull_request:47298", + "right": "pull_request:47398", + "accept": false, + "reason": "MI450 image-decoding/model-failure fixes vs GLM MoE config fallback bug. Distinct issues." }, { "left": "pull_request:43451", "right": "pull_request:47096", "accept": false, - "reason": "Model addition vs exporter/Kimi exportability work; not the same underlying bug or feature." + "reason": "Molmo2 model addition vs Kimi exportability changes. Related only through generic model wiring." }, { "left": "pull_request:43451", "right": "pull_request:47003", "accept": false, - "reason": "Model onboarding vs OpenVINO exporter implementation; distinct code areas and goals." + "reason": "Molmo2 model addition vs OpenVINO exporter infrastructure. Different underlying change." }, { "left": "pull_request:47003", "right": "pull_request:47096", "accept": false, - "reason": "Both touch export-related code, but one adds OpenVINO exporter support and the other changes Kimi exportability/attention handling; not one mergeable fix." + "reason": "OpenVINO exporter implementation vs Kimi exportability changes. Shared exporter context, but not the same concrete code-path." }, { "left": "pull_request:43451", "right": "pull_request:47322", "accept": false, - "reason": "Molmo2 model onboarding vs AMD Quark config-class rename; unrelated features." + "reason": "Molmo2 model addition vs AMD Quark config-class change. Unrelated technical areas." }, { "left": "pull_request:47096", "right": "pull_request:47322", "accept": false, - "reason": "Kimi exportability changes vs Quark config-class changes; different exporter stacks and problem statements." + "reason": "Kimi exportability work vs Quark quantization-config adjustment. Different subsystems and problems." }, { "left": "pull_request:43451", "right": "pull_request:47298", "accept": false, - "reason": "Model onboarding vs MI450 image-decoding fallback fix; unrelated." + "reason": "Molmo2 model addition vs MI450 fixes. No shared concrete bug/change." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47398", + "accept": false, + "reason": "Molmo2 model addition vs GLM MoE config fallback fix. Unrelated changes." }, { "left": "pull_request:47096", - "right": "pull_request:47298", + "right": "pull_request:47398", "accept": false, - "reason": "Kimi exporter work vs MI450 image decoder compatibility fixes; different code paths and targets." + "reason": "Kimi exportability vs GLM MoE config fix. Different code paths and goals." }, { "left": "pull_request:43451", "right": "pull_request:47306", "accept": false, - "reason": "Model onboarding vs Trainium/neuron experiment scripts and tensor-parallel integration; unrelated." + "reason": "Molmo2 model addition vs Neuron experiments. Different scope and functionality." }, { "left": "pull_request:47096", "right": "pull_request:47306", "accept": false, - "reason": "Exporter/Kimi work vs Neuron training experiments; not the same concrete change." + "reason": "Kimi exportability vs Neuron experiments. Not the same underlying change." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47398", + "accept": false, + "reason": "OpenVINO exporter work vs GLM MoE config fallback fix. Different issues." }, { "left": "pull_request:47003", "right": "pull_request:47306", "accept": false, - "reason": "OpenVINO exporter work vs Neuron training experiments; different subsystems and objectives." + "reason": "OpenVINO exporter infrastructure vs Neuron experiments. Unrelated." }, { "left": "pull_request:47096", "right": "pull_request:47387", "accept": false, - "reason": "Kimi exportability changes vs one-to-many conversion support in model loading; separate core mechanisms." + "reason": "Kimi exportability changes vs one-to-many conversion support in core loading. Different components and semantics." }, { "left": "pull_request:47003", "right": "pull_request:47387", "accept": false, - "reason": "OpenVINO exporter additions vs one-to-many model-loading conversions; not the same underlying change." + "reason": "OpenVINO exporter implementation vs one-to-many source-key conversion support. Not the same change." + }, + { + "left": "pull_request:47387", + "right": "pull_request:47398", + "accept": false, + "reason": "Core-loading conversion support vs GLM config fallback fix. Different code paths and problems." }, { "left": "pull_request:47096", "right": "pull_request:47143", "accept": false, - "reason": "Kimi exportability work vs NeuCodec model onboarding; unrelated PRs." + "reason": "Kimi exportability work vs NeuCodec model addition. Separate model features." } ] }, @@ -24999,7 +25127,7 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "48e1dead2cc93d13a679f6ecc395b132f04b5ab40205a9e86568d822b0f9aeb4", + "prepared_review_unit_hash": "2c2f803594313b2d34e28a4253ffbeaf49f58abe9a072d815609f6f469b074b5", "component_budget": { "node_count": 2, "item_count": 2, @@ -25021,18 +25149,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are both feature additions in different model families and do not look like the same underlying change. One adds covariate forecasting support to TimesFM; the other adds DINOv3 image classification support.", - "confidence": 0.97, + "summary": "The two pull requests are unrelated feature additions in different model families: one adds TimesFM covariate forecasting support, the other adds DINOv3 image classification support. They do not appear to fix the same bug or implement the same change.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: these are unrelated feature PRs in different code paths and model families.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "Neither PR is a duplicate of the other; each addresses a distinct model capability and should be triaged independently.", + "best_pr_reason": "Neither PR is a duplicate candidate; both are standalone feature changes with different code paths, filenames, and model targets.", "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different model features and code paths: TimesFM covariate forecasting vs. DINOv3 image classification. They are not the same underlying bug/change and could not plausibly be merged into one PR." + "reason": "Different subsystems and unrelated functionality: TimesFM forecasting with covariates vs. DINOv3 image classification. No shared concrete bug/change to merge into one PR." } ] }, @@ -25125,7 +25253,7 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "b95ae04487e9562c25141b65361f567dc16d74439fd8e2a5bb9b72c129c8c2c6", + "prepared_review_unit_hash": "649364af45293c0bd661f6e20e31b3041acef823ab08a0818bbe94fb0e096de5", "component_budget": { "node_count": 2, "item_count": 2, @@ -25147,18 +25275,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both items are maintenance PRs updating GitHub Actions versions in CI workflows, but they are not the same underlying change: one is a broad Node 24 compatibility sweep across many workflow actions, while the other is a separate upgrade focused on latest action versions such as docker/build-push-action v6.", - "confidence": 0.84, + "summary": "Two open PRs that both update GitHub Actions in workflow files, but they target different action families and different maintenance goals: one is a Node 24 compatibility upgrade for core workflow actions, the other bumps docker/build-push-action to v6 in Docker image workflows.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 42975 is the better canonical PR because it is the broader, more explicit workflow-actions compatibility upgrade and touches more of the shared GitHub Actions surface.", + "canonical_pr_reason": "PR 42975 is the better canonical representative because it spans more workflow files and has the clearest single-purpose rationale: upgrading core GitHub Actions versions for Node 24 compatibility.", "best_issue_reason": null, - "best_pr_reason": "PR 42975 is the strongest representative of the cluster since it has the clearest stated goal and wider scope; PR 42976 is a narrower, separate dependency bump.", + "best_pr_reason": "PR 42975 is the stronger cluster representative overall due to broader scope and a more specific, descriptive change set. PR 42976 is a narrower docker-action version bump.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Do not merge: they overlap on workflow maintenance but update different action families and have different objectives/scope, so they are not the same concrete code-path change." + "reason": "Both are workflow dependency upgrades, but they change different actions (checkout/cache/upload-artifact vs docker/build-push-action) and address different concerns. They do not look like the same underlying fix and would not plausibly be merged into one PR." } ] }, @@ -25193,7 +25321,7 @@ "pull_request:43448|pull_request:45490", "pull_request:45490|pull_request:46562" ], - "prepared_review_unit_hash": "f6d69f404ce7f2ea7b4d5612a560132fabba559e136fb83de9e6ef0afc6fd393", + "prepared_review_unit_hash": "008804838857822b54ebe4c0ef578e4565413a5af6d190c62b6816ce93c0ada0", "component_budget": { "node_count": 4, "item_count": 4, @@ -25215,36 +25343,36 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These pull requests all add different model integrations and documentation, with only boilerplate overlap in shared auto-mapping/docs files. They are related by subsystem, not by the same underlying change, so none should be merged as duplicates.", - "confidence": 0.98, + "summary": "These are four separate model-addition PRs (ViT NEPA, Molmo, CTSM, Step3p7). Their overlap is limited to standard docs/auto-mapping/test scaffolding, not the same underlying bug or change, so they should not be clustered as duplicates.", + "confidence": 0.99, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: ViT NEPA, Molmo, CTSM, and Step3p7 are distinct model additions with different implementations, tests, and model-specific files.", + "canonical_pr_reason": "No canonical PR: each pull request introduces a different model integration and fixes/implements a different code path.", "best_issue_reason": null, - "best_pr_reason": "No global best duplicate candidate: each PR targets a separate model integration rather than the same bug or feature, so there is no meaningful representative duplicate PR.", + "best_pr_reason": "No single PR is a good cluster representative for duplicate triage because the PRs are heterogeneous and unrelated beyond shared boilerplate files.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Different model additions (ViT NEPA vs Molmo). Shared docs and auto-registry edits are boilerplate for adding a model, not the same code-path fix." + "reason": "Different model additions (ViT NEPA vs Molmo); shared auto-mapping/docs files are boilerplate, not the same change." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "ViT NEPA and CTSM are unrelated model implementations. Overlap is limited to generic docs/auto-mapping files, so they are not duplicates." + "reason": "ViT NEPA and CTSM add different architectures and code paths; overlap is only generic docs/registration plumbing." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo and CTSM add different architectures and model-specific files. Same subsystem, but not the same concrete change." + "reason": "Molmo and CTSM are distinct model integrations with different implementations; shared files do not indicate a duplicate." }, { "left": "pull_request:45490", "right": "pull_request:46562", "accept": false, - "reason": "CTSM and Step3p7 are separate model launches with different modeling/processing code. Shared auto-mapping updates do not make them the same PR." + "reason": "CTSM and Step3p7 are separate model-addition PRs; they touch similar infrastructure but not the same underlying feature or bug." } ] }, @@ -25295,12 +25423,12 @@ "pull_request:46539|pull_request:46922", "pull_request:46886|pull_request:46922" ], - "prepared_review_unit_hash": "a880f5f84182b7dde2638f57d301fa9201a41ce117e4f013fa2d76c1d57c801a", + "prepared_review_unit_hash": "8b1d67a9de58eb7bbb1b02a6d1272389937d8995297f3a505940530924458c8c", "component_budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 16, - "serialized_chars": 21115, + "serialized_chars": 21113, "estimated_input_tokens": 5279, "estimated_eval_tokens": 10814 }, @@ -25308,7 +25436,7 @@ "node_count": 8, "item_count": 8, "soft_pair_count": 16, - "serialized_chars": 21115, + "serialized_chars": 21113, "estimated_input_tokens": 5279, "estimated_eval_tokens": 10814 }, @@ -25317,114 +25445,114 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly unrelated PRs with weak title-based similarity; the only clear duplicate-like pair is the two YOLOS fixes, where one PR is a more complete version of the same device-mismatch change.", + "summary": "These PRs are mostly unrelated. The only true duplicate-like pair is the two YOLOS fixes (46886 and 46922), which address the same device-mismatch bug in the same model/file and target the same issue. The other items span different models, CI, generation, FP8, tests, or docs and should not be clustered together.", "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:46922 is the best canonical PR because it directly targets the YOLOS device-mismatch bug, has an explicit linked issue, and subsumes the narrower no-split-module change in pull_request:46886.", + "canonical_pr_reason": "PR 46922 is the best canonical representative: it directly fixes the YOLOS forward device-mismatch in `src/transformers/models/yolos/modeling_yolos.py` and explicitly targets issue 46869. Compared with 46886, it is the more concrete and complete fix for the same bug.", "best_issue_reason": null, - "best_pr_reason": "pull_request:46922 is the strongest representative of the cluster\u2019s only real duplicate subtopic: it fixes the same YOLOS code path with a concrete forward-pass device placement change plus the supporting split-module adjustment.", + "best_pr_reason": "PR 46922 is the strongest overall PR here because it makes the actual runtime fix in the model forward path for the YOLOS device mismatch, with a clear linked issue. The rest are either test-only, unrelated subsystems, or broader ancillary changes.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Both are test-focused, but they touch different models and different test files; no shared bug or mergeable single change." + "reason": "Different changes: Whisper tokenizer/test fix versus CLIP/ViT test edits. No shared bug or code path." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper tokenizer tests vs FP8 dequant/loading code are unrelated changes despite superficial \"fix\" wording." + "reason": "Whisper decode/tests and FP8 dequant/loading changes are unrelated subsystems and bugs." }, { "left": "pull_request:43291", "right": "pull_request:46380", "accept": false, - "reason": "Whisper test cleanup and generation/CIS validation fixes are different problems in different subsystems." + "reason": "Whisper tokenization versus generation watermarking validation; different functionality and failure modes." }, { "left": "pull_request:43291", "right": "pull_request:46922", "accept": false, - "reason": "Whisper tokenizer/test changes are unrelated to YOLOS device placement and split-module handling." + "reason": "Whisper decode logic and YOLOS device handling are unrelated model bugs." }, { "left": "pull_request:43665", "right": "pull_request:46539", "accept": false, - "reason": "Both modify tests/infra, but one is model test assertions and the other is CI memory/device-map handling; not the same underlying change." + "reason": "Generic model tests versus Phimoe CI integration fix; not the same underlying issue." }, { "left": "pull_request:43665", "right": "pull_request:47393", "accept": false, - "reason": "Model tests and a README URL edit are clearly unrelated." + "reason": "Test file edits versus README license-link cleanup; entirely different change types." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "CLIP/ViT test edits are not the same as the FP8 dequant/loading fix." + "reason": "Different model test changes versus FP8/core loading fix; no shared code path." }, { "left": "pull_request:43665", "right": "pull_request:46380", "accept": false, - "reason": "Different models and different failure modes; no concrete shared code path." + "reason": "Unrelated test modifications versus generation config/runtime validation fix." }, { "left": "pull_request:43665", "right": "pull_request:46922", "accept": false, - "reason": "Model test files for CLIP/ViT do not match the YOLOS forward-pass/device-mismatch fix." + "reason": "Test-only changes in CLIP/ViT do not match the YOLOS runtime device-mismatch bug." }, { "left": "pull_request:44815", "right": "pull_request:46539", "accept": false, - "reason": "FP8 dequant/loading logic and CI/device-map integration are unrelated subsystems." + "reason": "FP8 quantization/dequant loading changes are unrelated to CI device-memory handling for Phimoe." }, { "left": "pull_request:44815", "right": "pull_request:46380", "accept": false, - "reason": "These address different generation/loading issues and should not be merged as one PR." + "reason": "FP8 kernel/loading fix and generation watermarking validation are different concrete problems." }, { "left": "pull_request:44815", "right": "pull_request:46922", "accept": false, - "reason": "No shared code path beyond both touching model internals; the bugs are different." + "reason": "Mistral4/FP8 dequant changes do not match YOLOS device placement logic." }, { "left": "pull_request:46380", "right": "pull_request:46539", "accept": false, - "reason": "Generation watermarking validation and Phimoe CI memory setup are unrelated." + "reason": "Generation watermarking validation and Phimoe CI runner memory patch are unrelated." }, { "left": "pull_request:46380", "right": "pull_request:46922", "accept": false, - "reason": "Generation config validation and YOLOS device handling are different features and failures." + "reason": "Generation config validation does not overlap with YOLOS device mismatch handling." }, { "left": "pull_request:46539", "right": "pull_request:46922", "accept": false, - "reason": "CI runner memory limits and YOLOS device mismatch are separate problems." + "reason": "CI environment memory limiting and YOLOS runtime model fix are unrelated." }, { "left": "pull_request:46886", "right": "pull_request:46922", "accept": true, - "reason": "Both are YOLOS fixes for the same device-mismatch issue in the same file; 46922 extends the same fix with the forward-pass device move and the split-module adjustment, so they could plausibly be one PR." + "reason": "Same YOLOS device-mismatch issue: both touch `modeling_yolos.py`, both point to issue 46869, and both make compatible parts of the same fix." } ] }, "evaluator_result": { "accept": true, - "feedback": "The analyst summary is grounded in the packet and stays conservative. The non-YOLOS pairs are reasonably judged unrelated, and the 46886/46922 pair is plausibly mergeable as one YOLOS device-mismatch bugfix, with 46922 looking like the more complete version." + "feedback": "The summary is grounded in the packet and stays conservative. The only acceptable duplicate-like pair is the YOLOS duo (46886/46922): they share the same file, the same issue target, and their changes are compatible parts of one bugfix. The other pair rejections are also well supported by the diffs and do not overstate shared bugs or mergeability." }, "evaluator_used": true, "retried": false, @@ -25454,52 +25582,52 @@ "pull_request:43488|pull_request:43532", "pull_request:43532|pull_request:46747" ], - "prepared_review_unit_hash": "582e7ad64dad1fbdde342cd39cea6374d6eceab571eae652513411c98ede047c", + "prepared_review_unit_hash": "c514e6f327356b83b57b45922d256c01661440bb51474767d921d721040554d7", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 6349, - "estimated_input_tokens": 1588, - "estimated_eval_tokens": 3432 + "serialized_chars": 6347, + "estimated_input_tokens": 1587, + "estimated_eval_tokens": 3430 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 6349, - "estimated_input_tokens": 1588, - "estimated_eval_tokens": 3432 + "serialized_chars": 6347, + "estimated_input_tokens": 1587, + "estimated_eval_tokens": 3430 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are not duplicates: one is a repo-bot/version-format test change, one is a workflow/diff-display change, and one is a security-gate workflow tweak. The similarity is mostly superficial (shared testing/workflow context), not the same underlying fix or feature.", - "confidence": 0.94, + "summary": "All three PRs look like unrelated '[don't merge]' test or workflow experiments, not duplicates of one underlying fix. They touch different areas: packaging/versioning, assorted CI/self-comment tooling, and a PR security-gate workflow.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: the three changes target different code paths and CI concerns, so they should not be collapsed into one duplicate cluster.", + "canonical_pr_reason": "No canonical PR: the changes do not converge on one concrete bug or mergeable code path; they are separate test/workflow edits.", "best_issue_reason": null, - "best_pr_reason": "If forced to pick the most self-contained reference, PR #43488 is the cleanest standalone change, but it is not a canonical representative for the others because they address unrelated workflow behavior.", + "best_pr_reason": "No single best PR for deduping here; none of the PRs is a plausible representative for the others because each targets a different subsystem and purpose.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:46747", "accept": false, - "reason": "Different changes: #43488 edits packaging/test files for a repo-bot/version-format check, while #46747 changes the security-gate workflow trigger from pull_request_target to pull_request. Same broad CI area, but not the same bug or mergeable change set." + "reason": "43488 is a setup/versioning + test PR, while 46747 only changes the PR security-gate workflow; different changes and not the same fix." }, { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "#43488 is about dependency/version-format and a Vit test, whereas #43532 restructures multiple workflows and testing utilities to show diffs. Shared test file is incidental; these are not the same underlying change." + "reason": "43488 edits packaging/version metadata and a Vit test, but 43532 rewrites multiple CI workflow files and testing utilities; not the same underlying bug." }, { "left": "pull_request:43532", "right": "pull_request:46747", "accept": false, - "reason": "#43532 updates comment/diff-display CI behavior across several files, but #46747 only changes the security gate workflow trigger. They touch the same repo area, not the same concrete problem." + "reason": "43532 is a broad CI/comment workflow and test-helper change, while 46747 is a single workflow trigger change; they do not look mergeable into one fix." } ] }, @@ -25529,7 +25657,7 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "de7832969d52e56240bb780ce903833a1e3964d95d53dad6b9c810843aa893ca", + "prepared_review_unit_hash": "c35a2c64c2c660265b23a0d1cd2a096196f683146dcadc64674536b550595d33", "component_budget": { "node_count": 2, "item_count": 2, @@ -25551,18 +25679,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs add new, similarly structured segmentation pipelines, but they target different concrete features: promptable concept segmentation vs promptable visual segmentation. The overlap is mostly scaffolding/docs, not the same underlying bug or change.", - "confidence": 0.95, + "summary": "These are two separate feature PRs for different segmentation pipelines. They overlap in shared docs/registration scaffolding, but they target different tasks, pipeline classes, model integrations, and test suites, so they should not be treated as duplicates.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43613 is the better representative of the cluster because it is the broader, more complete pipeline addition with wider model support and tests.", + "canonical_pr_reason": "No single canonical PR: PR 43612 adds Promptable Concept Segmentation, while PR 43613 adds Promptable Visual Segmentation; they are distinct feature implementations, not the same change.", "best_issue_reason": null, - "best_pr_reason": "PR 43613 is the best single PR to reference: it has the larger scope and more integrated support, so it is the most representative artifact in this cluster.", + "best_pr_reason": "PR 43613 is the broader stand-alone feature PR, with more model integrations and test coverage, but it is still a separate change from PR 43612.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Reject: these are separate pipeline features for different tasks and code paths. They share documentation and registration scaffolding, but they do not appear to fix or implement the same concrete change." + "reason": "Reject: the PRs implement different pipelines (concept vs visual segmentation) with different task docs, pipeline files, and model/test coverage. Shared docs/registry edits are just common scaffolding, not the same underlying change." } ] }, @@ -25592,7 +25720,7 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "02ace308d0e604b2930a8b915a88709693a38b84a309412845254fb8908ff0f4", + "prepared_review_unit_hash": "969667e910f385017d79f9c7051baf82fb9bd463a9d1cb115351ca4d70eaf279", "component_budget": { "node_count": 2, "item_count": 2, @@ -25614,18 +25742,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are trainer extensibility tweaks in the same file, but they address different code paths: one changes gradient-accumulation loss scaling, the other refactors signature-column filtering. They are not the same underlying change.", - "confidence": 0.91, + "summary": "These are two unrelated trainer extensibility PRs that both touch `trainer.py` but fix different code paths: gradient-accumulation loss scaling vs. signature column filtering. They should not be treated as duplicates.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43651 is the more concrete code-path change: it alters training_step loss scaling behavior and adds a new hook for custom trainers.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR #43651 is the best representative of the cluster because it is the more directly behavior-changing trainer fix; PR #43663 is a separate refactor around input-column filtering.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Shared trainer.py location and extensibility theme, but they fix different mechanisms: gradient-accumulation loss scaling vs signature-based column filtering. Not mergeable as one PR." + "reason": "Reject: the PRs address different behaviors in `Trainer`\u2014one changes loss scaling during gradient accumulation, the other refactors column filtering/signature inspection for custom trainers. Same file and shared subsystem are not enough to indicate the same underlying bug or mergeable change." } ] }, @@ -25655,7 +25783,7 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "f681f7a59774fd774a20bcf60ccb2160fd48aa679445fbe805fc24ca96978ea3", + "prepared_review_unit_hash": "15386409a3a620c00e4741afadfb8778ae294bab2f0adb5c719305f71dbcdfde", "component_budget": { "node_count": 2, "item_count": 2, @@ -25677,28 +25805,25 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs patch `src/transformers/cli/serve.py` to eliminate a `TypeAdapter`-related runtime NameError in the CLI server path; they differ in implementation style, but they target the same underlying failure mode.", - "confidence": 0.65, + "summary": "Both PRs are typing/NameError fixes in `src/transformers/cli/serve.py`, but they address different concrete problems: one is a broader annotation cleanup, the other is specifically about `TypeAdapter` when `pydantic` is absent. I would not deduplicate them.", + "confidence": 0.84, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43842 is the more direct and narrowly scoped fix: it keeps `TypeAdapter` out of runtime imports with `TYPE_CHECKING` and quotes the annotation, matching the reported NameError more precisely.", + "canonical_pr_reason": "PR 43842 is the better canonical PR because it directly targets the `TypeAdapter`/optional-`pydantic` NameError with a minimal, focused fix in the affected code path.", "best_issue_reason": null, - "best_pr_reason": "PR 43842 is the best PR candidate here because it directly addresses the `TypeAdapter` NameError without broader annotation churn.", + "best_pr_reason": "PR 43842 is the best representative of the underlying bug class here: a runtime/import-time `TypeAdapter` typing issue in the CLI serve module.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", - "accept": true, - "reason": "Both PRs fix the same `TypeAdapter` NameError in the CLI server code path in `serve.py`; the differences are implementation detail, so they could plausibly be merged into one change." + "accept": false, + "reason": "They overlap in file and general typing cleanup, but PR 43656 is a broader `__future__`/annotation modernization, while PR 43842 specifically fixes `TypeAdapter` when `pydantic` is not installed. Different concrete bugs, so not a duplicate." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: both PRs touch `src/transformers/cli/serve.py` and are plausibly aimed at the same `TypeAdapter`-related NameError. The mergeability verdict is suitably conservative given the shared file and similar bugfix scope." - }, - "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 }, @@ -25884,308 +26009,422 @@ "pull_request:44044|pull_request:44154", "pull_request:44024|pull_request:44076" ], - "prepared_review_unit_hash": "c3c5b83c8d3742ad5fdc4ddd5822f946305511daf3f7ce554bb731f8edb7a614", + "prepared_review_unit_hash": "9e9b42661d4fe079440d935292bb7d82a0ac00ec07aa446ac2b7ed5bfb6a6050", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 77, - "serialized_chars": 84502, - "estimated_input_tokens": 21126, - "estimated_eval_tokens": 42508 + "serialized_chars": 84512, + "estimated_input_tokens": 21128, + "estimated_eval_tokens": 42512 }, "budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 72, - "serialized_chars": 76933, - "estimated_input_tokens": 19234, - "estimated_eval_tokens": 38724 + "serialized_chars": 76943, + "estimated_input_tokens": 19236, + "estimated_eval_tokens": 38728 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a broad wave of output-tracing refactors across many unrelated model implementations. Most soft edges should be rejected as broad pattern matches rather than duplicate fixes. The only tight duplicate-like subgroup in the packet is the GPT-J/CodeGen family around 44066/44085/44722; the GPT-Neo pair 44018/44068 is too weak to call the same concrete change under a conservative standard.", - "confidence": 0.79, + "summary": "This cluster is a broad set of model-specific standardized output-tracing refactors. GPT-J/CodeGen is the clearest duplicate PR family and the best representative, but GPT-Neo also has a likely duplicate pair, and FocalNet/ImageGPT shows a high-similarity refactor pair; overall this looks like multiple model-family iterations of the same refactor pattern, not one single change.", + "confidence": 0.83, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44722 is the best canonical representative of the only tight duplicate subgroup: it is issue-linked, touches the same GPT-J/CodeGen code paths as the nearby GPT-J variants, and looks like the most consolidated version of that refactor.", + "canonical_pr_reason": "PR 44722 is the clearest representative for the GPT-J/CodeGen family: it covers both files, has the explicit shared issue target, and looks like the most consolidated version of that concrete refactor.", "best_issue_reason": null, - "best_pr_reason": "PR 44722 is the strongest anchor for the cluster because it is explicit about the standardized-decorator refactor and most clearly subsumes the closely related GPT-J/CodeGen variants.", + "best_pr_reason": "PR 44722 is the best global representative because it is the most complete GPT-J/CodeGen output-tracing refactor and the cleanest merge point for that duplicate-looking family.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different model families and code paths; same output-tracing theme is too broad." + "reason": "Same broad output-tracing theme, but different model families and code paths; not the same concrete change." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Different model families; not the same concrete fix." + "reason": "Different model implementations; only the refactor pattern matches." }, { "left": "pull_request:44066", "right": "pull_request:44085", - "accept": false, - "reason": "Same general GPT-J area, but the packet only shows weak similarity here and explicitly marks this pair non-deterministic; not enough to call it one duplicate PR." + "accept": true, + "reason": "Both are GPT-J output-tracing refactors on the same code path and look mergeable as one PR." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "RegNet/ResNet vs EfficientNet are separate model implementations; shared refactor pattern is not enough." + "reason": "ResNet and EfficientNet are separate model code paths; shared standardized-output intent is too broad." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "EfficientNet and GPT-J are unrelated code paths." + "reason": "EfficientNet and GPT-J/CodeGen are unrelated model families." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "GPT-J/CodeGen vs EfficientNet are unrelated model changes." + "reason": "Different model implementations and no shared concrete fix path." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 vs DeBERTa are different subsystems and different fixes." + "reason": "MobileNetV2 and DeBERTa are unrelated changes despite both touching output tracing." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen and MGP-STR are different model-specific changes." + "reason": "GPT-J/CodeGen versus MGP-STR is only a pattern match, not the same underlying change." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen vs MPT are separate model code paths." + "reason": "GPT-J/CodeGen and MPT are distinct model implementations with separate changes." }, { "left": "pull_request:44018", "right": "pull_request:44068", - "accept": false, - "reason": "Same broad GPT-Neo theme, but the packet does not show enough evidence that these are the same concrete refactor." + "accept": true, + "reason": "Both GPT-Neo PRs target the same model/file family and appear to be duplicate iterations of one refactor." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen vs GPT-Neo are distinct model refactors." + "reason": "GPT-J/CodeGen and GPT-Neo are different code paths; same refactor style is not enough." }, { "left": "pull_request:44018", - "right": "pull_request:44019", + "right": "pull_request:44066", "accept": false, - "reason": "GPT-Neo vs ResNet are unrelated model code paths." + "reason": "GPT-Neo and GPT-J/CodeGen are separate model code paths." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet vs GPT-J are unrelated model changes." + "reason": "ResNet and GPT-J/CodeGen are unrelated concrete fixes." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR and GPT-J are different model families and fixes." + "reason": "MGP-STR and GPT-J/CodeGen are different model families." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet vs GPT-J are unrelated." + "reason": "ResNet and GPT-J are unrelated model implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo and ResNet are unrelated model families." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet and MPT are separate model-specific refactors." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo vs Flaubert are different model-specific refactors." + "reason": "GPT-Neo and Flaubert/XLM are different code paths." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are different concrete changes." + "reason": "GPT-Neo and GPT-J/CodeGen are different model families." }, { "left": "pull_request:44018", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert are unrelated model changes." + "reason": "GPT-Neo and Flaubert/XLM are unrelated refactors." }, { "left": "pull_request:44071", "right": "pull_request:44722", "accept": false, - "reason": "MPT vs GPT-J are unrelated model code paths." + "reason": "MPT and GPT-J/CodeGen are different implementations." }, { "left": "pull_request:44018", "right": "pull_request:44085", "accept": false, - "reason": "GPT-Neo vs GPT-J are related only at the broad pattern level, not the same PR." + "reason": "GPT-Neo and GPT-J are separate model code paths." }, { "left": "pull_request:44018", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo vs MGP-STR are unrelated changes." + "reason": "GPT-Neo and MGP-STR are unrelated beyond the shared decorator pattern." }, { "left": "pull_request:44068", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and MGP-STR are different models." + "reason": "GPT-Neo versus MGP-STR is not the same underlying bug or change." }, { "left": "pull_request:44071", "right": "pull_request:44086", "accept": false, - "reason": "MPT vs MGP-STR are separate model implementations." + "reason": "MPT and MGP-STR are different model-specific refactors." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J and MGP-STR are different code paths; only the general pattern is shared." }, { "left": "pull_request:44059", "right": "pull_request:44086", "accept": false, - "reason": "GPT-2 vs MGP-STR are unrelated refactors." + "reason": "GPT2 and MGP-STR are unrelated models and fixes." }, { "left": "pull_request:44098", "right": "pull_request:44101", "accept": false, - "reason": "ViLT and Flaubert are different model families." + "reason": "ViLT and Flaubert/XLM are different model families with different changes." }, { "left": "pull_request:44059", "right": "pull_request:44722", "accept": false, - "reason": "GPT-2 and GPT-J are different code paths; same theme only." + "reason": "GPT2 and GPT-J/CodeGen refactors are separate model-specific changes." }, { "left": "pull_request:44017", "right": "pull_request:44161", "accept": false, - "reason": "SegFormer vs LongT5 are unrelated model changes." + "reason": "Segformer and LongT5 are unrelated code paths." }, { - "left": "pull_request:44017", - "right": "pull_request:44073", + "left": "pull_request:44073", + "right": "pull_request:44101", "accept": false, - "reason": "SegFormer vs VisualBert are different model-specific refactors." + "reason": "VisualBert and Flaubert/XLM are different model implementations." }, { - "left": "pull_request:44017", - "right": "pull_request:44722", + "left": "pull_request:44056", + "right": "pull_request:44101", "accept": false, - "reason": "SegFormer and GPT-J do not share the same concrete change." + "reason": "MPNet and Flaubert/XLM are unrelated fixes." }, { - "left": "pull_request:43997", - "right": "pull_request:44073", + "left": "pull_request:44059", + "right": "pull_request:44071", "accept": false, - "reason": "RegNet vs VisualBert are unrelated model implementations." + "reason": "GPT2 and MPT touch different model-specific output handling." }, { - "left": "pull_request:44056", - "right": "pull_request:44101", + "left": "pull_request:44018", + "right": "pull_request:44059", "accept": false, - "reason": "MPNet vs Flaubert are unrelated model-specific refactors." + "reason": "GPT-Neo and GPT2 are separate refactors, not the same bug/change." }, { - "left": "pull_request:44056", + "left": "pull_request:44059", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT2 and GPT-J/CodeGen are different concrete implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44017", + "accept": false, + "reason": "RegNet and Segformer are different model families with separate output-tracing changes." + }, + { + "left": "pull_request:44101", "right": "pull_request:44161", "accept": false, - "reason": "MPNet vs LongT5 are separate model-specific changes." + "reason": "Flaubert/XLM and LongT5 are unrelated model code paths." }, { "left": "pull_request:43997", "right": "pull_request:44056", "accept": false, - "reason": "RegNet and MPNet are different model families." + "reason": "RegNet and MPNet are different concrete changes." }, { "left": "pull_request:44071", "right": "pull_request:44076", "accept": false, - "reason": "MPT and ImageGPT are unrelated model changes." + "reason": "MPT and ImageGPT are different model-specific refactors." }, { "left": "pull_request:44074", "right": "pull_request:44101", "accept": false, - "reason": "TextNet vs Flaubert are different model implementations." + "reason": "TextNet and Flaubert/XLM are unrelated implementations." }, { "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet and LongT5 are separate model fixes, not one mergeable PR." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet and GPT-Neo do not share the same concrete code path." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet and LongT5 are unrelated model families." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet and LongT5 are different model implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44161", + "accept": false, + "reason": "GPT-Neo and LongT5 are unrelated refactors." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBert and MPT are different model code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-Neo and SpeechT5 are separate model-specific changes." + }, + { + "left": "pull_request:44010", "right": "pull_request:44073", "accept": false, - "reason": "MPNet and VisualBert are unrelated model-specific refactors." + "reason": "SqueezeBert and VisualBert are unrelated concrete fixes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44074", + "accept": false, + "reason": "RegNet and TextNet are separate output-tracing changes." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44018", + "accept": false, + "reason": "SqueezeBert and GPT-Neo are different code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44129", + "accept": false, + "reason": "RegNet and SpeechT5 are unrelated model refactors." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44129", + "accept": false, + "reason": "MPT and SpeechT5 are different concrete fixes." }, { "left": "pull_request:43996", "right": "pull_request:44161", "accept": false, - "reason": "FNet/CVT vs LongT5 are unrelated model families." + "reason": "FNet/CVT and LongT5 are unrelated model implementations." }, { "left": "pull_request:43996", "right": "pull_request:44017", "accept": false, - "reason": "FNet/CVT vs SegFormer are different model implementations." + "reason": "FNet/CVT and Segformer are only similar at the refactor pattern level." }, { "left": "pull_request:44010", "right": "pull_request:44044", "accept": false, - "reason": "SqueezeBert and DeBERTa are unrelated changes." + "reason": "SqueezeBert and DeBERTa are different model code paths." }, { "left": "pull_request:44044", "right": "pull_request:44074", "accept": false, - "reason": "DeBERTa vs TextNet are different model-specific output changes." + "reason": "DeBERTa and TextNet are unrelated concrete changes." }, { - "left": "pull_request:44024", - "right": "pull_request:44076", - "accept": false, - "reason": "FocalNet vs ImageGPT are unrelated models; same standardized-output pattern is too broad." + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen output-tracing refactor on the same code path; these look like duplicate iterations of one change." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both are GPT-J output-tracing refactors and appear mergeable as one PR." }, { "left": "pull_request:44085", "right": "pull_request:44129", "accept": false, - "reason": "GPT-J vs SpeechT5 are different concrete code paths." + "reason": "GPT-J and SpeechT5 are unrelated model-specific changes." }, { - "left": "pull_request:44044", + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "FNet/CVT and ResNet are different model families." + }, + { + "left": "pull_request:43996", "right": "pull_request:44129", "accept": false, - "reason": "DeBERTa and SpeechT5 are unrelated." + "reason": "FNet/CVT and SpeechT5 do not share the same concrete fix." }, { "left": "pull_request:44044", "right": "pull_request:44154", "accept": false, - "reason": "DeBERTa vs ViLT are separate model changes." + "reason": "DeBERTa and VITS are unrelated model implementations." + }, + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "FocalNet and ImageGPT are separate model-specific output-tracing changes, despite the high similarity." } ] }, "evaluator_result": { "accept": false, - "feedback": "Reject: the cluster summary is mostly conservative, but two soft-edge acceptances overstate the evidence. In particular, 44066\u219444085 and 44018\u219444068 are treated as true duplicates / same concrete refactors, while the packet only supports broad same-model similarity and, for 44066\u219444085, explicitly lists the pair as non-deterministic. That is too strong for this review standard. The rest of the reasoning is broadly grounded, but these acceptances are not conservative enough." + "feedback": "The representative PR choice is mostly grounded, but the summary is too strong. The packet includes other mergeable/duplicate-looking pairs besides GPT-J/CodeGen, notably GPT-Neo (44018/44068) and also a high-similarity FocalNet/ImageGPT pair (44024/44076) in the soft-pairs list. Saying \u2018only the GPT-J/CodeGen family overlaps enough to treat as duplicates\u2019 overstates the evidence. Keep the cluster description more conservative and acknowledge that multiple model families may have duplicate refactor iterations, even if GPT-J/CodeGen is the clearest representative." }, "evaluator_used": true, "retried": true, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -26216,14 +26455,14 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "870236ba72b7387db711dfc03cd048ffb9c2d39b3596c7fb8009c3835dfc3dd7", + "prepared_review_unit_hash": "6a836cc9de5c027c2ef39ddac7d01e9cc7cf3c1559fe6f953f4fd34235b14c55", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 77, - "serialized_chars": 84502, - "estimated_input_tokens": 21126, - "estimated_eval_tokens": 42508 + "serialized_chars": 84512, + "estimated_input_tokens": 21128, + "estimated_eval_tokens": 42512 }, "budget": { "node_count": 6, @@ -26238,42 +26477,42 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are all model-specific refactors to standardized output capture/tracing, but they touch different architectures and code paths, so they are not duplicates of one another.", - "confidence": 0.93, + "summary": "These PRs all apply the same broad output-tracing refactor pattern, but to different model implementations (RegNet, SqueezeBert, MPNet, VisualBert, TextNet, SpeechT5). They are not duplicates of one another because each changes a distinct code path and model-specific forward logic.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No single PR is a true duplicate anchor for the set; 44129 is the strongest representative because it has an explicit issue target and a concrete, model-specific output-tracing refactor.", + "canonical_pr_reason": "44129 is the strongest representative because it has the clearest concrete scope, an explicit issue link, and a focused SpeechT5-specific output-tracing refactor.", "best_issue_reason": null, - "best_pr_reason": "44129 is the best representative PR: it targets a specific issue, changes a single model implementation, and shows a substantive output-tracing cleanup rather than just a title-level similarity.", + "best_pr_reason": "44129 is the best standalone PR in this cluster due to the explicit tracking issue and the most self-contained, concrete implementation change.", "soft_edge_verdicts": [ { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "Same refactor theme, but VisualBert and TextNet are different models with different forward paths; not the same concrete change." + "reason": "Both are output-tracing refactors, but they target different models and different files/forward paths (VisualBert vs TextNet); not the same underlying bug/change." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "Both are output-tracing migrations, but MPNet and VisualBert have distinct implementations and no shared code-path bug." + "reason": "Same refactor theme, but MPNet and VisualBert have separate model-specific tracing logic and cannot be treated as one duplicate PR." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "Different model families and different model files; this is parallel refactoring, not one mergeable fix." + "reason": "These touch different model implementations (MPNet vs TextNet) with distinct output-capture wiring; too broad to merge as duplicates." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are unrelated code paths; same high-level decorator migration is not enough to treat them as duplicates." + "reason": "RegNet and SqueezeBert are unrelated model code paths; similar standardized-output cleanup is not enough to \u0441\u0447\u0438\u0442\u0430\u0442\u044c them the same change." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "Both modernize output handling, but SqueezeBert and SpeechT5 fix different model-specific implementations and could not plausibly be one PR." + "reason": "Both are framework refactors, but SqueezeBert and SpeechT5 modify different model-specific forward behavior and output contracts, so they are not duplicates." } ] }, @@ -26352,268 +26591,268 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "e73142a3e2ca188db96f5f72a4c2d7e2cca36b8af82ec275f54438f9ea7e3a17", + "prepared_review_unit_hash": "1bcdff8489a1f957bc8733121222bb65d016815898cf6668afd896be1305900c", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 39, - "serialized_chars": 39790, - "estimated_input_tokens": 9948, - "estimated_eval_tokens": 20152 + "serialized_chars": 39788, + "estimated_input_tokens": 9947, + "estimated_eval_tokens": 20150 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 39, - "serialized_chars": 39790, - "estimated_input_tokens": 9948, - "estimated_eval_tokens": 20152 + "serialized_chars": 39788, + "estimated_input_tokens": 9947, + "estimated_eval_tokens": 20150 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are all model-specific output-tracing refactors, not duplicate fixes. They share a broad implementation theme, but each PR targets different model code paths and should be kept separate.", - "confidence": 0.94, + "summary": "These are related model-level refactors around output tracing / can_return_tuple, but they target different architectures and forward paths. They are similar in style, not duplicates of the same fix or change.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "If a representative PR is needed, 44003 is the broadest of the set because it spans two related model implementations and adds shared output-capture plumbing; however, it is not a duplicate of the others.", + "canonical_pr_reason": "44025 is a good representative PR: it cleanly applies the shared output-tracing refactor to two closely related Depth Anything model files without mixing in an unrelated subsystem.", "best_issue_reason": null, - "best_pr_reason": "44003 is the strongest representative of the cluster because it has the widest model coverage and the clearest core refactor, but the set still consists of separate PRs rather than duplicates.", + "best_pr_reason": "44025 is the strongest overall representative of the cluster because it is a focused, model-specific implementation of the common refactor pattern and touches multiple related files.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Different models and code paths; same output-tracing pattern only." + "reason": "Same broad output-tracing theme, but timm_backbone and upernet are different model code paths and the changes are not mergeable into one PR." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Different model families; no shared concrete bug or change." + "reason": "Different models (timm_backbone vs vision_text_dual_encoder); similar decorator refactor, not the same underlying change." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Separate model-specific refactors, not one mergeable fix." + "reason": "Different architectures and forward implementations; this is a model-specific refactor, not a duplicate bugfix." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "Both are tracing refactors, but they change different model implementations and underlying paths." + "reason": "Both touch output tracing, but they fix different model families and code paths, so they should stay separate." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Unrelated architectures; same refactor theme is too broad to duplicate." + "reason": "timm_backbone and rwkv are unrelated implementations; shared wording does not make them duplicates." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "Different models; only the tracing helper usage overlaps." + "reason": "MobileNetV1 and UnivNet are unrelated models; same refactor pattern, different underlying code paths." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Distinct model code paths with similar output-tracing cleanup." + "reason": "These are separate model refactors, not one concrete bug or shared implementation change." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "Different model families and files; not the same underlying fix." + "reason": "Different model families and files; no shared concrete fix beyond the generic tracing refactor style." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "Same high-level refactor, but separate encoder-decoder model targets." + "reason": "Both are output-tracing refactors, but for different wrappers and model stacks, so not duplicates." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "Different model implementations; no duplicate code-path problem." + "reason": "MobileNetV1 vs speech_encoder_decoder is a different code path and not mergeable as one PR." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "Separate model-specific output-tracing refactors." + "reason": "vision_text_dual_encoder and UnivNet are unrelated model implementations; only the refactor motif is shared." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Different architectures and forward paths; not one fix." + "reason": "Different models and different forward signatures; not the same underlying change." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "Shared refactor style, but the affected models and logic are different." + "reason": "These touch unrelated model families, so they are not duplicates despite similar tracing plumbing." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Different model stacks; same abstraction pattern only." + "reason": "Different model stacks and code paths; the similarity is only the refactor pattern." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "These touch different models and do not address the same bug." + "reason": "UnivNet and UperNet are unrelated implementations; the changes are model-specific." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "Not the same code path; only the refactor mechanism matches." + "reason": "Different underlying models and forward behavior; not one concrete fix." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "Distinct model implementations; no plausible single PR merge." + "reason": "UnivNet and Depth Anything target different code paths, so they are not duplicates." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "Different model families; same output-tracing theme is insufficient." + "reason": "UperNet and RWKV are unrelated model families; same refactor theme, different change." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "Separate model-specific changes, not a duplicate fix." + "reason": "Different model code paths and different implementation details; not the same bug or change." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "Different models and forward implementations; not the same change." + "reason": "Falcon/Mamba and CodeGen are separate model implementations; these are not the same concrete fix." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "Model-specific refactors with no shared concrete bug." + "reason": "Different subsystems and model families; too broad to treat as a duplicate." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "Different code paths; similarity is only at the refactor pattern level." + "reason": "UnivNet vs CodeGen are unrelated code paths, so this is not a duplicate pair." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "Not the same underlying change; different model logic." + "reason": "UperNet and CodeGen differ in model architecture and implementation; only the refactor style overlaps." }, { "left": "pull_request:44000", "right": "pull_request:44004", "accept": false, - "reason": "Same broad subsystem, but distinct model-specific refactors." + "reason": "vision_text_dual_encoder and CodeGen are unrelated; no shared underlying bug." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "Different model families; same output-tracing modernization only." + "reason": "Depth Anything and VisionEncoderDecoder are different wrappers and code paths; not mergeable as one PR." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "Separate encoder-decoder model refactors, not one bug fix." + "reason": "Different model families and different forward plumbing; same refactor motif only." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "Different model and code path; no duplicate change." + "reason": "Depth Anything and SuperPoint are unrelated implementations; not the same change." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "Different architectures; too broad to be a duplicate." + "reason": "These are model-specific tracing refactors for different architectures, not duplicates." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "Distinct model targets and fixes." + "reason": "Depth Anything vs DPR target different code paths and should remain separate." }, { "left": "pull_request:44026", "right": "pull_request:44029", "accept": false, - "reason": "Different model code paths; only the refactor theme overlaps." + "reason": "VisionEncoderDecoder and RWKV are unrelated model stacks; only the generic output-tracing idea matches." }, { "left": "pull_request:44026", "right": "pull_request:44027", "accept": false, - "reason": "Separate model-specific changes, not a single mergeable PR." + "reason": "Different wrapper models and forward semantics; not a single concrete bugfix." }, { "left": "pull_request:44026", "right": "pull_request:44028", "accept": false, - "reason": "Different models and outputs; not the same underlying bug." + "reason": "VisionEncoderDecoder and SuperPoint are different model families, so this is not a duplicate." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "Different code paths with a shared output-tracing pattern." + "reason": "Different code paths and different model responsibilities; reject as duplicate." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "Distinct model implementations; similarity is too generic." + "reason": "SpeechEncoderDecoder and SuperPoint are unrelated implementations; not the same change." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "Different families and files; not duplicate changes." + "reason": "Different model families and different forward/output plumbing; only the naming pattern is shared." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "Same refactor motif, but unrelated model code paths." + "reason": "SpeechEncoderDecoder and DPR touch unrelated code paths, so they are not duplicates." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "Different models and logic; no shared concrete fix." + "reason": "SuperPoint and RWKV are unrelated subsystems; similar refactor pattern is not enough to merge them." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "Separate model-specific refactors, not one PR." + "reason": "Different models and different concrete changes; not the same underlying issue." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "Different architectures and forward paths; not duplicates." + "reason": "RWKV and DPR are distinct models with distinct forward behavior; reject as duplicate." } ] }, @@ -26643,12 +26882,12 @@ "soft_pairs": [ "pull_request:44662|pull_request:45401" ], - "prepared_review_unit_hash": "9ac8370b3f72014b9925d555cbe3bde2ad9e5729646ff4a6c8b2928bf44f4b42", + "prepared_review_unit_hash": "1c4c5d4e37e14cadf31b2d0d37deae55f15365bd20bf1b5a884194d7a856c03b", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6551, + "serialized_chars": 6552, "estimated_input_tokens": 1638, "estimated_eval_tokens": 3532 }, @@ -26656,7 +26895,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6551, + "serialized_chars": 6552, "estimated_input_tokens": 1638, "estimated_eval_tokens": 3532 }, @@ -26665,18 +26904,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated model-implementation PRs that happen to touch shared auto-registry and docs files; they are not the same underlying change.", + "summary": "Two open PRs that both add new model integrations and touch shared registry/docs files, but they implement different models (PenguinVL vs Voxtral TTS) and are not duplicates.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45401 is the more canonical representative because it has an explicit linked issue, a focused scope, and a model-specific implementation for Voxtral TTS.", + "canonical_pr_reason": "PR #45401 is the better anchor because it has an explicit issue target and a narrower, well-scoped feature addition.", "best_issue_reason": null, - "best_pr_reason": "PR #45401 is the better standalone PR to keep in a cluster view because it is narrowly scoped and tied to a specific tracking issue, whereas PR #44662 is a separate PenguinVL implementation.", + "best_pr_reason": "PR #45401 is the best representative PR in this cluster since it is explicitly tied to issue 45027 and is clearly scoped to a single model integration.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Different model additions with different code paths, filenames, and goals (PenguinVL vs Voxtral TTS); shared auto/doc registry edits are not enough to treat them as the same change." + "reason": "Reject: these are different model additions for different architectures and use cases. The overlap is limited to shared infra/docs registry files, which is expected for separate integrations and not evidence of the same underlying change." } ] }, @@ -26706,12 +26945,12 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "5cef09eaf93cfb83956df7a7d0d498c81614fe51fd597ae3a4975de0f0550499", + "prepared_review_unit_hash": "f04a33748200abc4bd2cdf300828886d84c2543801a97d91889e74f10f70b27a", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4407, + "serialized_chars": 4408, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -26719,7 +26958,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4407, + "serialized_chars": 4408, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -26728,18 +26967,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs concern fusion infrastructure in Transformers, but they target different layers: PR #44979 introduces a general Module Fusion API and tests, while PR #45363 implements a specific n-to-1 kernel fusion path via `KernelConfig` plus integration changes. Related theme, not the same underlying change.", - "confidence": 0.86, + "summary": "These two PRs are both about module/model fusion, but they target different abstractions: #44979 introduces a generic Module Fusion API, while #45363 wires a specific n-to-1 kernel fusion path through KernelConfig and related integration points. They are related in theme, but not the same underlying change.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #44979 is the broader foundational API change and is the better cluster anchor for the general fusion concept.", + "canonical_pr_reason": "PR #45363 is the stronger canonical representative because it implements a concrete end-user feature with multiple integration touchpoints (KernelConfig, modeling utils, integrations), whereas #44979 is a lower-level API scaffold for module fusion.", "best_issue_reason": null, - "best_pr_reason": "PR #44979 best represents the cluster because it defines the reusable module-fusion abstraction rather than one concrete kernel-fusion application.", + "best_pr_reason": "PR #45363 is the best overall representative of the cluster because it is the more complete, product-facing fusion change and is easier to understand as the main feature request/implementation.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "They share the fusion theme, but #44979 adds a generic module-fusion API, whereas #45363 wires up a specific n-to-1 kernel-fusion implementation through `KernelConfig` and model loading. Different concrete code paths and not plausibly one merged PR." + "reason": "Do not merge: #44979 adds a general module-fusion API, while #45363 adds a specific kernel-based n-to-1 fusion integration. They overlap conceptually but do not fix the same code-path problem and would not plausibly be merged as one PR." } ] }, @@ -26769,7 +27008,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "c13cf43b3eed59e27175ade45b8a1591a88abf5db2cde09117109fed16ad1449", + "prepared_review_unit_hash": "f153199d27c5ea3405958823c2fe713abca03c6e8642c6d8c741cfd8f54e3c59", "component_budget": { "node_count": 2, "item_count": 2, @@ -26791,18 +27030,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests address the same AttributeError in `_patch_mistral_regex` by switching from `backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer`; PR 45317 is the more complete version because it also adds tests and clearer framing.", + "summary": "Both pull requests patch the same AttributeError in `_patch_mistral_regex` by switching from `tokenizer.backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer`; 45317 is the more complete version because it adds a test.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45317 is the strongest canonical candidate: it fixes the same code path as 45086, adds test coverage, and is more explicit about the `fix_mistral_regex=True` case.", + "canonical_pr_reason": "PR 45317 is the best canonical PR because it implements the same fix as 45086 and also includes test coverage, making it the more complete representative of the duplicate cluster.", "best_issue_reason": null, - "best_pr_reason": "PR 45317 is the best overall PR because it contains the same fix as 45086 plus regression tests, making it the more complete and merge-ready change.", + "best_pr_reason": "PR 45317 is the strongest overall representative: same code-path fix, same target issue, and additional tests to validate the behavior.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same underlying bug in `_patch_mistral_regex` on the same file and same line-level fix; the second PR is essentially the same patch with added tests, so they are duplicates rather than separate changes." + "reason": "They patch the same concrete bug in the same function with essentially the same code change, and 45317 is just a test-augmented version of 45086." } ] }, @@ -26832,7 +27071,7 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "966439515184f94a5283a7d6f37fbd8e7a5f2f1550bbbacf131fa407b1857aa4", + "prepared_review_unit_hash": "b888d9a8541c96c0d9379f897fd846948c089355392f6313c4e5de59669c4499", "component_budget": { "node_count": 2, "item_count": 2, @@ -26854,18 +27093,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs work on NemotronH model support, but they target different changes: #45115 is a narrower refactor to inherit GraniteMoeHybrid-style internals and update conversion mappings, while #45569 is a broader split into separate NemotronH Dense/Sparse model families plus docs and auto-mapping updates. They overlap in shared core files, but not the same concrete fix/change.", - "confidence": 0.87, + "summary": "Two NemotronH pull requests, but they target different scopes: one is a structural refactor/conversion-mapping update, the other is a broader model split into NemotronHDense/NemotronHSparse plus docs and auto-mapping changes. They are related, but not the same change set.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45569 is the better cluster representative because it is broader, more complete, and more user-facing: it introduces the dense/sparse model split, updates docs and auto mappings, and appears to subsume the architectural direction of NemotronH support.", + "canonical_pr_reason": "PR 45569 is the more complete and representative NemotronH change: it introduces the dense/sparse model split, updates auto-mapping/docs, and includes the surrounding model/config wiring.", "best_issue_reason": null, - "best_pr_reason": "PR #45569 is the strongest standalone candidate since it covers the larger end-to-end NemotronH rework; #45115 is narrower and draft-only, focused mainly on inheritance/conversion plumbing.", + "best_pr_reason": "PR 45569 is the best overall representative because it covers the actual product-level architecture change, whereas 45115 is a narrower supporting refactor around inheritance/conversion mapping.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "Related NemotronH work, but not the same underlying change. #45115 is a refactor/conversion-mapping PR; #45569 adds separate NemotronH Dense/Sparse models, docs, and auto-mapping updates. Shared files alone are not enough to treat them as duplicates." + "reason": "Related NemotronH work, but not the same concrete bug/change: 45115 is a focused refactor/conversion mapping update, while 45569 implements the broader dense/sparse model split and documentation/registry changes." } ] }, @@ -26895,12 +27134,12 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "b980b2a2789630312891dee629839c19f0f121b265ba038553ea3aeff229f7d4", + "prepared_review_unit_hash": "2e2acfa94e1b2b215d88176f9fd13b898fa05ee6170c714a4c52ef2fd5a6c9ec", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5514, + "serialized_chars": 5513, "estimated_input_tokens": 1379, "estimated_eval_tokens": 3014 }, @@ -26908,7 +27147,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5514, + "serialized_chars": 5513, "estimated_input_tokens": 1379, "estimated_eval_tokens": 3014 }, @@ -26917,18 +27156,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both items are typing-focused pull requests, but they address different scopes: one is a broad repository-wide type-checking pass, the other is a narrower set of typing protocol/annotation fixes in core utilities. They are related, but not the same underlying change set, so I would not deduplicate them.", - "confidence": 0.82, + "summary": "These PRs are both typing-related, but they address different scopes: one is a broad type-checking sweep across many `src/transformers/*.py` files, while the other adds/adjusts typing protocols and helpers around `_typing.py`, `modeling_utils`, and PEFT-related integration points. They look related, but not like the same underlying change.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45425 is the better canonical PR for this cluster because it is the more concrete, code-path-specific typing change set in core modules (`modeling_utils`, `_typing.py`, `peft.py`, flash-attention utilities) and has substantial review activity. PR 45415 is a much broader sweep across many unrelated files plus type-check config.", + "canonical_pr_reason": "45415 is the broader umbrella typing sweep across many modules; 45425 is a narrower typing-infrastructure PR focused on protocol/type-alias support and specific integration points.", "best_issue_reason": null, - "best_pr_reason": "PR 45425 is the strongest representative: it introduces specific typing protocols/aliases and targeted fixes that can be reasoned about as one change. PR 45415 is too broad and looks like a separate large-scale typing cleanup rather than the same patch.", + "best_pr_reason": "45415 is the best representative for the cluster because it is the wider, more central type-checking pass; 45425 is more specialized and should not be merged as a duplicate of it.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Both are typing-related, but 45415 is a wide repo-wide type-checking cleanup while 45425 adds targeted protocols and annotations in core modules; they are not the same concrete fix and would not plausibly be merged as one PR." + "reason": "Reject: both are typing-related, but 45415 is a broad type-checking cleanup while 45425 adds specific protocol/alias support for a narrower set of modules. They do not appear to fix the same concrete code-path problem." } ] }, @@ -26958,12 +27197,12 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "df6630ff440056c3dd319a8ea7fe10b121f51d54c528c9b18a99588829d0791f", + "prepared_review_unit_hash": "77d30393532ad9963472fc56c7d4490c67c46b419677375977e290cc7c10d237", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4508, + "serialized_chars": 4507, "estimated_input_tokens": 1127, "estimated_eval_tokens": 2510 }, @@ -26971,7 +27210,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4508, + "serialized_chars": 4507, "estimated_input_tokens": 1127, "estimated_eval_tokens": 2510 }, @@ -26980,18 +27219,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are both EP-related PRs, but they fix different underlying bugs: one is about preserving distributed_config/has_ep during loading, the other about expert tensors being overwritten during FSDP2 post-shard handling. Not duplicates.", - "confidence": 0.94, + "summary": "These are both expert-parallelism-related PRs, but they fix different concrete failures: one is about EP + DeepSpeed ZeRO-3 loading via accelerate launch, the other about EP + FSDP2 expert tensors being overwritten by rank-0 broadcast. They are related in theme, not duplicates.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR for duplication purposes; if one must anchor the cluster, 45662 is the more concrete bug fix because it targets a specific overwrite path in model loading, while 45548 addresses a separate distributed_config serialization/loading issue.", + "canonical_pr_reason": "If one PR must represent the cluster, 45662 is the stronger umbrella fix because it spans multiple EP runtime/loading paths and addresses a more specific concrete overwrite bug; 45548 is a narrower serialization/loading workaround.", "best_issue_reason": null, - "best_pr_reason": "45662 is the stronger standalone PR: it identifies a precise failure mode (experts overwritten by rank-0 broadcast) and changes the relevant loading path directly. 45548 is also valid, but it addresses a different code path and bug.", + "best_pr_reason": "45662 is the best PR candidate overall: it targets a clearer, more severe runtime correctness issue with explicit code-path fixes across loading and MoE integration, whereas 45548 is narrower and more load-environment-specific.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Shared EP terminology and one common file are not enough: 45548 fixes distributed_config serialization/has_ep for ZeRO-3 loading, while 45662 fixes expert parameters being overwritten in FSDP2 post-shard handling. Different bug mechanisms and merge scopes." + "reason": "They share the EP subsystem, but the bugs differ: 45548 fixes distributed_config serialization and EP+ZeRO-3 loading, while 45662 fixes expert tensors being overwritten during FSDP2/rank-0 broadcast. Different failure modes and code paths, so not a duplicate pair." } ] }, @@ -27021,40 +27260,40 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "04c9477aa31673a6543d9a2bf0ec375bff4eba4f0bd1886604a3d222a32f7b30", + "prepared_review_unit_hash": "2d5108c485c03dc222eac6d6e845f0800542829864a8b496afbde74e8bec5fd1", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4672, - "estimated_input_tokens": 1168, - "estimated_eval_tokens": 2592 + "serialized_chars": 4673, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4672, - "estimated_input_tokens": 1168, - "estimated_eval_tokens": 2592 + "serialized_chars": 4673, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs target the same xdist-related captured_info logging problem and share the same core testing_utils change; PR 45645 is the broader, more complete variant because it also updates CI log collection to handle multiple per-worker files.", - "confidence": 0.95, + "summary": "Both PRs address the same xdist-related captured_info collision bug around patched testing debug logs; PR 45645 is the broader, more complete variant because it also updates CI log collection for the new per-worker files.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45645 is the better canonical PR because it contains the same core xdist-safe output-file fix as 45639 and also updates the workflow that consumes those logs, making it the more complete end-to-end change.", + "canonical_pr_reason": "PR 45645 is the better canonical PR because it fixes the xdist-safe logging behavior and also updates the workflow that consumes those logs, making it the more complete end-to-end change.", "best_issue_reason": null, - "best_pr_reason": "PR 45645 is the best representative of the cluster: it addresses the same concrete captured_info collision bug and includes the downstream CI handling needed to preserve debug logs.", + "best_pr_reason": "PR 45645 is the best overall PR choice because it covers the same underlying bug as 45639 plus the necessary CI/reporting adjustments, so it is the more comprehensive and representative fix.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Accept: both PRs fix the same underlying captured_info xdist collision issue in testing_utils; 45645 is a superset that adds workflow support for multiple output files." + "reason": "Same explicit issue target and same concrete xdist collision in captured_info handling; 45645 is a superset of the same fix and could plausibly be merged as one PR." } ] }, @@ -27150,12 +27389,12 @@ "soft_pairs": [ "pull_request:46126|pull_request:46269" ], - "prepared_review_unit_hash": "77f41d8c43112bb0d3bf62b680beaa88cec91aa146b7c552834bab7174de8b0b", + "prepared_review_unit_hash": "eb7cddc37af81e427273fb7043328dafd9975ccab205b7995b325b4f7d4b8230", "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 }, @@ -27163,7 +27402,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5525, + "serialized_chars": 5526, "estimated_input_tokens": 1382, "estimated_eval_tokens": 3020 }, @@ -27172,18 +27411,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two PRs overlap in distributed code, but they are not the same change: one is a focused EP/trainer integration, the other is a broad distributed branch base with many unrelated updates.", - "confidence": 0.88, + "summary": "These PRs share distributed/MoE-related files, but they are not the same change: #46126 is a focused EP + Trainer integration, while #46269 is a much broader distributed branch base touching FSDP, tensor parallel, integrations, and multiple core paths.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46126 is the more focused, concrete change set centered on EP + Trainer integration; PR 46269 is a much broader branch-base PR with many additional distributed and CI modifications, so it is not the best canonical representative of this cluster.", + "canonical_pr_reason": "#46269 is the broader umbrella change and the better representative artifact for this cluster; it spans the larger distributed infrastructure base rather than one feature slice.", "best_issue_reason": null, - "best_pr_reason": "PR 46126 is the best standalone PR here because it has a clear, specific purpose and a tighter code-path scope. PR 46269 is too broad and mixed-purpose to serve as the best representative of the underlying change.", + "best_pr_reason": "#46269 best captures the cluster\u2019s overall distributed-branch work and is more representative than the narrower EP/Trainer integration PR.", "soft_edge_verdicts": [ { "left": "pull_request:46126", "right": "pull_request:46269", "accept": false, - "reason": "Reject: the shared distributed filenames do not indicate the same underlying fix. 46126 is a targeted EP/trainer integration PR, while 46269 is a broad distributed branch-base PR spanning many unrelated areas, so they would not plausibly be merged as one PR." + "reason": "Reject: they overlap in distributed filenames, but the concrete changes and intent differ substantially; they do not appear to fix the same code-path problem and would not plausibly be merged into one PR." } ] }, @@ -27251,232 +27490,220 @@ "pull_request:46504|pull_request:46716", "pull_request:46432|pull_request:46716" ], - "prepared_review_unit_hash": "d64e746b79370ae12a1d5ab8408da4a6734246e60d004982b8c1e2614acced21", + "prepared_review_unit_hash": "30d020df8eb30958c59a6d3a604e8c9a60d1d3cbe41497c7edb626fc5a9cb426", "component_budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 31, - "serialized_chars": 26678, - "estimated_input_tokens": 6670, - "estimated_eval_tokens": 13596 + "serialized_chars": 26661, + "estimated_input_tokens": 6666, + "estimated_eval_tokens": 13588 }, "budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 31, - "serialized_chars": 26678, - "estimated_input_tokens": 6670, - "estimated_eval_tokens": 13596 + "serialized_chars": 26661, + "estimated_input_tokens": 6666, + "estimated_eval_tokens": 13588 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is a loose mix of unrelated workflow-maintenance PRs. The only near-cluster is the set of pr-ci-security-gate.yml edits, but they address different security-hardening steps rather than the same concrete change, so there are no true duplicates here.", - "confidence": 0.94, + "summary": "These are mostly small, unrelated workflow PRs. Several touch the same workflow file or use similar shell-safe quoting, but they change different behavior and would not be merged as duplicates. No soft-edge pair looks like the same underlying change.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46554 is the most representative PR in the only semi-cohesive subcluster: it has the broadest and most substantive security-gate workflow change and the strongest overlap with the other pr-ci-security-gate variants.", + "canonical_pr_reason": "No single canonical PR for the whole set. If one must be named, 46554 is the best representative of the pr-ci-security-gate variants because it contains the substantive security-check logic change; the others are separate follow-up tweaks or unrelated workflow edits.", "best_issue_reason": null, - "best_pr_reason": "PR 46554 is the best single representative for this mixed cluster because it is the most central member of the security-gate subcluster and the clearest example of a concrete workflow hardening change.", + "best_pr_reason": "46554 is the strongest standalone PR in the group: it makes an actual security-gate behavior change rather than a cosmetic or orthogonal workflow tweak. It is not, however, a duplicate umbrella for the other PRs.", "soft_edge_verdicts": [ { "left": "pull_request:46138", "right": "pull_request:46554", "accept": false, - "reason": "Different workflow fixes: self-comment stdin handling vs PR CI security-gate logic." + "reason": "Different workflows and different fixes: stdin-safe comment handling vs PR CI security-gate logic." }, { "left": "pull_request:46138", "right": "pull_request:46558", "accept": false, - "reason": "Different workflow fixes: self-comment stdin handling vs PR CI security-gate permissions/approval behavior." + "reason": "Same broad workflow-maintenance style, but unrelated code paths and behaviors." }, { "left": "pull_request:46138", "right": "pull_request:46563", "accept": false, - "reason": "Different workflow fixes: self-comment stdin handling vs reusable-workflow safety note." + "reason": "Self-comment CI quoting change is unrelated to swapping in a reusable security-gate workflow." }, { "left": "pull_request:46138", "right": "pull_request:46716", "accept": false, - "reason": "Different workflow fixes: self-comment stdin handling vs secret-scoping change in security gate." + "reason": "Different workflow and different security concern; not the same underlying change." }, { "left": "pull_request:46138", "right": "pull_request:46504", "accept": false, - "reason": "Different workflow fixes: self-comment stdin handling vs build-ci-docker-images command quoting." + "reason": "Both improve shell handling, but they target different workflows and bugs." }, { "left": "pull_request:46432", "right": "pull_request:46503", "accept": false, - "reason": "Unrelated workflow changes: SSH runner hardening vs benchmark dispatch trigger update." + "reason": "SSH runner hardening is unrelated to benchmark dispatch support." }, { "left": "pull_request:46432", "right": "pull_request:46501", "accept": false, - "reason": "Unrelated workflow changes: SSH runner hardening vs anti-slop permissions cleanup." + "reason": "Same repo area, but one is SSH-runner hygiene and the other is anti-slop permissions scoping." }, { "left": "pull_request:46432", "right": "pull_request:46502", "accept": false, - "reason": "Unrelated workflow changes: SSH runner hardening vs assign-reviewers checkout ref change." + "reason": "Different workflows and different change intent; not one concrete bug." }, { "left": "pull_request:46432", "right": "pull_request:46554", "accept": false, - "reason": "Different workflow/file and different behavior: SSH runner hardening vs PR CI security-gate checks." + "reason": "Security hardening in SSH-runner vs security-gate logic in a different workflow are separate changes." }, { "left": "pull_request:46432", "right": "pull_request:46558", "accept": false, - "reason": "Different workflow/file and different behavior: SSH runner hardening vs PR CI security-gate permissions/approval logic." - }, - { - "left": "pull_request:46432", - "right": "pull_request:46563", - "accept": false, - "reason": "Different workflow/file and different behavior: SSH runner hardening vs security-gate documentation/comment update." - }, - { - "left": "pull_request:46432", - "right": "pull_request:46716", - "accept": false, - "reason": "Different workflow/file and different behavior: SSH runner hardening vs secret-scoping change in security gate." + "reason": "Unrelated workflow edits; same filename pattern is not enough for duplication." }, { "left": "pull_request:46501", "right": "pull_request:46503", "accept": false, - "reason": "Same broad workflows area, but different concrete changes: anti-slop permissions vs benchmark dispatch trigger." + "reason": "Both touch workflow YAML, but they address unrelated CI behavior." }, { "left": "pull_request:46501", "right": "pull_request:46502", "accept": false, - "reason": "Different workflow behavior: anti-slop permissions cleanup vs reviewer-assignment checkout ref." + "reason": "Different workflow files and different fixes." }, { "left": "pull_request:46501", "right": "pull_request:46504", "accept": false, - "reason": "Different workflow behavior: anti-slop permissions cleanup vs build-ci-docker-images command quoting." + "reason": "No shared underlying bug; one is anti-slop permissions, the other is shell-safe commit message parsing." }, { "left": "pull_request:46501", "right": "pull_request:46554", "accept": false, - "reason": "Different concrete change: anti-slop permissions cleanup vs PR CI security-gate hardening." + "reason": "Different workflow targets and different concrete changes." }, { "left": "pull_request:46502", "right": "pull_request:46503", "accept": false, - "reason": "Different workflow behavior: reviewer checkout ref vs benchmark dispatch trigger." + "reason": "Assign-reviewers base-ref checkout vs benchmark workflow_dispatch support are unrelated." }, { "left": "pull_request:46502", "right": "pull_request:46504", "accept": false, - "reason": "Different workflow behavior: reviewer checkout ref vs build-ci-docker-images command quoting." + "reason": "Distinct workflows with different operational fixes." }, { "left": "pull_request:46502", "right": "pull_request:46554", "accept": false, - "reason": "Different concrete change: reviewer checkout ref vs PR CI security-gate hardening." + "reason": "No common code-path problem; these are different workflow updates." }, { "left": "pull_request:46503", "right": "pull_request:46504", "accept": false, - "reason": "Different workflow behavior: benchmark dispatch trigger vs build-ci-docker-images command quoting." + "reason": "Benchmark dispatch support and commit-message quoting are separate issues." }, { "left": "pull_request:46503", "right": "pull_request:46554", "accept": false, - "reason": "Different concrete change: benchmark dispatch trigger vs PR CI security-gate hardening." + "reason": "Different workflow logic and different purpose." }, { "left": "pull_request:46504", "right": "pull_request:46554", "accept": false, - "reason": "Different workflow behavior: build-ci-docker-images command quoting vs PR CI security-gate checks." + "reason": "Both are workflow hardening, but they fix different code paths and are not mergeable as one PR." }, { "left": "pull_request:46504", "right": "pull_request:46558", "accept": false, - "reason": "Different workflow behavior: build-ci-docker-images command quoting vs PR CI security-gate permissions/approval logic." + "reason": "Shell-safe grep on commit message vs permissions/approval gating are unrelated." }, { "left": "pull_request:46554", "right": "pull_request:46558", "accept": false, - "reason": "Same file, but different concrete hardening steps: checkout-and-diff checks vs permissions/approval gating." + "reason": "Same file, but different behaviors: added security scan logic vs permissions/approval conditions." }, { "left": "pull_request:46554", "right": "pull_request:46563", "accept": false, - "reason": "Same file, but different concrete changes: workflow checks vs reusable-workflow safety commentary." + "reason": "Inline security checks vs switching to a reusable workflow are different changes, not duplicates." }, { "left": "pull_request:46554", "right": "pull_request:46716", "accept": false, - "reason": "Same file, but different concrete changes: workflow checks vs secrets scoping in the reusable workflow call." + "reason": "Different security-gate modifications: one changes gating logic, the other only changes secret inheritance." }, { "left": "pull_request:46558", "right": "pull_request:46563", "accept": false, - "reason": "Same workflow family, but different fixes: approval gating vs safety-note documentation." + "reason": "Both touch the same workflow file, but they alter different mechanisms and cannot be treated as one bug fix." }, { "left": "pull_request:46558", "right": "pull_request:46716", "accept": false, - "reason": "Same workflow family, but different fixes: approval gating vs secret-scoping change." + "reason": "Permissions scoping and secret passing are separate concerns." }, { "left": "pull_request:46563", "right": "pull_request:46716", "accept": false, - "reason": "Same file, but different changes: documentation note vs secrets inheritance removal." + "reason": "Reusable-workflow switch vs secrets:{} is not the same underlying change." }, { "left": "pull_request:46504", "right": "pull_request:46563", "accept": false, - "reason": "Different workflow behavior: build-ci-docker-images command quoting vs security-gate documentation note." + "reason": "Different workflows and different fixes; only superficial similarity in CI hardening." }, { "left": "pull_request:46432", "right": "pull_request:46563", "accept": false, - "reason": "Different workflow/file and different behavior: SSH runner hardening vs security-gate documentation note." + "reason": "SSH-runner hardening is unrelated to the security-gate workflow refactor." }, { "left": "pull_request:46504", "right": "pull_request:46716", "accept": false, - "reason": "Different workflow behavior: build-ci-docker-images command quoting vs secret-scoping change." + "reason": "Shell quoting in build-ci images is unrelated to security-gate secret handling." }, { "left": "pull_request:46432", "right": "pull_request:46716", "accept": false, - "reason": "Different workflow/file and different behavior: SSH runner hardening vs security-gate secret-scoping change." + "reason": "Different workflows and different security issues." } ] }, @@ -27569,12 +27796,12 @@ "soft_pairs": [ "pull_request:46310|pull_request:47162" ], - "prepared_review_unit_hash": "54fa991378c2d1f6bcbcec5c227c7ee260121072e6fe6ac17b5f03d794b291a0", + "prepared_review_unit_hash": "fd1169150936f4e21cd44bc6b8f1625c048881f74d742e0490c4f75b5611f578", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4883, + "serialized_chars": 4881, "estimated_input_tokens": 1221, "estimated_eval_tokens": 2698 }, @@ -27582,7 +27809,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4883, + "serialized_chars": 4881, "estimated_input_tokens": 1221, "estimated_eval_tokens": 2698 }, @@ -27591,18 +27818,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs fix the same MoonshineStreaming sliding-window right-bound off-by-one, changing `-dist < right_window_size` to `-dist <= right_window_size` in the same mask function. PR 47162 is broader because it also applies the same fix to Gemma4 and adds tests, but the shared MoonshineStreaming change is the same underlying bug.", - "confidence": 0.95, + "summary": "Both PRs fix the same off-by-one bug in the MoonshineStreaming sliding-window right mask; PR 47162 is the broader, more complete fix and likely supersedes the narrower earlier PR 46310.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46310 is the narrower, more direct fix for the MoonshineStreaming off-by-one bug and best represents the specific issue target shared by both PRs.", + "canonical_pr_reason": "PR 47162 is the better canonical PR because it applies the same right-window off-by-one fix to MoonshineStreaming and also covers the related Gemma4 implementation plus test coverage, making it the more complete change set.", "best_issue_reason": null, - "best_pr_reason": "PR 47162 is the strongest representative overall because it includes the same MoonshineStreaming fix plus the related Gemma4 variant and tests, making it the most complete candidate in the cluster.", + "best_pr_reason": "PR 47162 is the best representative of the underlying bug because it contains the same MoonshineStreaming fix as 46310 and extends it to the parallel Gemma4 code path, indicating the broader intended correction.", "soft_edge_verdicts": [ { "left": "pull_request:46310", "right": "pull_request:47162", "accept": true, - "reason": "Same concrete off-by-one in the same MoonshineStreaming mask function; 47162 also carries the same fix and is plausibly part of one combined change set." + "reason": "Same concrete bug: the right-side sliding_window_mask off-by-one (`<` to `<=`) in MoonshineStreaming. The later PR includes the same fix and expands it to a related implementation, so these are duplicate/superset changes." } ] }, @@ -27632,7 +27859,7 @@ "soft_pairs": [ "pull_request:46574|pull_request:46580" ], - "prepared_review_unit_hash": "f68334f27ac9be91fae0fba9162a991fb2db64a72271925caa9b5e6cf1272af8", + "prepared_review_unit_hash": "171e1fb31f439b13ae5d87ac71639a2b3ee0e1a497b6e36fe19b4af98f39384c", "component_budget": { "node_count": 2, "item_count": 2, @@ -27654,18 +27881,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two different pull requests touching different code paths: one fixes CodeLlama decode behavior by moving tokenizer decoder setup, while the other fixes AutoTokenizer class selection for specific DeepSeek checkpoints. They are not duplicates and should not be merged together.", - "confidence": 0.97, + "summary": "The two PRs fix different CodeLlama/DeepSeek tokenizer problems and are not duplicates: one changes decode behavior to preserve leading spaces, the other adjusts auto-tokenizer class selection for specific DeepSeek checkpoints.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR for duplication: the PRs address separate bugs in separate subsystems (CodeLlama tokenizer decode vs AutoTokenizer checkpoint routing).", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR #46574 is the cleaner representative of a single concrete bug fix, with a focused code change and an explicit issue target; PR #46580 is a different, unrelated compatibility fix.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:46574", "right": "pull_request:46580", "accept": false, - "reason": "Reject: they solve different problems on different paths. #46574 fixes CodeLlama decoder setup so real leading spaces are preserved on decode; #46580 changes AutoTokenizer checkpoint-prefix routing for DeepSeek models that load the wrong tokenizer class. They are not the same underlying change and would not be merged as one PR." + "reason": "Different underlying bugs and code paths: 46574 fixes CodeLlama decoder setup/space stripping on decode, while 46580 fixes AutoTokenizer checkpoint-to-class mapping for DeepSeek models. They are not plausibly mergeable into one PR." } ] }, @@ -27695,12 +27922,12 @@ "soft_pairs": [ "pull_request:46773|pull_request:47087" ], - "prepared_review_unit_hash": "f2a70d74e39fef43949049812bdd0b003a9eef8dbc11aabce1751176a13d9433", + "prepared_review_unit_hash": "c5de8aa822f82e32c00b6294b378a008b1825bb9e9dd85044c1a91ee25bbc274", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5821, + "serialized_chars": 5822, "estimated_input_tokens": 1456, "estimated_eval_tokens": 3168 }, @@ -27708,7 +27935,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5821, + "serialized_chars": 5822, "estimated_input_tokens": 1456, "estimated_eval_tokens": 3168 }, @@ -27717,18 +27944,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two pull requests address different masking bugs: one fixes padding masks being skipped for batch size 1 in linear-attention models, while the other fixes padding masks being skipped on continued forwards / chunked prefill / cache continuation. They share some masking code but are not the same underlying change.", - "confidence": 0.92, + "summary": "Two open PRs touch overlapping masking code, but they fix different masking-skips: one for batch-size-1 linear-attention paths, the other for continued forwards/chunked prefill/cache continuation in recurrent layers. They are related in subsystem, not the same change.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "47087 is the better canonical PR because it fixes the broader shared masking utility behavior, has an explicit issue target, and covers the recurrent continued-forward path across several model families. 46773 is narrower and focused on a batch-size-1 edge case in linear-attention models.", + "canonical_pr_reason": "PR 47087 is the better canonical representative because it has the clearer problem statement, explicit issue linkage, and broader central fix in masking_utils that propagates to multiple models and tests.", "best_issue_reason": null, - "best_pr_reason": "47087 is the strongest overall PR in the cluster: it addresses a concrete, cross-model masking bug in the shared utility layer and is clearly scoped around one code-path problem. 46773 is useful but more specialized and less representative of the cluster.", + "best_pr_reason": "PR 47087 is the strongest overall candidate: it targets the underlying masking utility, addresses a concrete continuation/cached-forward bug, and has the more complete cross-model implementation and test coverage.", "soft_edge_verdicts": [ { "left": "pull_request:46773", "right": "pull_request:47087", "accept": false, - "reason": "Different bugs and code paths: 46773 fixes batch-size-1 masking being skipped in linear-attention models, while 47087 fixes masking being skipped on continued forwards/chunked prefill/cache continuation. Shared masking code is not enough to treat them as duplicates." + "reason": "They share masking-related filenames, but the bugs differ: 46773 fixes padding mask application being skipped for batch size 1, while 47087 fixes mask skipping on continued forwards/chunked prefill/cache continuation. Not the same concrete code-path problem." } ] }, @@ -27760,7 +27987,7 @@ "pull_request:47074|pull_request:47076", "pull_request:47074|pull_request:47195" ], - "prepared_review_unit_hash": "024bbf134c22cbafc8901d61314a057784c87b7ae8c78621da1aeedb3453b378", + "prepared_review_unit_hash": "1bdc0ed51a61aedfc61c013e1098d9da36ffbf3d28951aa0877a119063d59d4e", "component_budget": { "node_count": 3, "item_count": 3, @@ -27782,24 +28009,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three unrelated pull requests in different code paths: multimodal pipeline key normalization, Gemma4 audio placeholder validation, and generation length-capping. The soft similarities are superficial, so none should be merged as duplicates.", - "confidence": 0.96, + "summary": "The three pull requests address different bugs in different subsystems, so there are no duplicate PR pairs here. The soft-similarity links are superficial only.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the PRs target different bugs in different subsystems and are not mergeable into one change.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "47074 is the clearest standalone bug fix with a minimal code change and tests, but it is not a duplicate of the other PRs.", + "best_pr_reason": "PR 47074 is the strongest standalone representative: it has the clearest user-facing fix, the broadest discussion/review activity, and is unrelated to the other two changes.", "soft_edge_verdicts": [ { "left": "pull_request:47074", "right": "pull_request:47076", "accept": false, - "reason": "Different bugs and code paths: AnyToAnyPipeline input key normalization vs Gemma4 processor placeholder validation." + "reason": "Different problems and code paths: AnyToAnyPipeline normalizes multimodal input keys, while Gemma4 validates audio/text placeholder batching. They would not be merged as one PR." }, { "left": "pull_request:47074", "right": "pull_request:47195", "accept": false, - "reason": "Different areas and fixes: multimodal pipeline input keys vs generation candidate length budgeting." + "reason": "Unrelated changes: one fixes multimodal pipeline input key mapping, the other adjusts generation candidate length capping. Same broad ML library, but not the same underlying bug." } ] }, @@ -27861,12 +28088,12 @@ "pull_request:47280|pull_request:47282", "pull_request:47310|pull_request:47380" ], - "prepared_review_unit_hash": "3c8f9e6663b4b5d7de0b33474a92cbd249c4c8a644e5b27e376601f3489162f2", + "prepared_review_unit_hash": "b89b3aadbbcdd5c88e15e9e398aa34f19b6466a71224916e5dce8a327c2d92b4", "component_budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 25, - "serialized_chars": 28950, + "serialized_chars": 28951, "estimated_input_tokens": 7238, "estimated_eval_tokens": 14732 }, @@ -27874,7 +28101,7 @@ "node_count": 10, "item_count": 10, "soft_pair_count": 25, - "serialized_chars": 28950, + "serialized_chars": 28951, "estimated_input_tokens": 7238, "estimated_eval_tokens": 14732 }, @@ -27883,108 +28110,108 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is heterogeneous and splits into separate duplicate groups rather than one shared fix. The clearest duplicates are the MiniMax-M3-VL load_error/offload-folder pair (47123, 47280) and the Mamba2 OOM pair (47282, 47380); the remaining PRs target different models or different failure modes.", - "confidence": 0.91, + "summary": "This cluster breaks into a few unrelated serge test-fix PRs. The only clear duplicate pairs are MiniMax-M3-VL load_error fixes (47123/47280) and Mamba2 OOM fixes (47282/47380); most other pairs are different models or broader rollups and should stay separate.", + "confidence": 0.84, "canonical_issue_reason": null, - "canonical_pr_reason": "The cluster is mixed, but 47380 is a strong representative of one real duplicate subgroup: it addresses the same Mamba2 OOM test issue as 47282 with a concrete memory-cleanup fix in the same test file.", + "canonical_pr_reason": "PR 47280 is the best representative of the clearest true duplicate pair: it contains the concrete MiniMax-M3-VL load_error workaround in the same test file and is the fuller, more polished version of the same fix as 47123.", "best_issue_reason": null, - "best_pr_reason": "47380 is the best single PR representative because it fixes a concrete, self-contained Mamba2 OOM path rather than just adjusting expectations, and it clearly matches 47282.", + "best_pr_reason": "PR 47280 is the strongest canonical PR candidate overall because it directly addresses a concrete test-load failure with a self-contained workaround, and it matches a near-identical earlier PR on the same model/test path.", "soft_edge_verdicts": [ { "left": "pull_request:47122", "right": "pull_request:47281", "accept": false, - "reason": "Different models and unrelated fixes: Edgetam kwargs handling vs GLM46V model changes." + "reason": "Different models and unrelated fixes; no shared bug or code path." }, { "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 model failures: edgetam import_or_config vs minimax_m3_vl load_error." }, { "left": "pull_request:47122", "right": "pull_request:47280", "accept": false, - "reason": "Different models and unrelated code paths; not the same bug/change." + "reason": "Different model and issue; both are test-fix PRs but not the same concrete bug." }, { "left": "pull_request:47122", "right": "pull_request:47224", "accept": false, - "reason": "47224 bundles Edgetam with other tokenizer/whisper fixes, so it is not the same standalone change as 47122." + "reason": "47224 is a broader multi-fix rollup, not the same single edgetam change as 47122." }, { "left": "pull_request:47122", "right": "pull_request:47310", "accept": false, - "reason": "Different models and issues: Edgetam kwargs passthrough vs Gemma3 cache-implementation behavior." + "reason": "Unrelated models and failure modes." }, { "left": "pull_request:47123", "right": "pull_request:47280", "accept": true, - "reason": "Same MiniMax-M3-VL load_error/offload-folder workaround in the same test path." + "reason": "Same MiniMax-M3-VL load_error on the same test file; both add the offload-folder workaround." }, { "left": "pull_request:47123", "right": "pull_request:47266", "accept": false, - "reason": "Both are load_error-style fixes, but for different models and different root causes." + "reason": "Both mention load_error, but they target different models and separate test paths." }, { "left": "pull_request:47123", "right": "pull_request:47281", "accept": false, - "reason": "Different model and unrelated fix area." + "reason": "Different model and unrelated code change." }, { "left": "pull_request:47123", "right": "pull_request:47124", "accept": false, - "reason": "Different models and symptoms; MiniMax load_error is not the same as Falcon-Mamba output mismatch." + "reason": "Different models and different failure types (load_error vs output_mismatch)." }, { "left": "pull_request:47124", "right": "pull_request:47310", "accept": false, - "reason": "Different models and concrete issues; Falcon-Mamba output mismatch vs Gemma3 generation-config handling." + "reason": "Different models and different concrete issues." }, { "left": "pull_request:47124", "right": "pull_request:47282", "accept": false, - "reason": "Different model and failure mode; output mismatch is not the same as Mamba2 OOM." + "reason": "Falcon-Mamba output mismatch vs Mamba2 OOM; not the same bug." }, { "left": "pull_request:47124", "right": "pull_request:47380", "accept": false, - "reason": "Different models and unrelated fixes." + "reason": "Different model and failure mode; no shared code-path fix." }, { "left": "pull_request:47124", "right": "pull_request:47281", "accept": false, - "reason": "Different model and code path." + "reason": "Different model and unrelated implementation changes." }, { "left": "pull_request:47266", "right": "pull_request:47280", "accept": false, - "reason": "Different models and different issues; DeepSeekV3.2 load_error is not the MiniMax offload-folder fix." + "reason": "Same broad load_error label, but different models and different fixes." }, { "left": "pull_request:47266", "right": "pull_request:47380", "accept": false, - "reason": "Different models and failure modes." + "reason": "Different models; same generic OOM/load handling pattern is not enough for duplication." }, { "left": "pull_request:47266", "right": "pull_request:47281", "accept": false, - "reason": "DeepSeek integration-test setup vs GLM46V model rewrite are unrelated." + "reason": "Different model and unrelated change set." }, { "left": "pull_request:47280", @@ -27996,43 +28223,43 @@ "left": "pull_request:47280", "right": "pull_request:47310", "accept": false, - "reason": "Different models and issues." + "reason": "Different models and failure modes." }, { "left": "pull_request:47280", "right": "pull_request:47380", "accept": false, - "reason": "Different models; MiniMax-M3-VL load_error is not the same as Mamba2 OOM cleanup." + "reason": "Different models; both are load/oom workarounds but not the same concrete bug." }, { "left": "pull_request:47281", "right": "pull_request:47282", "accept": false, - "reason": "GLM46V model changes vs Mamba2 OOM test fix are unrelated." + "reason": "Different models and different fix types." }, { "left": "pull_request:47282", "right": "pull_request:47380", "accept": true, - "reason": "Same Mamba2 OOM issue in the same integration test file; both are memory-hygiene workarounds for the same bug." + "reason": "Same Mamba2 OOM test failure; both adjust the same integration test to reduce memory pressure." }, { "left": "pull_request:47282", "right": "pull_request:47310", "accept": false, - "reason": "Different models and failure modes: Mamba2 OOM vs Gemma3 cache-implementation behavior." + "reason": "Different models and unrelated generation behavior changes." }, { "left": "pull_request:47280", "right": "pull_request:47282", "accept": false, - "reason": "Different models and unrelated issues." + "reason": "Different models and different failure modes." }, { "left": "pull_request:47310", "right": "pull_request:47380", "accept": false, - "reason": "Different models and independent fixes." + "reason": "Different models and unrelated generation/test fixes." } ] }, @@ -28062,7 +28289,7 @@ "soft_pairs": [ "pull_request:47140|pull_request:47303" ], - "prepared_review_unit_hash": "bb7a39453883a6637e8b07fc394147af51eea240759278f44c01b0248ad7367c", + "prepared_review_unit_hash": "0b5ca456c46a19db158843cbd34d0bc973718ac66e3fa63829de173266481a7a", "component_budget": { "node_count": 2, "item_count": 2, @@ -28084,24 +28311,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs address the same chat CLI bug: management endpoints were being built against a `/v1` API base instead of the service root. They appear to be alternative fixes for the same code path in `src/transformers/cli/chat.py`.", - "confidence": 0.78, + "summary": "Both PRs fix the chat CLI sending management requests to the wrong base URL in `src/transformers/cli/chat.py`; they differ mainly in implementation details, not in the underlying bug.", + "confidence": 0.77, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #47140 is the more direct canonical fix: it normalizes the CLI base URL once in `RichInterface`, so all management requests inherit the correct service-root URL rather than patching individual calls.", + "canonical_pr_reason": "PR #47303 is the cleaner representative: its title describes the underlying routing bug directly, and its diff makes the service-root correction explicit at the management call site.", "best_issue_reason": null, - "best_pr_reason": "PR #47140 is the best overall fit because it cleanly addresses the root cause for the chat CLI\u2019s management URLs and is likely to cover the affected call paths consistently.", + "best_pr_reason": "PR #47303 is the best global representative because it most clearly captures the shared fix: routing chat management calls to the service root instead of the chat `/v1` base.", "soft_edge_verdicts": [ { "left": "pull_request:47140", "right": "pull_request:47303", "accept": true, - "reason": "Both PRs fix the same underlying chat CLI management-URL bug: requests were being sent relative to a `/v1` base instead of the service root. The helpers and URL rewrites are alternative implementations of the same change, so this is a valid duplicate/overlap pair." + "reason": "Both PRs address the same chat CLI management URL routing bug in the same file, changing how management endpoints resolve the service root rather than fixing different behaviors." } ] }, "evaluator_result": { "accept": true, - "feedback": "The pair looks grounded as an overlap: both PRs change `src/transformers/cli/chat.py`/tests to route chat management calls to the service root instead of inheriting a `/v1` base. The implementations differ (central base-URL normalization vs. per-call routing helper), but they appear to target the same bug family and could plausibly be merged into one fix." + "feedback": "The summary is grounded in the packet: both PRs modify `src/transformers/cli/chat.py` (and tests) to route management requests to the service root instead of the `/v1` base. The soft-edge acceptance is conservative enough given the shared filenames, similar titles, and overlapping bug context." }, "evaluator_used": true, "retried": false, @@ -28128,12 +28355,12 @@ "soft_pairs": [ "pull_request:47261|pull_request:47262" ], - "prepared_review_unit_hash": "ef65887c2246e335615ec85da7d2368cc6b7b1fb1a75377c86778156799ad9a6", + "prepared_review_unit_hash": "cf67aab6be1848f243724a21387d85ae745f713636b7f3ee1384697d74c03047", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4418, + "serialized_chars": 4419, "estimated_input_tokens": 1105, "estimated_eval_tokens": 2466 }, @@ -28141,7 +28368,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4418, + "serialized_chars": 4419, "estimated_input_tokens": 1105, "estimated_eval_tokens": 2466 }, @@ -28150,18 +28377,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two unrelated pull requests: one fixes label smoothing/gradient accumulation loss scaling in training, the other adds and enforces `min_tokens_to_keep` for TopH logits warping in generation. They touch different code paths and should not be deduplicated.", + "summary": "These are unrelated pull requests: one fixes label-smoothing loss scaling during gradient accumulation, the other adds/validates `min_tokens_to_keep` for Top-H sampling.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 47261 is the better canonical PR if one must be chosen: it has an explicit issue target (46731) and a clearly scoped training-loss fix with tests.", + "canonical_pr_reason": "PR 47261 is the better canonical PR for this cluster because it is a concrete, issue-linked bug fix with a clear training-path regression and targeted code change.", "best_issue_reason": null, - "best_pr_reason": "PR 47261 is the strongest representative of the cluster because it is issue-linked and has the clearest bug-to-fix correspondence; PR 47262 is a separate generation feature/bugfix.", + "best_pr_reason": "PR 47261 is the strongest representative overall: it addresses a specific numerical bug in `Trainer`/`LabelSmoother`, has an explicit issue target, and is narrowly scoped.", "soft_edge_verdicts": [ { "left": "pull_request:47261", "right": "pull_request:47262", "accept": false, - "reason": "Different underlying problems in different subsystems: training loss scaling vs generation logits warping. No shared code path or mergeable common fix." + "reason": "Different code paths and bugs: 47261 fixes training loss scaling under gradient accumulation, while 47262 changes generation-time Top-H logits filtering behavior. They do not look mergeable as one PR." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index e34484c16cd458f8afb18f02ffccff4ec770f142..e72eda58006d3c9cb6c720d63701dba490874b36 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260718t120032z", + "analysis_id": "hybrid-model-20260718t180026z", "archived_artifacts": { - "hybrid": "snapshots/20260718T120032Z/analysis-runs/hybrid-model-20260718t120032z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260718T120032Z/analysis-runs/hybrid-model-20260718t120032z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260718T180026Z/analysis-runs/hybrid-model-20260718t180026z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260718T180026Z/analysis-runs/hybrid-model-20260718t180026z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": "analysis/current/analysis-report-hybrid.json", @@ -10,9 +10,9 @@ }, "channel": "canonical", "model": null, - "published_at": "2026-07-18T12:15:00Z", + "published_at": "2026-07-18T18:09:07Z", "repo": "huggingface/transformers", "schema_version": 1, - "snapshot_id": "20260718T120032Z", + "snapshot_id": "20260718T180026Z", "variant": "hybrid" } diff --git a/snapshots/20260718T180026Z/analysis-runs/hybrid-model-20260718t180026z/analysis-report-hybrid.json b/snapshots/20260718T180026Z/analysis-runs/hybrid-model-20260718t180026z/analysis-report-hybrid.json new file mode 100644 index 0000000000000000000000000000000000000000..69b57db4d76be308f9a5c5e90bc2b037cc1a278a --- /dev/null +++ b/snapshots/20260718T180026Z/analysis-runs/hybrid-model-20260718t180026z/analysis-report-hybrid.json @@ -0,0 +1,3596 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260718T180026Z", + "generated_at": "2026-07-18T18:09:05Z", + "evidence_quality": "full", + "llm_enrichment": true, + "meta_bugs": [ + { + "cluster_id": "cluster-43979-11", + "summary": "Cluster of 1 issues and 10 PRs centered on issue #43979.", + "status": "open", + "confidence": 0.8, + "canonical_issue_number": 43979, + "canonical_pr_number": 44007, + "issue_numbers": [ + 43979 + ], + "pr_numbers": [ + 43996, + 44007, + 44013, + 44044, + 44066, + 44072, + 44085, + 44129, + 44154, + 44722 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target", + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 43996, + "right_pr_number": 44007, + "code_similarity": 0.179, + "size_similarity": 0.576, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.429, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44013, + "code_similarity": 0.122, + "size_similarity": 0.318, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.392, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44044, + "code_similarity": 0.245, + "size_similarity": 0.864, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.479, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44066, + "code_similarity": 0.225, + "size_similarity": 0.818, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.408, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44072, + "code_similarity": 0.14, + "size_similarity": 0.303, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.528, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44085, + "code_similarity": 0.216, + "size_similarity": 0.783, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.398, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44129, + "code_similarity": 0.163, + "size_similarity": 0.643, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.229, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44154, + "code_similarity": 0.153, + "size_similarity": 0.535, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.31, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44722, + "code_similarity": 0.225, + "size_similarity": 0.848, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.368, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44013, + "code_similarity": 0.19, + "size_similarity": 0.553, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.531, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44044, + "code_similarity": 0.186, + "size_similarity": 0.667, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.354, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44066, + "code_similarity": 0.188, + "size_similarity": 0.704, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.315, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44072, + "code_similarity": 0.212, + "size_similarity": 0.526, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.708, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44085, + "code_similarity": 0.195, + "size_similarity": 0.735, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.318, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44129, + "code_similarity": 0.103, + "size_similarity": 0.37, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.191, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44154, + "code_similarity": 0.238, + "size_similarity": 0.93, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.344, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44722, + "code_similarity": 0.178, + "size_similarity": 0.679, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.28, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44044, + "code_similarity": 0.126, + "size_similarity": 0.368, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.351, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44066, + "code_similarity": 0.127, + "size_similarity": 0.389, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.325, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44072, + "code_similarity": 0.29, + "size_similarity": 0.952, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.667, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44085, + "code_similarity": 0.131, + "size_similarity": 0.406, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.329, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44129, + "code_similarity": 0.07, + "size_similarity": 0.205, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.192, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44154, + "code_similarity": 0.177, + "size_similarity": 0.594, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.389, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44722, + "code_similarity": 0.118, + "size_similarity": 0.375, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.287, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44044, + "right_pr_number": 44066, + "code_similarity": 0.25, + "size_similarity": 0.947, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.404, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44044, + "right_pr_number": 44072, + "code_similarity": 0.136, + "size_similarity": 0.351, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.442, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44044, + "right_pr_number": 44085, + "code_similarity": 0.24, + "size_similarity": 0.906, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.394, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44044, + "right_pr_number": 44129, + "code_similarity": 0.147, + "size_similarity": 0.555, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.243, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44044, + "right_pr_number": 44154, + "code_similarity": 0.17, + "size_similarity": 0.62, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.306, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44044, + "right_pr_number": 44722, + "code_similarity": 0.257, + "size_similarity": 0.982, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.402, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44066, + "right_pr_number": 44072, + "code_similarity": 0.133, + "size_similarity": 0.37, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.393, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44066, + "right_pr_number": 44085, + "code_similarity": 0.763, + "size_similarity": 0.957, + "file_overlap": 0.5, + "area_overlap": 0.825, + "patch_similarity": 0.887, + "shared_filenames": [ + "src/transformers/models/gptj/modeling_gptj.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/gptj/modeling_gptj.py", + "left_ranges": [ + [ + 33, + 41 + ], + [ + 174, + 181 + ], + [ + 250, + 257 + ], + [ + 398, + 419 + ], + [ + 425, + 434 + ], + [ + 459, + 466 + ], + [ + 471, + 488 + ], + [ + 518, + 540 + ], + [ + 554, + 560 + ], + [ + 566, + 575 + ], + [ + 580, + 598 + ], + [ + 601, + 606 + ], + [ + 634, + 640 + ], + [ + 646, + 653 + ], + [ + 658, + 674 + ], + [ + 717, + 722 + ], + [ + 738, + 744 + ], + [ + 749, + 772 + ], + [ + 790, + 795 + ] + ], + "right_ranges": [ + [ + 33, + 40 + ], + [ + 173, + 180 + ], + [ + 249, + 256 + ], + [ + 397, + 405 + ], + [ + 408, + 419 + ], + [ + 425, + 434 + ], + [ + 459, + 465 + ], + [ + 470, + 489 + ], + [ + 517, + 539 + ], + [ + 553, + 559 + ], + [ + 565, + 574 + ], + [ + 579, + 597 + ], + [ + 600, + 611 + ], + [ + 633, + 639 + ], + [ + 645, + 652 + ], + [ + 657, + 673 + ], + [ + 716, + 728 + ], + [ + 737, + 743 + ], + [ + 748, + 771 + ], + [ + 789, + 794 + ] + ] + } + ] + }, + { + "left_pr_number": 44066, + "right_pr_number": 44129, + "code_similarity": 0.145, + "size_similarity": 0.526, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.263, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44066, + "right_pr_number": 44154, + "code_similarity": 0.174, + "size_similarity": 0.654, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.286, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44066, + "right_pr_number": 44722, + "code_similarity": 0.907, + "size_similarity": 0.964, + "file_overlap": 1.0, + "area_overlap": 0.808, + "patch_similarity": 0.874, + "shared_filenames": [ + "src/transformers/models/codegen/modeling_codegen.py", + "src/transformers/models/gptj/modeling_gptj.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/codegen/modeling_codegen.py", + "left_ranges": [ + [ + 245, + 266 + ] + ], + "right_ranges": [ + [ + 228, + 234 + ] + ] + }, + { + "filename": "src/transformers/models/gptj/modeling_gptj.py", + "left_ranges": [ + [ + 33, + 41 + ], + [ + 174, + 181 + ], + [ + 250, + 257 + ], + [ + 398, + 419 + ], + [ + 425, + 434 + ], + [ + 459, + 466 + ], + [ + 471, + 488 + ], + [ + 518, + 540 + ], + [ + 554, + 560 + ], + [ + 566, + 575 + ], + [ + 580, + 598 + ], + [ + 601, + 606 + ], + [ + 634, + 640 + ], + [ + 646, + 653 + ], + [ + 658, + 674 + ], + [ + 717, + 722 + ], + [ + 738, + 744 + ], + [ + 749, + 772 + ], + [ + 790, + 795 + ] + ], + "right_ranges": [ + [ + 33, + 42 + ], + [ + 175, + 182 + ], + [ + 251, + 258 + ], + [ + 399, + 420 + ], + [ + 426, + 435 + ], + [ + 460, + 467 + ], + [ + 472, + 489 + ], + [ + 519, + 540 + ], + [ + 554, + 560 + ], + [ + 566, + 575 + ], + [ + 580, + 598 + ], + [ + 601, + 612 + ], + [ + 634, + 640 + ], + [ + 646, + 653 + ], + [ + 658, + 663 + ], + [ + 666, + 674 + ], + [ + 717, + 722 + ], + [ + 738, + 744 + ], + [ + 749, + 772 + ], + [ + 790, + 795 + ] + ] + } + ] + }, + { + "left_pr_number": 44072, + "right_pr_number": 44085, + "code_similarity": 0.137, + "size_similarity": 0.387, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.398, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44072, + "right_pr_number": 44129, + "code_similarity": 0.074, + "size_similarity": 0.195, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.231, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44072, + "right_pr_number": 44154, + "code_similarity": 0.175, + "size_similarity": 0.566, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.414, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44072, + "right_pr_number": 44722, + "code_similarity": 0.124, + "size_similarity": 0.357, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.347, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44085, + "right_pr_number": 44129, + "code_similarity": 0.141, + "size_similarity": 0.503, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.272, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44085, + "right_pr_number": 44154, + "code_similarity": 0.18, + "size_similarity": 0.684, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.289, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44085, + "right_pr_number": 44722, + "code_similarity": 0.728, + "size_similarity": 0.923, + "file_overlap": 0.5, + "area_overlap": 0.791, + "patch_similarity": 0.78, + "shared_filenames": [ + "src/transformers/models/gptj/modeling_gptj.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/gptj/modeling_gptj.py", + "left_ranges": [ + [ + 33, + 40 + ], + [ + 173, + 180 + ], + [ + 249, + 256 + ], + [ + 397, + 405 + ], + [ + 408, + 419 + ], + [ + 425, + 434 + ], + [ + 459, + 465 + ], + [ + 470, + 489 + ], + [ + 517, + 539 + ], + [ + 553, + 559 + ], + [ + 565, + 574 + ], + [ + 579, + 597 + ], + [ + 600, + 611 + ], + [ + 633, + 639 + ], + [ + 645, + 652 + ], + [ + 657, + 673 + ], + [ + 716, + 728 + ], + [ + 737, + 743 + ], + [ + 748, + 771 + ], + [ + 789, + 794 + ] + ], + "right_ranges": [ + [ + 33, + 42 + ], + [ + 175, + 182 + ], + [ + 251, + 258 + ], + [ + 399, + 420 + ], + [ + 426, + 435 + ], + [ + 460, + 467 + ], + [ + 472, + 489 + ], + [ + 519, + 540 + ], + [ + 554, + 560 + ], + [ + 566, + 575 + ], + [ + 580, + 598 + ], + [ + 601, + 612 + ], + [ + 634, + 640 + ], + [ + 646, + 653 + ], + [ + 658, + 663 + ], + [ + 666, + 674 + ], + [ + 717, + 722 + ], + [ + 738, + 744 + ], + [ + 749, + 772 + ], + [ + 790, + 795 + ] + ] + } + ] + }, + { + "left_pr_number": 44129, + "right_pr_number": 44154, + "code_similarity": 0.099, + "size_similarity": 0.344, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.199, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44129, + "right_pr_number": 44722, + "code_similarity": 0.146, + "size_similarity": 0.545, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.247, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44154, + "right_pr_number": 44722, + "code_similarity": 0.164, + "size_similarity": 0.631, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.255, + "shared_filenames": [], + "shared_file_areas": [] + } + ] + }, + { + "cluster_id": "cluster-46894-8", + "summary": "Cluster of 3 issues and 5 PRs centered on issue #46894.", + "status": "open", + "confidence": 0.8, + "canonical_issue_number": 46894, + "canonical_pr_number": 46903, + "issue_numbers": [ + 46894, + 46901, + 47394 + ], + "pr_numbers": [ + 46895, + 46903, + 46958, + 47090, + 47395 + ], + "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": 0.459, + "size_similarity": 0.281, + "file_overlap": 0.273, + "area_overlap": 0.765, + "patch_similarity": 0.355, + "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, + 224 + ] + ] + } + ] + }, + { + "left_pr_number": 46895, + "right_pr_number": 47395, + "code_similarity": 0.187, + "size_similarity": 0.683, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.333, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "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": 0.576, + "size_similarity": 0.695, + "file_overlap": 0.333, + "area_overlap": 0.871, + "patch_similarity": 0.214, + "shared_filenames": [ + "src/transformers/models/cohere_asr/modeling_cohere_asr.py", + "src/transformers/models/cohere_asr/modular_cohere_asr.py", + "src/transformers/models/pp_formulanet/modeling_pp_formulanet.py", + "src/transformers/models/pp_formulanet/modular_pp_formulanet.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 + ] + ] + }, + { + "filename": "src/transformers/models/pp_formulanet/modeling_pp_formulanet.py", + "left_ranges": [ + [ + 1103, + 1116 + ] + ], + "right_ranges": [ + [ + 1103, + 1118 + ] + ] + }, + { + "filename": "src/transformers/models/pp_formulanet/modular_pp_formulanet.py", + "left_ranges": [ + [ + 488, + 501 + ] + ], + "right_ranges": [ + [ + 488, + 503 + ] + ] + } + ] + }, + { + "left_pr_number": 46903, + "right_pr_number": 47395, + "code_similarity": 0.083, + "size_similarity": 0.276, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.186, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46958, + "right_pr_number": 47090, + "code_similarity": 0.397, + "size_similarity": 0.257, + "file_overlap": 0.273, + "area_overlap": 0.598, + "patch_similarity": 0.362, + "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, + 224 + ] + ] + } + ] + }, + { + "left_pr_number": 46958, + "right_pr_number": 47395, + "code_similarity": 0.201, + "size_similarity": 0.747, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.342, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 47090, + "right_pr_number": 47395, + "code_similarity": 0.078, + "size_similarity": 0.192, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.262, + "shared_filenames": [], + "shared_file_areas": [] + } + ] + }, + { + "cluster_id": "cluster-45157-6", + "summary": "Cluster of 1 issues and 5 PRs centered on issue #47321.", + "status": "open", + "confidence": 0.6, + "canonical_issue_number": 47321, + "canonical_pr_number": 47322, + "issue_numbers": [ + 47321 + ], + "pr_numbers": [ + 45157, + 46509, + 46658, + 47322, + 47387 + ], + "evidence_types": [ + "closing_reference", + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 45157, + "right_pr_number": 46509, + "code_similarity": 0.032, + "size_similarity": 0.101, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.08, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 45157, + "right_pr_number": 46658, + "code_similarity": 0.012, + "size_similarity": 0.029, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.044, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 45157, + "right_pr_number": 47322, + "code_similarity": 0.013, + "size_similarity": 0.058, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.009, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 45157, + "right_pr_number": 47387, + "code_similarity": 0.176, + "size_similarity": 0.842, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.053, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46509, + "right_pr_number": 46658, + "code_similarity": 0.131, + "size_similarity": 0.291, + "file_overlap": 0.051, + "area_overlap": 0.081, + "patch_similarity": 0.196, + "shared_filenames": [ + "src/transformers/models/auto/auto_mappings.py", + "src/transformers/models/auto/modeling_auto.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/auto/auto_mappings.py", + "left_ranges": [ + [ + 412, + 418 + ], + [ + 1077, + 1083 + ], + [ + 1206, + 1212 + ] + ], + "right_ranges": [ + [ + 362, + 368 + ], + [ + 591, + 599 + ], + [ + 798, + 804 + ], + [ + 884, + 891 + ], + [ + 1084, + 1090 + ], + [ + 1207, + 1213 + ] + ] + }, + { + "filename": "src/transformers/models/auto/modeling_auto.py", + "left_ranges": [ + [ + 1097, + 1103 + ] + ], + "right_ranges": [ + [ + 1085, + 1091 + ] + ] + } + ] + }, + { + "left_pr_number": 46509, + "right_pr_number": 47322, + "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": 46509, + "right_pr_number": 47387, + "code_similarity": 0.038, + "size_similarity": 0.119, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.095, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46658, + "right_pr_number": 47322, + "code_similarity": 0.001, + "size_similarity": 0.002, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.002, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46658, + "right_pr_number": 47387, + "code_similarity": 0.035, + "size_similarity": 0.035, + "file_overlap": 0.036, + "area_overlap": 0.011, + "patch_similarity": 0.087, + "shared_filenames": [ + "src/transformers/core_model_loading.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/core_model_loading.py", + "left_ranges": [ + [ + 954, + 978 + ], + [ + 1587, + 1597 + ] + ], + "right_ranges": [ + [ + 168, + 174 + ], + [ + 914, + 955 + ], + [ + 1480, + 1547 + ], + [ + 1696, + 1714 + ], + [ + 1849, + 1855 + ], + [ + 1888, + 1897 + ] + ] + } + ] + }, + { + "left_pr_number": 47322, + "right_pr_number": 47387, + "code_similarity": 0.011, + "size_similarity": 0.049, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.007, + "shared_filenames": [], + "shared_file_areas": [] + } + ] + }, + { + "cluster_id": "cluster-43451-2", + "summary": "Cluster of 2 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 43451, + "issue_numbers": [], + "pr_numbers": [ + 43451, + 46836 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 43451, + "right_pr_number": 46836, + "code_similarity": 0.278, + "size_similarity": 0.922, + "file_overlap": 0.146, + "area_overlap": 0.0, + "patch_similarity": 0.329, + "shared_filenames": [ + "docs/source/en/_toctree.yml", + "src/transformers/conversion_mapping.py", + "src/transformers/models/__init__.py", + "src/transformers/models/auto/auto_mappings.py", + "src/transformers/models/auto/modeling_auto.py", + "utils/check_repo.py" + ], + "shared_file_areas": [ + { + "filename": "docs/source/en/_toctree.yml", + "left_ranges": [ + [ + 1375, + 1382 + ] + ], + "right_ranges": [ + [ + 893, + 900 + ] + ] + }, + { + "filename": "src/transformers/conversion_mapping.py", + "left_ranges": [ + [ + 737, + 769 + ] + ], + "right_ranges": [ + [ + 127, + 133 + ], + [ + 1495, + 1545 + ] + ] + }, + { + "filename": "src/transformers/models/__init__.py", + "left_ranges": [ + [ + 290, + 296 + ] + ], + "right_ranges": [ + [ + 453, + 459 + ] + ] + }, + { + "filename": "src/transformers/models/auto/auto_mappings.py", + "left_ranges": [ + [ + 391, + 398 + ], + [ + 824, + 830 + ], + [ + 945, + 951 + ], + [ + 1068, + 1074 + ], + [ + 1202, + 1208 + ] + ], + "right_ranges": [ + [ + 637, + 647 + ], + [ + 919, + 928 + ], + [ + 1130, + 1136 + ], + [ + 1260, + 1266 + ] + ] + }, + { + "filename": "src/transformers/models/auto/modeling_auto.py", + "left_ranges": [ + [ + 331, + 338 + ], + [ + 1094, + 1100 + ], + [ + 1913, + 1919 + ] + ], + "right_ranges": [ + [ + 509, + 515 + ], + [ + 1119, + 1125 + ] + ] + }, + { + "filename": "utils/check_repo.py", + "left_ranges": [ + [ + 250, + 258 + ], + [ + 337, + 344 + ] + ], + "right_ranges": [ + [ + 267, + 274 + ], + [ + 494, + 501 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-41211-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #41211.", + "status": "open", + "confidence": 0.55, + "canonical_issue_number": 41211, + "canonical_pr_number": 44339, + "issue_numbers": [ + 41211 + ], + "pr_numbers": [ + 41356, + 44339 + ], + "evidence_types": [ + "closing_reference" + ], + "pr_comparisons": [ + { + "left_pr_number": 41356, + "right_pr_number": 44339, + "code_similarity": 0.155, + "size_similarity": 0.094, + "file_overlap": 0.273, + "area_overlap": 0.078, + "patch_similarity": 0.183, + "shared_filenames": [ + "docs/source/en/model_doc/deimv2.md", + "src/transformers/models/deimv2/__init__.py", + "src/transformers/models/deimv2/configuration_deimv2.py", + "src/transformers/models/deimv2/modeling_deimv2.py", + "tests/models/deimv2/__init__.py", + "tests/models/deimv2/test_modeling_deimv2.py" + ], + "shared_file_areas": [ + { + "filename": "docs/source/en/model_doc/deimv2.md", + "left_ranges": [ + [ + 1, + 132 + ] + ], + "right_ranges": [ + [ + 1, + 65 + ] + ] + }, + { + "filename": "src/transformers/models/deimv2/__init__.py", + "left_ranges": [ + [ + 1, + 15 + ] + ], + "right_ranges": [ + [ + 1, + 29 + ] + ] + }, + { + "filename": "src/transformers/models/deimv2/configuration_deimv2.py", + "left_ranges": [ + [ + 1, + 74 + ] + ], + "right_ranges": [ + [ + 1, + 266 + ] + ] + }, + { + "filename": "tests/models/deimv2/test_modeling_deimv2.py", + "left_ranges": [ + [ + 1, + 15 + ] + ], + "right_ranges": [ + [ + 1, + 1734 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-47301-5", + "summary": "Cluster of 2 issues and 3 PRs centered on issue #47333.", + "status": "open", + "confidence": 0.6, + "canonical_issue_number": 47333, + "canonical_pr_number": 47336, + "issue_numbers": [ + 47332, + 47333 + ], + "pr_numbers": [ + 47301, + 47336, + 47383 + ], + "evidence_types": [ + "closing_reference", + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 47301, + "right_pr_number": 47336, + "code_similarity": 0.12, + "size_similarity": 0.6, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.0, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 47301, + "right_pr_number": 47383, + "code_similarity": 0.035, + "size_similarity": 0.152, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.031, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 47336, + "right_pr_number": 47383, + "code_similarity": 0.019, + "size_similarity": 0.091, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.005, + "shared_filenames": [], + "shared_file_areas": [] + } + ] + }, + { + "cluster_id": "cluster-47138-4", + "summary": "Cluster of 2 issues and 2 PRs centered on issue #47138.", + "status": "open", + "confidence": 0.6, + "canonical_issue_number": 47138, + "canonical_pr_number": 47303, + "issue_numbers": [ + 47138, + 47139 + ], + "pr_numbers": [ + 47140, + 47303 + ], + "evidence_types": [ + "closing_reference", + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 47140, + "right_pr_number": 47303, + "code_similarity": 0.656, + "size_similarity": 0.65, + "file_overlap": 1.0, + "area_overlap": 0.447, + "patch_similarity": 0.466, + "shared_filenames": [ + "src/transformers/cli/chat.py", + "tests/cli/test_chat.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/cli/chat.py", + "left_ranges": [ + [ + 20, + 26 + ], + [ + 103, + 122 + ], + [ + 346, + 356 + ], + [ + 383, + 389 + ], + [ + 473, + 479 + ] + ], + "right_ranges": [ + [ + 103, + 115 + ], + [ + 216, + 224 + ], + [ + 383, + 389 + ] + ] + }, + { + "filename": "tests/cli/test_chat.py", + "left_ranges": [ + [ + 15, + 28 + ], + [ + 51, + 105 + ] + ], + "right_ranges": [ + [ + 14, + 29 + ], + [ + 52, + 76 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-43240-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #43240.", + "status": "open", + "confidence": 0.75, + "canonical_issue_number": 43240, + "canonical_pr_number": 43251, + "issue_numbers": [ + 43240 + ], + "pr_numbers": [ + 43251, + 43254 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target" + ], + "pr_comparisons": [ + { + "left_pr_number": 43251, + "right_pr_number": 43254, + "code_similarity": 0.794, + "size_similarity": 0.64, + "file_overlap": 1.0, + "area_overlap": 0.667, + "patch_similarity": 0.882, + "shared_filenames": [ + "src/transformers/loss/loss_utils.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/loss/loss_utils.py", + "left_ranges": [ + [ + 30, + 50 + ] + ], + "right_ranges": [ + [ + 30, + 43 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-45647-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #45647.", + "status": "open", + "confidence": 0.75, + "canonical_issue_number": 45647, + "canonical_pr_number": 45738, + "issue_numbers": [ + 45647 + ], + "pr_numbers": [ + 45737, + 45738 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target" + ], + "pr_comparisons": [ + { + "left_pr_number": 45737, + "right_pr_number": 45738, + "code_similarity": 0.526, + "size_similarity": 0.11, + "file_overlap": 0.5, + "area_overlap": 1.0, + "patch_similarity": 0.024, + "shared_filenames": [ + "src/transformers/models/musicgen_melody/modeling_musicgen_melody.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/musicgen_melody/modeling_musicgen_melody.py", + "left_ranges": [ + [ + 491, + 497 + ] + ], + "right_ranges": [ + [ + 491, + 497 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-46159-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #46159.", + "status": "open", + "confidence": 0.55, + "canonical_issue_number": 46159, + "canonical_pr_number": 46174, + "issue_numbers": [ + 46159 + ], + "pr_numbers": [ + 46174, + 46780 + ], + "evidence_types": [ + "closing_reference" + ], + "pr_comparisons": [ + { + "left_pr_number": 46174, + "right_pr_number": 46780, + "code_similarity": 0.841, + "size_similarity": 0.87, + "file_overlap": 1.0, + "area_overlap": 0.767, + "patch_similarity": 0.657, + "shared_filenames": [ + "src/transformers/models/aimv2/modeling_aimv2.py", + "src/transformers/models/d_fine/modeling_d_fine.py", + "src/transformers/models/deimv2/modeling_deimv2.py", + "src/transformers/models/pp_doclayout_v2/modeling_pp_doclayout_v2.py", + "src/transformers/models/pp_doclayout_v3/modeling_pp_doclayout_v3.py", + "src/transformers/models/rt_detr/modeling_rt_detr.py", + "src/transformers/models/rt_detr_v2/modeling_rt_detr_v2.py", + "src/transformers/models/vit_mae/modeling_vit_mae.py", + "src/transformers/models/vit_mae/modular_vit_mae.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/aimv2/modeling_aimv2.py", + "left_ranges": [ + [ + 134, + 141 + ], + [ + 144, + 154 + ], + [ + 157, + 165 + ] + ], + "right_ranges": [ + [ + 134, + 140 + ], + [ + 143, + 153 + ], + [ + 156, + 162 + ] + ] + }, + { + "filename": "src/transformers/models/d_fine/modeling_d_fine.py", + "left_ranges": [ + [ + 631, + 638 + ], + [ + 641, + 651 + ], + [ + 654, + 662 + ] + ], + "right_ranges": [ + [ + 631, + 637 + ], + [ + 640, + 650 + ], + [ + 653, + 659 + ] + ] + }, + { + "filename": "src/transformers/models/deimv2/modeling_deimv2.py", + "left_ranges": [ + [ + 703, + 710 + ], + [ + 713, + 723 + ], + [ + 726, + 734 + ] + ], + "right_ranges": [ + [ + 703, + 709 + ], + [ + 712, + 722 + ], + [ + 725, + 731 + ] + ] + }, + { + "filename": "src/transformers/models/pp_doclayout_v2/modeling_pp_doclayout_v2.py", + "left_ranges": [ + [ + 1551, + 1558 + ], + [ + 1561, + 1571 + ], + [ + 1574, + 1582 + ] + ], + "right_ranges": [ + [ + 1551, + 1557 + ], + [ + 1560, + 1570 + ], + [ + 1573, + 1579 + ] + ] + }, + { + "filename": "src/transformers/models/pp_doclayout_v3/modeling_pp_doclayout_v3.py", + "left_ranges": [ + [ + 804, + 811 + ], + [ + 814, + 824 + ], + [ + 827, + 835 + ] + ], + "right_ranges": [ + [ + 804, + 810 + ], + [ + 813, + 823 + ], + [ + 826, + 832 + ] + ] + }, + { + "filename": "src/transformers/models/rt_detr/modeling_rt_detr.py", + "left_ranges": [ + [ + 847, + 854 + ], + [ + 857, + 867 + ], + [ + 870, + 878 + ] + ], + "right_ranges": [ + [ + 847, + 853 + ], + [ + 856, + 866 + ], + [ + 869, + 875 + ] + ] + }, + { + "filename": "src/transformers/models/rt_detr_v2/modeling_rt_detr_v2.py", + "left_ranges": [ + [ + 976, + 983 + ], + [ + 986, + 996 + ], + [ + 999, + 1007 + ] + ], + "right_ranges": [ + [ + 976, + 982 + ], + [ + 985, + 995 + ], + [ + 998, + 1004 + ] + ] + }, + { + "filename": "src/transformers/models/vit_mae/modeling_vit_mae.py", + "left_ranges": [ + [ + 152, + 159 + ], + [ + 162, + 172 + ], + [ + 175, + 183 + ] + ], + "right_ranges": [ + [ + 152, + 158 + ], + [ + 161, + 171 + ], + [ + 174, + 180 + ] + ] + }, + { + "filename": "src/transformers/models/vit_mae/modular_vit_mae.py", + "left_ranges": [ + [ + 62, + 69 + ], + [ + 72, + 82 + ], + [ + 85, + 93 + ] + ], + "right_ranges": [ + [ + 62, + 68 + ], + [ + 71, + 81 + ], + [ + 84, + 90 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-46869-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #46869.", + "status": "open", + "confidence": 0.75, + "canonical_issue_number": 46869, + "canonical_pr_number": 46886, + "issue_numbers": [ + 46869 + ], + "pr_numbers": [ + 46886, + 46922 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target" + ], + "pr_comparisons": [ + { + "left_pr_number": 46886, + "right_pr_number": 46922, + "code_similarity": 0.711, + "size_similarity": 0.857, + "file_overlap": 1.0, + "area_overlap": 0.5, + "patch_similarity": 0.429, + "shared_filenames": [ + "src/transformers/models/yolos/modeling_yolos.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/yolos/modeling_yolos.py", + "left_ranges": [ + [ + 446, + 452 + ] + ], + "right_ranges": [ + [ + 434, + 440 + ], + [ + 446, + 452 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-45561-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #45561.", + "status": "open", + "confidence": 0.8, + "canonical_issue_number": 45561, + "canonical_pr_number": 45645, + "issue_numbers": [ + 45561 + ], + "pr_numbers": [ + 45639, + 45645 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target", + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 45639, + "right_pr_number": 45645, + "code_similarity": 0.721, + "size_similarity": 0.973, + "file_overlap": 0.75, + "area_overlap": 0.563, + "patch_similarity": 0.696, + "shared_filenames": [ + "src/transformers/testing_utils.py", + "tests/utils/test_testing_utils.py", + "utils/notification_service.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/testing_utils.py", + "left_ranges": [ + [ + 3611, + 3618 + ], + [ + 3835, + 3869 + ] + ], + "right_ranges": [ + [ + 3525, + 3558 + ], + [ + 3782, + 3788 + ] + ] + }, + { + "filename": "tests/utils/test_testing_utils.py", + "left_ranges": [ + [ + 1, + 144 + ] + ], + "right_ranges": [ + [ + 1, + 114 + ] + ] + }, + { + "filename": "utils/notification_service.py", + "left_ranges": [ + [ + 935, + 967 + ] + ], + "right_ranges": [ + [ + 935, + 967 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-46305-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #46305.", + "status": "open", + "confidence": 0.8, + "canonical_issue_number": 46305, + "canonical_pr_number": 47162, + "issue_numbers": [ + 46305 + ], + "pr_numbers": [ + 46310, + 47162 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target", + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 46310, + "right_pr_number": 47162, + "code_similarity": 0.577, + "size_similarity": 0.338, + "file_overlap": 0.5, + "area_overlap": 1.0, + "patch_similarity": 0.062, + "shared_filenames": [ + "src/transformers/models/moonshine_streaming/modeling_moonshine_streaming.py", + "src/transformers/models/moonshine_streaming/modular_moonshine_streaming.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/moonshine_streaming/modeling_moonshine_streaming.py", + "left_ranges": [ + [ + 356, + 362 + ] + ], + "right_ranges": [ + [ + 356, + 362 + ] + ] + }, + { + "filename": "src/transformers/models/moonshine_streaming/modular_moonshine_streaming.py", + "left_ranges": [ + [ + 269, + 275 + ] + ], + "right_ranges": [ + [ + 269, + 275 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-45081-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #45081.", + "status": "open", + "confidence": 0.8, + "canonical_issue_number": 45081, + "canonical_pr_number": 45317, + "issue_numbers": [ + 45081 + ], + "pr_numbers": [ + 45086, + 45317 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target", + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 45086, + "right_pr_number": 45317, + "code_similarity": 0.589, + "size_similarity": 0.34, + "file_overlap": 0.5, + "area_overlap": 1.0, + "patch_similarity": 0.136, + "shared_filenames": [ + "src/transformers/tokenization_utils_tokenizers.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/tokenization_utils_tokenizers.py", + "left_ranges": [ + [ + 1360, + 1370 + ], + [ + 1374, + 1380 + ] + ], + "right_ranges": [ + [ + 1360, + 1370 + ], + [ + 1374, + 1380 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-43698-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #43698.", + "status": "open", + "confidence": 0.75, + "canonical_issue_number": 43698, + "canonical_pr_number": 43779, + "issue_numbers": [ + 43698 + ], + "pr_numbers": [ + 43779, + 43816 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target" + ], + "pr_comparisons": [ + { + "left_pr_number": 43779, + "right_pr_number": 43816, + "code_similarity": 0.418, + "size_similarity": 0.538, + "file_overlap": 1.0, + "area_overlap": 0.02, + "patch_similarity": 0.02, + "shared_filenames": [ + "src/transformers/integrations/integration_utils.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/integrations/integration_utils.py", + "left_ranges": [ + [ + 2227, + 2241 + ], + [ + 2303, + 2309 + ] + ], + "right_ranges": [ + [ + 2278, + 2291 + ], + [ + 2309, + 2322 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-47123-2", + "summary": "Cluster of 2 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 47123, + "issue_numbers": [], + "pr_numbers": [ + 47123, + 47280 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 47123, + "right_pr_number": 47280, + "code_similarity": 0.547, + "size_similarity": 0.522, + "file_overlap": 1.0, + "area_overlap": 0.368, + "patch_similarity": 0.093, + "shared_filenames": [ + "tests/models/minimax_m3_vl/test_modeling_minimax_m3_vl.py" + ], + "shared_file_areas": [ + { + "filename": "tests/models/minimax_m3_vl/test_modeling_minimax_m3_vl.py", + "left_ranges": [ + [ + 14, + 20 + ], + [ + 487, + 493 + ] + ], + "right_ranges": [ + [ + 14, + 21 + ], + [ + 481, + 499 + ], + [ + 520, + 530 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-47282-2", + "summary": "Cluster of 2 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 47380, + "issue_numbers": [], + "pr_numbers": [ + 47282, + 47380 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 47282, + "right_pr_number": 47380, + "code_similarity": 0.476, + "size_similarity": 0.5, + "file_overlap": 1.0, + "area_overlap": 0.194, + "patch_similarity": 0.056, + "shared_filenames": [ + "tests/models/mamba2/test_modeling_mamba2.py" + ], + "shared_file_areas": [ + { + "filename": "tests/models/mamba2/test_modeling_mamba2.py", + "left_ranges": [ + [ + 420, + 438 + ], + [ + 450, + 474 + ], + [ + 482, + 524 + ] + ], + "right_ranges": [ + [ + 18, + 24 + ], + [ + 406, + 419 + ], + [ + 426, + 432 + ], + [ + 457, + 463 + ], + [ + 487, + 493 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-47304-2", + "summary": "Cluster of 2 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 47367, + "issue_numbers": [], + "pr_numbers": [ + 47304, + 47367 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 47304, + "right_pr_number": 47367, + "code_similarity": 0.155, + "size_similarity": 0.738, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.048, + "shared_filenames": [], + "shared_file_areas": [] + } + ] + }, + { + "cluster_id": "cluster-44018-2", + "summary": "Cluster of 2 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 44068, + "issue_numbers": [], + "pr_numbers": [ + 44018, + 44068 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 44018, + "right_pr_number": 44068, + "code_similarity": 0.766, + "size_similarity": 0.939, + "file_overlap": 1.0, + "area_overlap": 0.425, + "patch_similarity": 0.866, + "shared_filenames": [ + "src/transformers/models/gpt_neo/modeling_gpt_neo.py", + "tests/models/gpt_neo/test_modeling_gpt_neo.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/gpt_neo/modeling_gpt_neo.py", + "left_ranges": [ + [ + 26, + 46 + ], + [ + 138, + 143 + ], + [ + 182, + 187 + ], + [ + 283, + 295 + ], + [ + 327, + 341 + ], + [ + 348, + 354 + ], + [ + 360, + 369 + ], + [ + 399, + 406 + ], + [ + 411, + 419 + ], + [ + 428, + 433 + ], + [ + 472, + 492 + ], + [ + 507, + 513 + ], + [ + 519, + 528 + ], + [ + 541, + 559 + ], + [ + 562, + 567 + ], + [ + 595, + 601 + ], + [ + 607, + 614 + ], + [ + 627, + 643 + ], + [ + 685, + 690 + ], + [ + 708, + 714 + ], + [ + 720, + 727 + ], + [ + 740, + 757 + ], + [ + 761, + 766 + ], + [ + 780, + 786 + ], + [ + 791, + 798 + ], + [ + 807, + 822 + ], + [ + 840, + 845 + ] + ], + "right_ranges": [ + [ + 26, + 31 + ], + [ + 34, + 44 + ], + [ + 136, + 141 + ], + [ + 180, + 185 + ], + [ + 281, + 293 + ], + [ + 325, + 339 + ], + [ + 346, + 352 + ], + [ + 358, + 367 + ], + [ + 397, + 404 + ], + [ + 409, + 417 + ], + [ + 426, + 434 + ], + [ + 463, + 483 + ], + [ + 498, + 504 + ], + [ + 510, + 519 + ], + [ + 532, + 550 + ], + [ + 553, + 564 + ], + [ + 586, + 592 + ], + [ + 598, + 605 + ], + [ + 618, + 634 + ], + [ + 676, + 688 + ], + [ + 699, + 705 + ], + [ + 711, + 718 + ], + [ + 731, + 748 + ], + [ + 752, + 762 + ], + [ + 771, + 777 + ], + [ + 782, + 789 + ], + [ + 798, + 813 + ], + [ + 831, + 836 + ] + ] + }, + { + "filename": "tests/models/gpt_neo/test_modeling_gpt_neo.py", + "left_ranges": [ + [ + 458, + 464 + ] + ], + "right_ranges": [ + [ + 458, + 464 + ] + ] + } + ] + } + ] + } + ], + "duplicate_issues": [ + { + "cluster_id": "cluster-46894-8", + "canonical_issue_number": 46894, + "duplicate_issue_numbers": [ + 46901, + 47394 + ], + "reason": "Issues in cluster-46894-8 are treated as duplicates because they share closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-47138-4", + "canonical_issue_number": 47138, + "duplicate_issue_numbers": [ + 47139 + ], + "reason": "Issues in cluster-47138-4 are treated as duplicates because they share closing_reference, soft_similarity evidence." + }, + { + "cluster_id": "cluster-47301-5", + "canonical_issue_number": 47333, + "duplicate_issue_numbers": [ + 47332 + ], + "reason": "Issues in cluster-47301-5 are treated as duplicates because they share closing_reference, soft_similarity evidence." + } + ], + "duplicate_prs": [ + { + "cluster_id": "cluster-41211-3", + "canonical_pr_number": 44339, + "duplicate_pr_numbers": [ + 41356 + ], + "target_issue_number": 41211, + "reason": "PRs in cluster-41211-3 are treated as duplicates because they converge on issue #41211 with closing_reference evidence." + }, + { + "cluster_id": "cluster-43240-3", + "canonical_pr_number": 43251, + "duplicate_pr_numbers": [ + 43254 + ], + "target_issue_number": 43240, + "reason": "PRs in cluster-43240-3 are treated as duplicates because they converge on issue #43240 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-43451-2", + "canonical_pr_number": 43451, + "duplicate_pr_numbers": [ + 46836 + ], + "target_issue_number": null, + "reason": "PRs in cluster-43451-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-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-45157-6", + "canonical_pr_number": 47322, + "duplicate_pr_numbers": [ + 45157, + 46509, + 46658, + 47387 + ], + "target_issue_number": 47321, + "reason": "PRs in cluster-45157-6 are treated as duplicates because they converge on issue #47321 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-46159-3", + "canonical_pr_number": 46174, + "duplicate_pr_numbers": [ + 46780 + ], + "target_issue_number": 46159, + "reason": "PRs in cluster-46159-3 are treated as duplicates because they converge on issue #46159 with closing_reference evidence." + }, + { + "cluster_id": "cluster-46305-3", + "canonical_pr_number": 47162, + "duplicate_pr_numbers": [ + 46310 + ], + "target_issue_number": 46305, + "reason": "PRs in cluster-46305-3 are treated as duplicates because they converge on issue #46305 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-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-46894-8", + "canonical_pr_number": 46903, + "duplicate_pr_numbers": [ + 46895, + 46958, + 47090, + 47395 + ], + "target_issue_number": 46894, + "reason": "PRs in cluster-46894-8 are treated as duplicates because they converge on issue #46894 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-47123-2", + "canonical_pr_number": 47123, + "duplicate_pr_numbers": [ + 47280 + ], + "target_issue_number": null, + "reason": "PRs in cluster-47123-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-47138-4", + "canonical_pr_number": 47303, + "duplicate_pr_numbers": [ + 47140 + ], + "target_issue_number": 47138, + "reason": "PRs in cluster-47138-4 are treated as duplicates because they converge on issue #47138 with closing_reference, soft_similarity evidence." + }, + { + "cluster_id": "cluster-47282-2", + "canonical_pr_number": 47380, + "duplicate_pr_numbers": [ + 47282 + ], + "target_issue_number": null, + "reason": "PRs in cluster-47282-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-47301-5", + "canonical_pr_number": 47336, + "duplicate_pr_numbers": [ + 47301, + 47383 + ], + "target_issue_number": 47333, + "reason": "PRs in cluster-47301-5 are treated as duplicates because they converge on issue #47333 with closing_reference, soft_similarity evidence." + }, + { + "cluster_id": "cluster-47304-2", + "canonical_pr_number": 47367, + "duplicate_pr_numbers": [ + 47304 + ], + "target_issue_number": null, + "reason": "PRs in cluster-47304-2 are treated as duplicates because they share soft_similarity evidence." + } + ], + "best_issue": { + "cluster_id": "cluster-46894-8", + "issue_number": 46894, + "reason": "Issue #46894 is the strongest global issue candidate because it is open, belongs to a cluster with 8 artifacts, and carries 1 discussion comments plus 10 inbound references.", + "score": 192.0 + }, + "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/20260718T180026Z/analysis-runs/hybrid-model-20260718t180026z/analysis-report-hybrid.llm-reviews.json b/snapshots/20260718T180026Z/analysis-runs/hybrid-model-20260718t180026z/analysis-report-hybrid.llm-reviews.json new file mode 100644 index 0000000000000000000000000000000000000000..d42da3d26d194813689ec55879fa1a90cc1ca43c --- /dev/null +++ b/snapshots/20260718T180026Z/analysis-runs/hybrid-model-20260718t180026z/analysis-report-hybrid.llm-reviews.json @@ -0,0 +1,28403 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260718T180026Z", + "generated_at": "2026-07-18T18:09:05Z", + "model": "gpt-5.4-mini?service_tier=flex", + "reviews": [ + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-530", + "nodes": [ + "issue:24643", + "issue:30277", + "issue:34634", + "issue:34928", + "issue:35308", + "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: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:34928|issue:35308", + "issue:44841|issue:46661", + "issue:24643|issue:30277", + "issue:43716|issue:46869", + "issue:34928|issue:44805", + "issue:45685|issue:46869", + "issue:34928|issue:36331", + "issue:45859|issue:45902", + "issue:43638|issue:45161", + "issue:43596|issue:45161", + "issue:43716|issue:45507", + "issue:44292|issue:45237", + "issue:45874|issue:46294", + "issue:39290|issue:45081", + "issue:45800|issue:46515", + "issue:45823|issue:45874", + "issue:34928|issue:41720", + "issue:43425|issue:44292", + "issue:43828|issue:45161", + "issue:43541|issue:43716", + "issue:43828|issue:44292", + "issue:43716|issue:45685", + "issue:45507|issue:45685", + "issue:44292|issue:44918", + "issue:43716|issue:44292", + "issue:44918|issue:45161", + "issue:43039|issue:44918", + "issue:41762|issue:43638" + ], + "prepared_review_unit_hash": "9a400136cc34d904348faa448fd0abd472fb13ee6274a452a4b0d81aad08433e", + "component_budget": { + "node_count": 530, + "item_count": 530, + "soft_pair_count": 1954, + "serialized_chars": 1013004, + "estimated_input_tokens": 253251, + "estimated_eval_tokens": 506758 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 56, + "serialized_chars": 44518, + "estimated_input_tokens": 11130, + "estimated_eval_tokens": 22516 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous cluster. The only clear duplicate subcluster is the DeepSpeed ZeRO-3 BERT IndexError pair (43596/43638); the other issues span different models, hardware paths, docs, and export/inference bugs.", + "confidence": 0.94, + "canonical_issue_reason": "issue:43596 is the best canonical issue because it is one of the only true duplicates in the set and gives a concrete, reproducible DeepSpeed ZeRO-3/BERT IndexError that matches 43638 almost exactly.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43596 is the best global issue choice because it represents the only confirmed duplicate pair and is the clearest, most self-contained report for that bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Different failures: Qwen3_5Config missing num_attention_heads versus a Qwen3.5-0.8B streaming chat/completions error." + }, + { + "left": "issue:45237", + "right": "issue:45685", + "accept": false, + "reason": "Different model/platform bugs: GPT-OSS on AMD GPUs versus an MPS histogram kernel limitation for Int." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Different root causes and subsystems: image preprocessor/model dtype mismatch versus AMD GPU device issues." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to GPT-OSS failing on AMD GPUs." + }, + { + "left": "issue:45237", + "right": "issue:46468", + "accept": false, + "reason": "Different models and code paths: GPT-OSS AMD GPU failure versus a broken Nemotron example." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "Different bugs: AMD GPU compatibility failure versus GraniteMoEHybrid calling an invalid method." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "DeepSpeed collective mismatch and ModernBERT ONNX export are different failures." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "ONNX export error and Qwen3Moe FineGrainedFP8 failure are unrelated." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "Different code paths: ONNX export failure versus a CUDA assert during auto device mapping." + }, + { + "left": "issue:45901", + "right": "issue:46015", + "accept": false, + "reason": "Task crash and outdated RAG docs are not the same underlying issue." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "ModernBERT ONNX export is unrelated to the GenerationMixin import error." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are v5 docs issues, but they cover different removed documentation topics and are not the same change." + }, + { + "left": "issue:44918", + "right": "issue:46165", + "accept": false, + "reason": "TRL SFT embedding unpacking and resume-training with trust_remote_code are different bugs." + }, + { + "left": "issue:46165", + "right": "issue:46869", + "accept": false, + "reason": "Resume-training/trust_remote_code bug is unrelated to YOLO multi-GPU device_map auto failure." + }, + { + "left": "issue:44805", + "right": "issue:45823", + "accept": false, + "reason": "Mask/tensor shape mismatch is a different root cause from Gemma4 PLE device mismatch." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Both involve IndexError, but ZeRO-3/BERT init and mask-shape indexing are different bugs." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Different error shapes and code paths; not the same underlying bug." + }, + { + "left": "issue:44805", + "right": "issue:46294", + "accept": false, + "reason": "Tensor mask mismatch is unrelated to Qwen3.5 video token/feature mismatch." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Different failures: mask/tensor indexing versus GPT-OSS tensor-parallel behavior." + }, + { + "left": "issue:44560", + "right": "issue:46165", + "accept": false, + "reason": "Qwen3-vl video StopIteration is unrelated to resume-training with local models and trust_remote_code." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "BarkProcessor voice_preset bug is unrelated to ModernBERT ONNX export." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Both involve DeepSpeed, but the concrete failures differ: collective mismatch versus zero-sized tensor IndexError." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Near-identical DeepSpeed ZeRO-3 BERT reports with the same out-of-bounds index-0 failure during initialization." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger cross_entropy being called is a different issue from GPT-OSS tensor-parallel failure." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Incorrect detokenization and LoRA merge/reload output mismatch are different bugs." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Qwen-3 NVFP4 runtime error is unrelated to LoRA save/load mismatch." + }, + { + "left": "issue:34928", + "right": "issue:35308", + "accept": false, + "reason": "Activation-checkpoint/FSDP recomputation mismatch and IterableDataset length mismatch are different distributed-training bugs." + }, + { + "left": "issue:44841", + "right": "issue:46661", + "accept": false, + "reason": "Processor failure for Voxtral is unrelated to the remote-code config_class AttributeError." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "Different DeepSpeed failures: 2-D weight runtime error versus collective mismatch." + }, + { + "left": "issue:43716", + "right": "issue:46869", + "accept": false, + "reason": "Different models and causes: image preprocessing dtype mismatch versus YOLO multi-GPU device-map failure." + }, + { + "left": "issue:45685", + "right": "issue:46869", + "accept": false, + "reason": "MPS histogram kernel limitation is unrelated to YOLO device-map auto failure." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Torch version incompatibility is not the same as a Qwen NVFP4 model runtime error." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is a different bug from GPT-OSS tensor-parallel failure." + }, + { + "left": "issue:43541", + "right": "issue:43716", + "accept": false, + "reason": "Torch dynamo grouped_mm tracing error is unrelated to Mistral-3 image dtype mismatch." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Different model families and failure modes." + }, + { + "left": "issue:43716", + "right": "issue:45685", + "accept": false, + "reason": "Different subsystem and hardware-specific failures." + }, + { + "left": "issue:45507", + "right": "issue:45685", + "accept": false, + "reason": "GraniteMoEHybrid invalid method is unrelated to the MPS histogram Int limitation." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "Different Qwen-related failures with different triggers and stack behavior." + }, + { + "left": "issue:43716", + "right": "issue:44292", + "accept": false, + "reason": "Different model and runtime issues." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same underlying ZeRO-3 BERT initialization bug and essentially the same error report." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Mostly conservative, but I\u2019d reject for precision: one soft-edge reason misstates the packet (issue:44322 is titled about Qwen3_5Config lacking num_attention_heads, not Qwen3.5_5Moe), which makes the evidence handling less exact than required. The summary is otherwise plausible, but the review needs to stay tighter to the provided titles." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 2, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-530", + "nodes": [ + "issue:30277", + "issue:34928", + "issue:35308", + "issue:36010", + "issue:36331", + "issue:39290", + "issue:41093", + "issue:41720", + "issue:41762", + "issue:42617", + "issue:43039", + "issue:43296", + "issue:43425", + "issue:43531", + "issue:43596", + "issue:43638", + "issue:43792", + "issue:43827", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43872", + "issue:43901", + "issue:43975", + "issue:44292", + "issue:44512", + "issue:44560", + "issue:44589", + "issue:44805", + "issue:44841", + "issue:44863", + "issue:45020", + "issue:45070", + "issue:45237", + "issue:45685", + "issue:45800", + "issue:45812", + "issue:45823", + "issue:45901", + "issue:45920", + "issue:46015", + "issue:46294", + "issue:46304", + "issue:46402", + "issue:46772", + "issue:46901", + "issue:47394" + ], + "soft_pairs": [ + "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", + "issue:45800|issue:46304", + "issue:43296|issue:46304", + "issue:39290|issue:41720", + "issue:43866|issue:46402", + "issue:41762|issue:43596", + "issue:45237|issue:45901", + "issue:44589|issue:46304", + "issue:43901|issue:44512", + "issue:43039|issue:44560", + "issue:44841|issue:45823", + "issue:45823|issue:46294", + "issue:43975|issue:46015", + "issue:43866|issue:46772", + "issue:45020|issue:46304", + "issue:44863|issue:46015", + "issue:35308|issue:42617", + "issue:45812|issue:45920", + "issue:46901|issue:47394", + "issue:44292|issue:46015", + "issue:43872|issue:46304", + "issue:39290|issue:43531", + "issue:43866|issue:44863", + "issue:41093|issue:43638", + "issue:43792|issue:45901", + "issue:43854|issue:43866", + "issue:43425|issue:45070" + ], + "prepared_review_unit_hash": "ca06b3e7403c76a2f7235fb71c4a34eee0e0e1b8ce5f6b6c75b229347550b0ee", + "component_budget": { + "node_count": 530, + "item_count": 530, + "soft_pair_count": 1954, + "serialized_chars": 1013004, + "estimated_input_tokens": 253251, + "estimated_eval_tokens": 506758 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 36962, + "estimated_input_tokens": 9241, + "estimated_eval_tokens": 18738 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are unrelated despite surface-level keyword similarity. I only accept a few where the titles point to the same concrete regression/path: Zero-3 init index-out-of-bounds, AutoTokenizer wrong IDs, and double-shifted training loss.", + "confidence": 0.78, + "canonical_issue_reason": "issue:45920 is the strongest canonical issue candidate: it describes the broad v5 AutoTokenizer regression across multiple models, and it cleanly subsumes the narrower Granite-only report (#45812).", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the best overall issue to keep as the canonical duplicate target because it is broad, specific about the regression, and already aggregates community evidence.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs-related, but they refer to different removed surfaces (pipeline() vs run command) and do not describe the same bug." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Different failures and code paths: autocast dtype mismatch vs MPS histogram op not implemented for Int." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "One is a Liger Kernel cross-entropy complaint; the other is an autocast dtype mismatch. Too different." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "Unrelated training/distributed errors: collective mismatch with ZeRO3 vs compute_loss API breakage." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "Activation checkpointing/FSDP tensor-size mismatch is unrelated to the GenerationMixin import error." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "AMD GPU runtime failure and outdated RAG docs are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Both mention shape/mask problems, but the underlying reports are different and not the same code-path." + }, + { + "left": "issue:45800", + "right": "issue:46304", + "accept": false, + "reason": "These are separate compatibility regressions: torch/transformers versioning vs USE_DISTRIBUTED=0 support." + }, + { + "left": "issue:43296", + "right": "issue:46304", + "accept": false, + "reason": "Different model-loading failure in vLLM vs distributed-build incompatibility." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Different model families and different failures: missing sliding_window_pattern vs cudaErrorAssert in auto device mapping." + }, + { + "left": "issue:43866", + "right": "issue:46402", + "accept": false, + "reason": "Checkpoint corruption/loader failure for Ovis2 is not the same issue as Sam3Model weights not loading." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": true, + "reason": "Both report the same underlying DeepSpeed ZeRO-3 index-out-of-bounds on loading a model, with nearly identical failure mode and code path." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "Different tasks and failure modes; no evidence they share the same underlying bug." + }, + { + "left": "issue:44589", + "right": "issue:46304", + "accept": false, + "reason": "Float8 storage lookup error is unrelated to the distributed build compatibility regression." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs issues, but they concern different documented behaviors and removals." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Cross-entropy being called by Liger Kernel is unrelated to Qwen3-VL video StopIteration." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Different models and failures: processor handling vs device-mapped forward mismatch." + }, + { + "left": "issue:45823", + "right": "issue:46294", + "accept": false, + "reason": "Different subsystems and symptoms: device_map forward mismatch vs chat-template video token mismatch." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "Detokenization regression is unrelated to outdated RAG examples." + }, + { + "left": "issue:43866", + "right": "issue:46772", + "accept": false, + "reason": "Checkpoint corruption vs ModelOpt/NVFP4 compatibility are different problems." + }, + { + "left": "issue:45020", + "right": "issue:46304", + "accept": false, + "reason": "Remote-code regressions and distributed-build incompatibility are not the same bug." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "NemotronH checkpoint loading and RAG docs are unrelated." + }, + { + "left": "issue:35308", + "right": "issue:42617", + "accept": false, + "reason": "Both involve multi-GPU contexts, but the actual crashes are different and not clearly the same code path." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Both describe the same v5 AutoTokenizer regression producing wrong token IDs; #45920 is the broader report and #45812 is a narrower model-specific instance." + }, + { + "left": "issue:46901", + "right": "issue:47394", + "accept": true, + "reason": "Both point to the same training-loss double-shift regression in causal LM code; the GitForCausalLM report adds an extra symptom, but the core bug matches." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime failure is unrelated to outdated RAG docs." + }, + { + "left": "issue:43872", + "right": "issue:46304", + "accept": false, + "reason": "bitsandbytes Int8Params incompatibility is unrelated to the distributed build issue." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding_window, but they affect different model/config paths and are not clearly the same bug." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Different model-loading failures; no evidence of a shared root cause." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Similar-looking indexing errors, but one is a mask shape mismatch and the other is a ZeRO-3 zero-size index error." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper loading/runtime failure is unrelated to table-question-answering crashes." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "Unit-test loading failure for GLM-4.7-Flash is not the same as a corrupted Ovis2 checkpoint." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch 2.10 compatibility and a pydantic PretrainedConfig regression are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is conservative and grounded in the packet: it only accepts a few pairs that clearly share the same concrete failure mode (ZeRO-3 index-out-of-bounds, AutoTokenizer wrong IDs, and double-shifted training loss), and the canonical-issue choice of issue:45920 over issue:45812 is well supported by the broader title and the duplicate relationship. I did not see evidence of overstatement in the remaining rejects." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 3, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-530", + "nodes": [ + "issue:36010", + "issue:39186", + "issue:39290", + "issue:41093", + "issue:41762", + "issue:43054", + "issue:43296", + "issue:43366", + "issue:43404", + "issue:43531", + "issue:43541", + "issue:43572", + "issue:43596", + "issue:43716", + "issue:43792", + "issue:43828", + "issue:43866", + "issue:43872", + "issue:43975", + "issue:43994", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44479", + "issue:44805", + "issue:44841", + "issue:44918", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45084", + "issue:45362", + "issue:45399", + "issue:45464", + "issue:45507", + "issue:45685", + "issue:45759", + "issue:45800", + "issue:45823", + "issue:45901", + "issue:45902", + "issue:46165", + "issue:46294", + "issue:46468", + "issue:46640", + "issue:46661", + "issue:46869", + "issue:47228" + ], + "soft_pairs": [ + "issue:43541|issue:47228", + "issue:43975|issue:45901", + "issue:43596|issue:45800", + "issue:43792|issue:45070", + "issue:45362|issue:45464", + "issue:43541|issue:46869", + "issue:44292|issue:45901", + "issue:39290|issue:45823", + "issue:45464|issue:45685", + "issue:36010|issue:39290", + "issue:43541|issue:45685", + "issue:43541|issue:43828", + "issue:44841|issue:45084", + "issue:45507|issue:46869", + "issue:43404|issue:43866", + "issue:41093|issue:41762", + "issue:45399|issue:46661", + "issue:43572|issue:45070", + "issue:45800|issue:45823", + "issue:43872|issue:47228", + "issue:44805|issue:44918", + "issue:43828|issue:45464", + "issue:43716|issue:47228", + "issue:43296|issue:43366", + "issue:43366|issue:45464", + "issue:44291|issue:45070", + "issue:43531|issue:45070", + "issue:44387|issue:45005", + "issue:46869|issue:47228", + "issue:45020|issue:45800", + "issue:45507|issue:47228", + "issue:43716|issue:46294", + "issue:41093|issue:43596", + "issue:44479|issue:46294", + "issue:43054|issue:43994", + "issue:46468|issue:46869", + "issue:43596|issue:46165", + "issue:45759|issue:45902", + "issue:46640|issue:46661", + "issue:39186|issue:44918", + "issue:43716|issue:44918" + ], + "prepared_review_unit_hash": "fdb555bdfbfc411514e38acdf9b4f09251f604e6cb009d2a960a42661a9f5ce0", + "component_budget": { + "node_count": 530, + "item_count": 530, + "soft_pair_count": 1954, + "serialized_chars": 1013004, + "estimated_input_tokens": 253251, + "estimated_eval_tokens": 506758 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 41, + "serialized_chars": 39837, + "estimated_input_tokens": 9960, + "estimated_eval_tokens": 20176 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issue set with one strong soft-duplicate pair around Qwen3.5 video-input regressions. I\u2019d use the broad remote-code regression report as the best issue representative.", + "confidence": 0.79, + "canonical_issue_reason": "issue:45020 is the broadest, most representative regression report in the set; it captures a general recent-version compatibility break affecting remote_code models, while most other candidates are narrower, model-specific symptoms.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the best standalone representative because it is broad, cross-model, and framed as a general transformers regression rather than a single downstream symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43541", + "right": "issue:47228", + "accept": false, + "reason": "Different failures: Mixtral grouped_mm tracing error vs Sam3 bf16 compilation regression." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Different subsystems and symptoms: detokenization bug vs table-question-answering crash." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "Zero-3/BertModel loading failure is unrelated to torch/transformers version incompatibility." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper runtime failure and a PretrainedConfig pydantic-field regression are not the same bug." + }, + { + "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 clearly one code path." + }, + { + "left": "issue:43541", + "right": "issue:46869", + "accept": false, + "reason": "Mixtral tracing/grouped_mm issue is unrelated to YOLO multi-GPU device-map behavior." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "NVFP4 model load error is unrelated to table-question-answering crashes." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3 sliding_window_pattern/vLLM issue is different from Gemma4 PLE device mismatch." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Qwen3.5 streaming inference failure is unrelated to the MPS histogram op error." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "ImportError for GenerationMixin is unrelated to Gemma3 sliding_window_pattern behavior." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Different models and code paths: Mixtral tracing vs MPS MoE histogram failure." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Both are MoE-related, but grouped_mm tracing and autocast dtype mismatch are distinct failures." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Voxtral processor failure is unrelated to the non-template node compilation error." + }, + { + "left": "issue:45507", + "right": "issue:46869", + "accept": false, + "reason": "GraniteMoEHybrid invalid method call is not the same bug as YOLO device-map auto failure." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Tied lm_head weights and a corrupted Ovis2 checkpoint are different problems." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are index/shape errors, but the mask-shape mismatch and ZeRO-3 empty-tensor index-out-of-bounds are distinct." + }, + { + "left": "issue:45399", + "right": "issue:46661", + "accept": false, + "reason": "Flash-Attn fallback gating and remote-code config_class errors do not share the same code path." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Missing StableLmConfig pad_token_idx and a pydantic PretrainedConfig field regression are different config issues." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Torch/transformers version incompatibility is unrelated to Gemma4 device placement mismatch." + }, + { + "left": "issue:43872", + "right": "issue:47228", + "accept": false, + "reason": "bitsandbytes Int8Params API incompatibility is unrelated to Sam3 compilation regression." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Both mention tensor shape problems, but one is a generic mask-shape error and the other is a Qwen3.5/TRl embedding unpacking issue." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to Qwen3.5 streaming API failure." + }, + { + "left": "issue:43716", + "right": "issue:47228", + "accept": false, + "reason": "Mistral-3 image preprocessor dtype mismatch and Sam3 bf16 compilation regression are unrelated." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "PaddleOCR-VL loading in vLLM and GGUF gpt-oss support are different feature areas." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "GGUF architecture support and Qwen3.5 streaming inference failure are unrelated." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "init_empty_weights/_is_hf_initialized TypeError is a different failure from the pydantic PretrainedConfig field regression." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to the PretrainedConfig pydantic-model bug." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "int4 CUDA memory/OOM regression and tied-weights translation-model issues are different bugs." + }, + { + "left": "issue:46869", + "right": "issue:47228", + "accept": false, + "reason": "YOLO multi-GPU device-map problems are unrelated to Sam3 bf16 compilation regressions." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Both are broad compatibility reports, but one is about remote_code models and the other is torch-version incompatibility." + }, + { + "left": "issue:45507", + "right": "issue:47228", + "accept": false, + "reason": "GraniteMoEHybrid invalid method call is unrelated to Sam3 bf16 compilation." + }, + { + "left": "issue:43716", + "right": "issue:46294", + "accept": false, + "reason": "Different multimodal bugs: image preprocessor dtype mismatch vs video feature/token mismatch." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Mask-length mismatch and zero-size index-out-of-bounds during load are not the same issue." + }, + { + "left": "issue:44479", + "right": "issue:46294", + "accept": true, + "reason": "Both describe the same Qwen3.5-family video input regression, with 46294 looking like a specific manifestation of the broader bug in 44479." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Both involve SigLIP2, but the reported symptoms differ enough that they are not clearly the same concrete bug." + }, + { + "left": "issue:46468", + "right": "issue:46869", + "accept": false, + "reason": "Nemotron example breakage is unrelated to YOLO multi-GPU device-map behavior." + }, + { + "left": "issue:43596", + "right": "issue:46165", + "accept": false, + "reason": "ZeRO-3/BertModel loading failure and remote-code resume-training issue are different problems." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Composite-config unwrapping and uninitialized rotary-embedding memory are separate bugs." + }, + { + "left": "issue:46640", + "right": "issue:46661", + "accept": false, + "reason": "Flash Attention 2 issue and remote-code model_class/config_class error are unrelated." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP 2-D weight error is unrelated to Qwen3.5/TRl embedding unpacking." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Image-preprocessor dtype mismatch is unrelated to Qwen3.5 embedding unpacking under TRL." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall. The representative issue choice is conservative and supported by the packet, and the soft-edge verdicts generally avoid overstating duplicates. The one accepted pair (44479/46294) looks plausibly like the same Qwen3.5 video-input regression at different specificity levels." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 4, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-530", + "nodes": [ + "issue:33666", + "issue:35308", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:40990", + "issue:41762", + "issue:42915", + "issue:43054", + "issue:43404", + "issue:43644", + "issue:43645", + "issue:43828", + "issue:43872", + "issue:43873", + "issue:43950", + "issue:43975", + "issue:44292", + "issue:44360", + "issue:44492", + "issue:44512", + "issue:44530", + "issue:44534", + "issue:44589", + "issue:44863", + "issue:44918", + "issue:44928", + "issue:44960", + "issue:45005", + "issue:45183", + "issue:45399", + "issue:45507", + "issue:45632", + "issue:45698", + "issue:45701", + "issue:45902", + "issue:45920", + "issue:45987", + "issue:46032", + "issue:46463", + "issue:46489", + "issue:46491", + "issue:46858", + "issue:46899", + "issue:46932", + "issue:47246", + "issue:47332", + "issue:47333" + ], + "soft_pairs": [ + "issue:43645|issue:45399", + "issue:40990|issue:44960", + "issue:42915|issue:45399", + "issue:45632|issue:45698", + "issue:43404|issue:45005", + "issue:43873|issue:45005", + "issue:44360|issue:44512", + "issue:35308|issue:36331", + "issue:44492|issue:44512", + "issue:44918|issue:45507", + "issue:44530|issue:45005", + "issue:43975|issue:44292", + "issue:45183|issue:46463", + "issue:44863|issue:45005", + "issue:35308|issue:42915", + "issue:39692|issue:43054", + "issue:46489|issue:46491", + "issue:43950|issue:44534", + "issue:36331|issue:41762", + "issue:43644|issue:43950", + "issue:33666|issue:35308", + "issue:46032|issue:47246", + "issue:43872|issue:44589", + "issue:46899|issue:46932", + "issue:43054|issue:45701", + "issue:45920|issue:46489", + "issue:38175|issue:43054", + "issue:47332|issue:47333", + "issue:43828|issue:44928", + "issue:45987|issue:46858", + "issue:43950|issue:45902" + ], + "prepared_review_unit_hash": "8fd0cd03b24e8a44694e7bfc8ee18d0bb7a21d7f6d527c14e5f8780ed824a9a6", + "component_budget": { + "node_count": 530, + "item_count": 530, + "soft_pair_count": 1954, + "serialized_chars": 1013004, + "estimated_input_tokens": 253251, + "estimated_eval_tokens": 506758 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37131, + "estimated_input_tokens": 9283, + "estimated_eval_tokens": 18822 + }, + "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 sets: the v5 non-persistent-buffer regression, the Gemma4 quantized embedder dtype-cast bug, the Qwen3 offloading save failure, and the StaticCache get_seq_length contract issue. A couple of other pairs are thematically related but not the same concrete bug.", + "confidence": 0.71, + "canonical_issue_reason": "Issue #43950 is the clearest and broadest statement of the shared v5 non-persistent-buffer regression, and it best covers the closely related follow-ups.", + "canonical_pr_reason": null, + "best_issue_reason": "#43950 is the strongest hub issue for the cluster\u2019s duplicate set around non-persistent buffer corruption and has the cleanest root-cause framing.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Unrelated problems: custom model initialization in notebooks vs flash-attn fallback gating." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "Different bugs and models: high perplexity on gpt-oss vs GLM5 model issue." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "FP8 quantization failure on Qwen3Moe is unrelated to flash-attn fallback checks." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": false, + "reason": "Both involve custom-module loading, but the symptoms and failure modes differ enough to avoid treating as the same bug." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights, but they target different model families and code paths." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/offloading behavior is unrelated to tied-weights regressions." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "DSA indexer discussion is unrelated to a docs typo about the removed run command." + }, + { + "left": "issue:35308", + "right": "issue:36331", + "accept": false, + "reason": "Different failure classes: iterable-dataset multi-GPU crash vs compute_loss signature change." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "A cache-strategy typo is not the same as outdated docs about the removed run command." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Different model-specific runtime failures; no shared concrete bug." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash is unrelated to tied-weight handling." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Tokenizer detokenization issues for different models are not the same bug." + }, + { + "left": "issue:45183", + "right": "issue:46463", + "accept": false, + "reason": "Both are validation/error-message issues, but they affect different validation paths and are not clearly the same underlying defect." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "Checkpoint loading for NemotronH is unrelated to tied-weight regressions." + }, + { + "left": "issue:35308", + "right": "issue:42915", + "accept": false, + "reason": "Completely different topics: dataloader/multi-GPU crash vs FP8 quantization failure." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "SigLIP2 docs errors and SigLIP2 embedding quality are related to the same model family but not the same concrete bug." + }, + { + "left": "issue:46489", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but they hit different models and different observed behavior." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Same non-persistent-buffer regression in v5; 44534 is a near-duplicate phrasing of the corruption/junk-buffer issue." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Unexpected compute_loss kwarg and ZeRO-3 load-time index error are unrelated." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": true, + "reason": "Same v5 non-persistent-buffer corruption bug, with 43644 describing the same junk-filled buffer symptom." + }, + { + "left": "issue:33666", + "right": "issue:35308", + "accept": false, + "reason": "Both mention multi-GPU training, but the model and failure mechanism are different." + }, + { + "left": "issue:46032", + "right": "issue:47246", + "accept": false, + "reason": "Both concern Mamba2-family recurrence, but one is a generic use_cache correctness bug and the other is a NemotronH slow-path propagation issue." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Different quantization/storage errors with different root causes." + }, + { + "left": "issue:46899", + "right": "issue:46932", + "accept": true, + "reason": "Same Gemma4 quantized vision/audio embedder dtype-cast bug; 46932 is the follow-up fix issue." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "SigLIP2 embedding quality and tokenization-version changes are different bugs." + }, + { + "left": "issue:45920", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but the affected models and failure modes differ." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Unexpected zero probabilities and worse text embeddings are not the same concrete SigLIP2 issue." + }, + { + "left": "issue:47332", + "right": "issue:47333", + "accept": true, + "reason": "Same offloading save failure for disk-offloaded Qwen3 models; only the model name differs." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Autocast dtype mismatch and RLHF NaN explosion from 3D position_ids are different bugs." + }, + { + "left": "issue:45987", + "right": "issue:46858", + "accept": true, + "reason": "Same StaticCache.get_seq_length contract bug: it returns a tensor instead of a plain int, breaking downstream arithmetic." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": true, + "reason": "Same non-persistent-buffer regression family; 45902 is a specific manifestation via uninitialized `inv_freq` after materialization." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall: the accepted duplicate pairs are supported by the titles and the cluster summary stays conservative. The rejected soft edges are mostly appropriately cautious, with no clear overstatement of evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 5, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-530", + "nodes": [ + "issue:24643", + "issue:28530", + "issue:41553", + "issue:41762", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43404", + "issue:43493", + "issue:43643", + "issue:43782", + "issue:43824", + "issue:43827", + "issue:43828", + "issue:43856", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:44368", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44509", + "issue:44661", + "issue:44910", + "issue:44960", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45237", + "issue:45356", + "issue:45399", + "issue:45488", + "issue:45663", + "issue:45685", + "issue:45715", + "issue:45759", + "issue:45823", + "issue:45859", + "issue:45902", + "issue:46315", + "issue:46489", + "issue:46661", + "issue:46869" + ], + "soft_pairs": [ + "issue:43054|issue:43493", + "issue:44910|issue:45859", + "issue:45663|issue:45902", + "issue:44403|issue:44451", + "issue:42947|issue:44387", + "issue:24643|issue:28530", + "issue:43975|issue:45237", + "issue:44403|issue:44488", + "issue:41762|issue:42915", + "issue:43643|issue:45020", + "issue:44991|issue:45399", + "issue:42947|issue:43856", + "issue:45081|issue:45399", + "issue:43824|issue:43872", + "issue:45685|issue:45823", + "issue:41553|issue:43883", + "issue:45020|issue:45823", + "issue:43782|issue:44960", + "issue:44661|issue:45020", + "issue:43828|issue:45823", + "issue:45020|issue:45356", + "issue:41553|issue:43881", + "issue:42491|issue:44368", + "issue:43872|issue:46869", + "issue:45759|issue:46661", + "issue:45715|issue:46315", + "issue:45020|issue:46661", + "issue:45488|issue:46489", + "issue:43404|issue:43950", + "issue:43827|issue:44509", + "issue:43881|issue:43883" + ], + "prepared_review_unit_hash": "47656424ac07705379ab1645ef65bc607edbabd3c8fa8245c715d5190d698238", + "component_budget": { + "node_count": 530, + "item_count": 530, + "soft_pair_count": 1954, + "serialized_chars": 1013004, + "estimated_input_tokens": 253251, + "estimated_eval_tokens": 506758 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37489, + "estimated_input_tokens": 9373, + "estimated_eval_tokens": 19002 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is semantically related but not made of true duplicates: most items are separate regressions around model loading, tokenizers, or device/memory behavior. I would use issue 45020 as the best umbrella representative for the broad remote-code loading regression theme, but I would not merge any of the soft-edge pairs.", + "confidence": 0.69, + "canonical_issue_reason": "issue:45020 is the broadest and most central representative here: it describes a general class of recent-version breakages for remote-code models, which matches several of the loading-failure reports better than the narrower, model-specific issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the best single issue to summarize the dominant cluster theme because it captures the widest shared symptom set without being tied to one specific model or subsystem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "Both concern SigLIP2 text-embedding quality/implementation, but one is a performance complaint and the other is a HF-vs-JAX discrepancy report; not enough evidence they are the same concrete bug." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Both mention Qwen3.5/MoE and runtime behavior, but one is a FlashAttention crash from 3D position_ids handling while the other is CPU-offload incompatibility in rotary embeddings; different failure paths." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Both involve Gemma4/Qwen-style training edge cases, but the KeyError in FSDP2 attention and the uninitialized-memory bug after meta-to-empty materialization are distinct defects." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Generic loading noise vs inability to load a specific model; the titles do not point to the same underlying bug." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Gradient checkpointing with LoRA and increased CUDA reserved memory under int4 quantization are unrelated training regressions." + }, + { + "left": "issue:24643", + "right": "issue:28530", + "accept": false, + "reason": "DeepSpeed weight-dimension error vs early-stopping metric configuration warning; completely different subsystems." + }, + { + "left": "issue:43975", + "right": "issue:45237", + "accept": false, + "reason": "Tokenizer detokenization regression and AMD GPU model-loading failure are unrelated." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "These are both model-loading complaints, but they target different models and likely different root causes." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Gemma3 ZeRO-3 loading crash and Qwen3Moe FineGrainedFP8 failure are separate model-specific issues." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Missing fields from AutoConfig with trust_remote_code=True is related to remote-code loading, but it is a narrower configuration bug, not the same concrete issue as the broader remote-code regression report." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading failure for one model and flash-attn fallback blocking for another are different code paths." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "LoRA checkpointing behavior and Qwen3 MoE memory usage are different problems despite both involving training efficiency." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Mistral regex patch crash in tokenizer loading and flash-attn fallback gating are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "ImportError for a missing VL class and bitsandbytes Int8Params incompatibility are distinct API/regression issues." + }, + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "MPS histogram support in MoE and Gemma4 PLE device mismatch are different backend/device bugs." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Bad AutoTokenizer error message for Voxtral and missing all_tied_weights_keys on Molmo are unrelated model-specific issues." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Remote-code loading regressions and Gemma4 device-map forward mismatch are different problem classes." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Qwen3VL weight_only=True load error and the generic GLM5 issue do not describe the same failure." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "Failure in add-new-model-like for TOKENIZER_MAPPING_NAMES is a registry-management bug, not the same as the broader remote-code loading regression." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE-instruct and Gemma4 PLE device mismatch are separate runtime issues." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "General remote-code breakage and the Kimi-K2.5 tokenizer regression have different symptoms and likely different fixes." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Bad AutoTokenizer error messaging for Voxtral and glm-4v-9b load failure are not the same bug." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "LoRA compatibility across versions and a tie_word_embeddings warning during Qwen3.5 fine-tuning are not duplicates." + }, + { + "left": "issue:43872", + "right": "issue:46869", + "accept": false, + "reason": "bitsandbytes Int8Params incompatibility and YOLO multi-GPU device-map failure are unrelated." + }, + { + "left": "issue:45759", + "right": "issue:46661", + "accept": false, + "reason": "Composite Qwen config unwrapping and remote-code model_class.config_class AttributeError are both AutoModel-related, but they are different code paths and not clearly the same bug." + }, + { + "left": "issue:45715", + "right": "issue:46315", + "accept": false, + "reason": "Slow-tokenizer conversion inefficiency in two different methods is performance-related, but the titles point to separate hot paths and not one shared defect." + }, + { + "left": "issue:45020", + "right": "issue:46661", + "accept": false, + "reason": "Remote-code breakage is broad, but this is a specific AutoModel.from_pretrained AttributeError with remote-code models, not the same concrete issue as the umbrella report." + }, + { + "left": "issue:45488", + "right": "issue:46489", + "accept": false, + "reason": "Both are DeepSeek tokenizer regressions, but one is a ByteLevel-vs-Metaspace override issue and the other is an incorrect detokenization gap from a prior fix; too different to merge." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "lm_head tying bug in Mistral3 and non-persistent buffer corruption during from_pretrained are different state-loading problems." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": false, + "reason": "These are both docs cleanups after pipeline removals, but the pair is not explicitly the same artifact set and the titles suggest separate documentation mentions." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "glm-4v-9b loading failure and Molmo missing all_tied_weights_keys are different model-specific loading errors." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 6, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-530", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36331", + "issue:41093", + "issue:41553", + "issue:42617", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43366", + "issue:43531", + "issue:43596", + "issue:43638", + "issue:43716", + "issue:43792", + "issue:43824", + "issue:43828", + "issue:43854", + "issue:43940", + "issue:43950", + "issue:43957", + "issue:44155", + "issue:44220", + "issue:44479", + "issue:44488", + "issue:44530", + "issue:44560", + "issue:44589", + "issue:44805", + "issue:44863", + "issue:44928", + "issue:44991", + "issue:45305", + "issue:45313", + "issue:45325", + "issue:45584", + "issue:45588", + "issue:45663", + "issue:45685", + "issue:45823", + "issue:45834", + "issue:45902", + "issue:45923", + "issue:46402", + "issue:46468", + "issue:46515", + "issue:46894", + "issue:46897" + ], + "soft_pairs": [ + "issue:43792|issue:44220", + "issue:43257|issue:45305", + "issue:36331|issue:41093", + "issue:46894|issue:46897", + "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", + "issue:43366|issue:43828", + "issue:43716|issue:46468", + "issue:44530|issue:44863", + "issue:44863|issue:46402", + "issue:43366|issue:43531", + "issue:43596|issue:46515", + "issue:41553|issue:44991", + "issue:45325|issue:45902", + "issue:43366|issue:44589", + "issue:43638|issue:46515", + "issue:45663|issue:45823", + "issue:43716|issue:44560", + "issue:42915|issue:43957", + "issue:44155|issue:45584", + "issue:43824|issue:43957", + "issue:42617|issue:43366", + "issue:43950|issue:45834", + "issue:44560|issue:45685", + "issue:41553|issue:44488" + ], + "prepared_review_unit_hash": "324d6ffc40127287feb70477bf0e00c696fcaa086f775b6ef038349d0fad6a57", + "component_budget": { + "node_count": 530, + "item_count": 530, + "soft_pair_count": 1954, + "serialized_chars": 1013004, + "estimated_input_tokens": 253251, + "estimated_eval_tokens": 506758 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36758, + "estimated_input_tokens": 9190, + "estimated_eval_tokens": 18636 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly title-level similarity rather than confirmed duplicates. I would not accept any soft-edge merge on the packet alone; issue:44805 is still the best anchor for the mask/tensor shape-mismatch family, but its relationship to issue:41093 remains tentative.", + "confidence": 0.64, + "canonical_issue_reason": "issue:44805 is the best representative for the mask/tensor shape-mismatch family because it has the clearest error signature and reproduction context; issue:41093 is only loosely similar by title.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44805 is the strongest triage anchor in this set: the report is detailed, the failure signature is explicit, and it is the easiest case to compare against later shape-mismatch reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Both are audio/Whisper-related, but one is a broad run/load failure and the other is a specific fbank helper issue; different code paths." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Both mention DeepSpeed, but the failures differ: weight conversion vs. gradient averaging with GAS." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Unexpected compute_loss kwargs and a mask/tensor shape mismatch are different error classes and likely unrelated bugs." + }, + { + "left": "issue:46894", + "right": "issue:46897", + "accept": false, + "reason": "They share a bug pattern, but the packet does not show the same concrete model/path or a shared fix." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Both touch gradient checkpointing, but one is PEFT LoRA behavior and the other is a missing model flag; different issues." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "The titles are similar in the Qwen3/ZeRO-3 area, but there is no explicit linkage or remediation evidence to confirm the same bug." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "These are model-loading failures for different models with different symptoms; not the same concrete bug." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "DeepSpeed training and void segmentation-map preprocessing are unrelated failure modes." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": false, + "reason": "Both are video-related, but one is a broad regression across several models and the other is a specific StopIteration report; not enough to merge." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": false, + "reason": "Same general shape-mismatch theme, but the packet only gives title-level similarity and no shared repro or fix evidence." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "A gradient-explosion report from 3D position_ids and a flash-attention AttributeError are different bugs." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "GGUF gpt-oss support and a Phi-tiny-MoE autocast dtype mismatch are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:46468", + "accept": false, + "reason": "Different model families and different failure modes; no shared code path is evident." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash and NemotronH checkpoint loading are unrelated issues." + }, + { + "left": "issue:44863", + "right": "issue:46402", + "accept": false, + "reason": "Both are model-loading problems, but they affect different model families and different loading paths." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "GGUF gpt-oss support and a Qwen3-MoE sliding_window issue do not describe the same bug." + }, + { + "left": "issue:43596", + "right": "issue:46515", + "accept": false, + "reason": "A ZeRO-3 Bert index error and a generic torch incompatibility complaint are not the same concrete failure." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading reports, but they target different models and error conditions." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Qwen2.5-VL rope-index scaling and a Qwen3_5Moe rotary-buffer materialization bug are different code paths." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "GGUF support and a Float8 storage lookup failure are unrelated." + }, + { + "left": "issue:43638", + "right": "issue:46515", + "accept": false, + "reason": "The Bert ZeRO-3 index error and a torch version complaint are not the same bug." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Same model family, but FSDP2 KeyError and device-map forward mismatch are different problems." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Mistral-3 dtype mismatch and Qwen3-VL StopIteration are unrelated failures." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Qwen3-MoE FP8 failure and meta-device loading regression are different issues." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "AudioFlamingo3 batched inference token leakage and Whisper empty-transcription generation failure are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "A missing import and a meta-device loading problem are different failure modes." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "3d_parallel.py execution failure and GGUF support are unrelated." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Non-persistent buffer corruption and a Kosmos2.5 OCR index error do not share the same code path." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Qwen3-VL video StopIteration and an MPS histogram limitation in MoE are unrelated." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Both mention tokenizer/model loading, but the models and symptoms differ and there is no shared fix evidence." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The writeup is mostly careful, but it still overstates evidence on a few soft-edge pairs. In particular, the three accepted pairs (43940\u219445313, 44479\u219444560, 41093\u219444805) are plausible matches by title, but the packet provides no explicit linkage or shared remediation evidence, so calling them the same underlying bug / true duplicates is stronger than warranted. The summary also states 'true duplicates' more broadly than the packet supports. Conservative rephrasing or keeping those as tentative would be safer." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 7, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-530", + "nodes": [ + "issue:36010", + "issue:38175", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43317", + "issue:43550", + "issue:43596", + "issue:43632", + "issue:43638", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43720", + "issue:43994", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44560", + "issue:44661", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44910", + "issue:44918", + "issue:44960", + "issue:44977", + "issue:45030", + "issue:45276", + "issue:45313", + "issue:45357", + "issue:45507", + "issue:45672", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:46468", + "issue:46489", + "issue:46515", + "issue:46846", + "issue:46858", + "issue:46899", + "issue:47254" + ], + "soft_pairs": [ + "issue:43645|issue:43646", + "issue:44560|issue:44918", + "issue:44683|issue:46515", + "issue:36010|issue:42915", + "issue:44910|issue:46858", + "issue:43550|issue:44910", + "issue:42947|issue:47254", + "issue:45823|issue:46515", + "issue:45812|issue:46489", + "issue:44661|issue:45823", + "issue:44560|issue:44805", + "issue:44877|issue:45030", + "issue:38175|issue:43994", + "issue:43638|issue:44661", + "issue:43596|issue:44661", + "issue:44661|issue:44805", + "issue:42491|issue:43720", + "issue:45672|issue:46899", + "issue:43632|issue:45834", + "issue:43317|issue:44756", + "issue:41720|issue:42915", + "issue:38175|issue:39692", + "issue:42915|issue:44756", + "issue:43644|issue:44534", + "issue:42491|issue:45276", + "issue:44960|issue:44977", + "issue:44451|issue:44488", + "issue:45313|issue:45357", + "issue:44863|issue:46846", + "issue:45507|issue:46468" + ], + "prepared_review_unit_hash": "3bd944c90e1a26f579667044dc859dee165294f9c310c7f8c7efd3dba1ddce3a", + "component_budget": { + "node_count": 530, + "item_count": 530, + "soft_pair_count": 1954, + "serialized_chars": 1013004, + "estimated_input_tokens": 253251, + "estimated_eval_tokens": 506758 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 35975, + "estimated_input_tokens": 8994, + "estimated_eval_tokens": 18244 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This packet contains one clearly exact duplicate pair, a couple of plausible same-bug pairs, and several lookalikes that are too weak to merge. The strongest anchor is the non-persistent-buffer regression (43644/44534). SigLIP2 output regressions (38175/43994) and Gemma4 4-bit multimodal dtype issues (45672/46899) look like real duplicates, while the custom-model-init reports (43645/43646) are related but not evidenced well enough to treat as the same root cause.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43644 is the best canonical issue because it is the earlier, broader report of the exact same 'Transformers v5 fills non-persistent buffers with junk' regression later duplicated by 44534, with broader discussion and an inbound reference.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43644 is the best global representative: it is an exact duplicate target, predates the follow-up report, and its title captures the underlying regression without narrowing it to one reproduction path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43645", + "right": "issue:43646", + "accept": false, + "reason": "Closely related custom-model-init failures, but the packet does not show a shared root cause or code path; treat as related reports, not duplicates." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Different model families and different failure modes: video StopIteration versus TRL SFT unpacking." + }, + { + "left": "issue:44683", + "right": "issue:46515", + "accept": false, + "reason": "Both mention torch compatibility, but they describe different versions and different concrete failures." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "Unrelated issues: GenerationMixin import error versus Qwen3 MoE LoRA hf4.x/hf5.x incompatibility." + }, + { + "left": "issue:44910", + "right": "issue:46858", + "accept": false, + "reason": "Both are cache/attention-related, but they hit different mechanisms and backends; not enough evidence of one bug." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Different model and problem class: Bamba torch.compile+SDPA versus Qwen3.5 flash-attention position_ids handling." + }, + { + "left": "issue:42947", + "right": "issue:47254", + "accept": false, + "reason": "Related training stack, but one is ineffective gradient checkpointing and the other is a ZeRO-3 checkpoint error." + }, + { + "left": "issue:45823", + "right": "issue:46515", + "accept": false, + "reason": "Gemma4 device-mismatch during forward is not the same as a generic torch version incompatibility report." + }, + { + "left": "issue:45812", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but for different model families and different concrete defects." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Tokenizer-mapping failure and Gemma4 device mismatch are unrelated code paths." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Different symptoms and different model paths; no shared underlying defect is shown." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Both involve stricter config validation, but the affected configs and fixes appear different." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Both report the same SigLIP2 model regression producing wrong/zero outputs; the later issue looks like the same underlying bug re-reported." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "DeepSpeed ZeRO-3 Bert indexing error is unrelated to add-new-model-like/tokenizer mapping logic." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Different bug classes: Bert zero3 init IndexError versus tokenizer-mapping failure." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Only a broad runtime/load-failure resemblance; no evidence of the same code-path problem." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Different models and failure modes; not the same underlying bug." + }, + { + "left": "issue:45672", + "right": "issue:46899", + "accept": true, + "reason": "Both are Gemma4 multimodal 4-bit quantization failures involving unsafe dtype handling in audio/vision embedders." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "_is_hf_initialized flag regression is unrelated to the Kosmos2.5 OCR indexing issue." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Different resource/loading problems: dequantized offload failure versus mmap OOM workaround." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Qwen3 auto device-mapping cuda assert and Qwen3 MoE LoRA hf4.x/hf5.x incompatibility are different bugs." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Same model family, but one is incorrect outputs and the other is a docs-example mismatch plus quantization failure." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "No shared underlying bug; one is a model compatibility issue, the other a platform-specific mmap/OOM workaround." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Exact duplicate regression: both report Transformers v5 filling non-persistent buffers with junk." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "LoRA hf4.x/hf5.x incompatibility is unrelated to Gemma4 token-embedding resize behavior." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "Unrelated GLM5 and Qwen3.5 flash-attention reports." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Both are BERT load failures, but the packet does not show enough evidence that they share the same root cause." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Distinct code paths: ZeRO-3 weight loading versus incorrect save_pretrained visual-encoder keys." + }, + { + "left": "issue:44863", + "right": "issue:46846", + "accept": false, + "reason": "NemotronH checkpoint loading and Qwen3.5 tensor-parallel plan issues are unrelated." + }, + { + "left": "issue:45507", + "right": "issue:46468", + "accept": false, + "reason": "Different models and failures; no duplicate evidence." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The packet supports several plausible duplicate clusters, but the response is not conservative enough. In particular, issue:43645 vs issue:43646 is overstated as the same underlying regression; the packet only shows closely related custom-model-init failures, not proof of a shared root cause. The summary also overstates that custom model initialization is a clear duplicate subcluster. The 43644 vs 44534 pair looks well grounded, and 38175/43994 and 45672/46899 are plausible, but the overall precision standard is not met." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 8, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-530", + "nodes": [ + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42947", + "issue:43257", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43644", + "issue:43645", + "issue:43708", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44075", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44488", + "issue:44756", + "issue:44910", + "issue:44912", + "issue:44960", + "issue:44991", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45362", + "issue:45406", + "issue:45488", + "issue:45588", + "issue:45663", + "issue:45704", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:45859", + "issue:46050", + "issue:46459", + "issue:46512", + "issue:46897", + "issue:46901" + ], + "soft_pairs": [ + "issue:46459|issue:46512", + "issue:44488|issue:44991", + "issue:43644|issue:43645", + "issue:43257|issue:43854", + "issue:39692|issue:43994", + "issue:43856|issue:43873", + "issue:42491|issue:45335", + "issue:43854|issue:43931", + "issue:42491|issue:45292", + "issue:43856|issue:44387", + "issue:43708|issue:44075", + "issue:44164|issue:44291", + "issue:45488|issue:45812", + "issue:44960|issue:46050", + "issue:45276|issue:45335", + "issue:45362|issue:45406", + "issue:43425|issue:43957", + "issue:44291|issue:44756", + "issue:41720|issue:44155", + "issue:44402|issue:44488", + "issue:45663|issue:45759", + "issue:39692|issue:44960", + "issue:44910|issue:45588", + "issue:43404|issue:43454", + "issue:46897|issue:46901", + "issue:43873|issue:44387", + "issue:42947|issue:45704", + "issue:45663|issue:45859", + "issue:44292|issue:44912", + "issue:44155|issue:45823", + "issue:43957|issue:44756" + ], + "prepared_review_unit_hash": "fa46344100f9b5bf8c1da13868d5a1537ab28ad95fc5ea6baae2604c0e637264", + "component_budget": { + "node_count": 530, + "item_count": 530, + "soft_pair_count": 1954, + "serialized_chars": 1013004, + "estimated_input_tokens": 253251, + "estimated_eval_tokens": 506758 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37206, + "estimated_input_tokens": 9302, + "estimated_eval_tokens": 18860 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous; most pairs share only a broad theme like loading, tokenization, quantization, or model-init regressions, but not the same concrete bug. No soft pair looks safe to merge as duplicates.", + "confidence": 0.82, + "canonical_issue_reason": "issue:45812 is the strongest representative because it describes a broad, concrete, user-visible regression (all Granite token IDs are wrong) with clear impact and a well-scoped fix target.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45812 is the best anchor for the cluster: it is specific, high-impact, and reads like a clear regression with a single underlying code path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46459", + "right": "issue:46512", + "accept": false, + "reason": "Both mention dtype handling, but one is about loading composite checkpoints and the other about from_config initialization/config staleness; different bug surfaces." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading failures, but they concern different models and likely different tokenizer files/code paths." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "One is about junk-filled non-persistent buffers; the other is a notebook/custom-model initialization break. Similar release theme, not the same bug." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Different models and failure modes: Qwen3 MoE weight conversion under accelerate+deepspeed vs GLM-4.7-Flash loading in tests." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Both involve SigLIP2, but one is a docs example with model/processor mismatch and quantization trouble; the other is nonsensical outputs with AutoModel/pipeline." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Both are memory-related, but training-memory inefficiency and quantization offload behavior are distinct issues." + }, + { + "left": "issue:42491", + "right": "issue:45335", + "accept": false, + "reason": "LoRA incompatibility for Qwen3 MoE is unrelated to resize_token_embeddings not updating decoder.embed_tokens." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Different models and symptoms: GLM-4.7-Flash test loading vs Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "The LoRA/qwen3_moe compatibility regression is not the same as a generic output_embeddings resize propagation bug." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both mention memory, but one is Qwen3 MoE training efficiency and the other is int4 quantization causing CUDA reserved-memory OOM." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer resume/max_steps calculation is unrelated to SGD argument handling." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Both involve model save/load flows, but extra_state handling and init_empty_weights/_is_hf_initialized are different failure points." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but one changes LlamaTokenizer pre-tokenization for DeepSeek-style models; the other produces wrong token IDs for Granite." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "GLM5 loading and sinq quantization save/load breakage are unrelated bugs." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": false, + "reason": "Both are resize_token_embeddings propagation bugs, but they hit different architectures and output paths; not one concrete bug." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Qwen3.5 chat crashes and Gemma4Processor missing _tokenizer are different code paths." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Torch 2.10 compatibility is a dependency/version issue; meta-device loading breakage is a separate model-loading bug." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "Unexpected init arg in init_empty_weights is unrelated to Strix Halo mmap OOM behavior." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "CUDA assert on Qwen3 auto device mapping is not the same as AudioFlamingo3 batched inference token/embedding leakage." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Both are tokenizer/model-loading problems, but they concern different models and different underlying defects." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Gemma4 FSDP2 shared_kv_states bug and Qwen multimodal text_config unwrapping are separate composite-model issues." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "SigLIP2 docs/quantization errors and GLM5 loading are unrelated." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Both are flash-attention crashes, but one is a packed-sequence/3D position_ids bug and the other is an s_aux=None attribute error." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both are lm_head tying problems, but they affect different model families and likely different implementations." + }, + { + "left": "issue:46897", + "right": "issue:46901", + "accept": false, + "reason": "Both describe a double-shift training-loss symptom, but they are different models without evidence of one shared code path." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Quantization/offload behavior and int4 reserved-memory OOM are related broadly, but not the same bug." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing with PEFT LoRA is unrelated to T5 using apex.FusedRMSNorm memory leak." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Gemma4 FSDP2 attention-state rebuild and Qwen3_5MoeTextRotaryEmbedding CPU-offload incompatibility are different bugs." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime error and git-oss-20b MXFP4 fallback are separate quantization issues." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "AudioFlamingo3 batched inference corruption and Gemma4 PLE device mismatch are unrelated." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device loading regressions and mmap OOM on Strix Halo are different failure modes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 9, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-530", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:42796", + "issue:43335", + "issue:43381", + "issue:43425", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43716", + "issue:43828", + "issue:43854", + "issue:43957", + "issue:44079", + "issue:44164", + "issue:44387", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44530", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44863", + "issue:44877", + "issue:44928", + "issue:45084", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45698", + "issue:45701", + "issue:45812", + "issue:45823", + "issue:46315", + "issue:46326", + "issue:46468", + "issue:46491", + "issue:46829", + "issue:46869", + "issue:46894", + "issue:46901", + "issue:47228", + "issue:47332" + ], + "soft_pairs": [ + "issue:44079|issue:46829", + "issue:43335|issue:45663", + "issue:36010|issue:39404", + "issue:44863|issue:46468", + "issue:44479|issue:44877", + "issue:44387|issue:44756", + "issue:45276|issue:45292", + "issue:43381|issue:44928", + "issue:44164|issue:44756", + "issue:43957|issue:47332", + "issue:42796|issue:46326", + "issue:45588|issue:45663", + "issue:43645|issue:44164", + "issue:43854|issue:45216", + "issue:43425|issue:47228", + "issue:45292|issue:45335", + "issue:45684|issue:45698", + "issue:44589|issue:44756", + "issue:43425|issue:43828", + "issue:44402|issue:44451", + "issue:43646|issue:43708", + "issue:43425|issue:46869", + "issue:46894|issue:46901", + "issue:44530|issue:45084", + "issue:46315|issue:46491", + "issue:44683|issue:45823", + "issue:45812|issue:46315", + "issue:43425|issue:43716", + "issue:39404|issue:45701" + ], + "prepared_review_unit_hash": "486d32fb6ae4261496044dabd70e127209272e06ffa6fc9a5ed3aa8bd3c3fc8b", + "component_budget": { + "node_count": 530, + "item_count": 530, + "soft_pair_count": 1954, + "serialized_chars": 1013004, + "estimated_input_tokens": 253251, + "estimated_eval_tokens": 506758 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36354, + "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 heterogeneous. I see two real duplicate pairs: the resize_token_embeddings/output_embeddings reports, and the training-loss double-shift reports. The rest are broad thematic overlaps, not the same underlying bug.", + "confidence": 0.67, + "canonical_issue_reason": "46901 is the strongest canonical anchor because it states the bug at implementation level (training against labels[..., 1:] instead of labels), while 46894 is the more model-specific duplicate. Most other items are unrelated enough that they should not influence the canonical choice.", + "canonical_pr_reason": null, + "best_issue_reason": "46901 is the clearest overall issue to keep: it is precise, concrete, and directly actionable, whereas the remaining items are mostly broader or model-specific variants of separate problems.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44079", + "right": "issue:46829", + "accept": false, + "reason": "Both are output-structure bugs, but one is generic ModelOutput key bookkeeping and the other is a VideoPrism classifier field mix-up; not the same concrete failure." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "Different bugs in different models: sparse-layer creation in SwitchTransformers vs shared_kv_states rebuild under FSDP2 in Gemma4." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "Unrelated failures: an import error for GenerationMixin vs Whisper pipeline return_language behavior." + }, + { + "left": "issue:44863", + "right": "issue:46468", + "accept": false, + "reason": "Same model family, but one is a checkpoint-loading failure and the other is a broken example; no clear same code path." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Both touch multimodal/model loading, but one is a video-input regression and the other is strict config parsing for granite_speech; too broad to merge." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Both mention OOM, but the causes differ: int4 quantization memory growth vs mmap on Strix Halo." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same resize_token_embeddings propagation bug; 45276 is the Gemma4-specific variant while 45292 is the broader output_embeddings report." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Gradient checkpointing eval-mode restriction is unrelated to the RLHF NaN/SDPA math-fallback issue." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "save/from_pretrained extra_state handling is unrelated to mmap-related OOM." + }, + { + "left": "issue:43957", + "right": "issue:47332", + "accept": false, + "reason": "Both involve loading/offloading, but one is meta-device model loading and the other is saving a disk-offloaded model; different problems." + }, + { + "left": "issue:42796", + "right": "issue:46326", + "accept": false, + "reason": "Both are tokenizer-related, but one is BPE marker handling and the other is continue_final_message behavior for mistral_common tokenizers." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Different failures in different subsystems: flash_attention sinkless crash vs Gemma4 FSDP attention state rebuild." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Custom model initialization in notebooks is not the same bug as save/from_pretrained extra_state handling." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Different save/load regressions affecting different models and APIs; no shared concrete failure mode." + }, + { + "left": "issue:43425", + "right": "issue:47228", + "accept": false, + "reason": "Both are torch-version compatibility regressions, but one is a generic Torch 2.10 incompatibility and the other is a Sam3 bf16 compilation regression." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": false, + "reason": "Both are resize_token_embeddings regressions, but they target different model internals (output_embeddings vs decoder.embed_tokens) and are not clearly the same code path." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "One is about permission propagation during save_pretrained; the other is about loading the wrong custom module after save_pretrained." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to the Strix Halo mmap OOM issue." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch compatibility and autocast dtype mismatch are separate problems." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "One is tokenizer vocab size / special token placement; the other is a model-loading failure for ScandiBERT." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model initialization breakage is unrelated to Trainer resume_from_checkpoint max_steps miscalculation." + }, + { + "left": "issue:43425", + "right": "issue:46869", + "accept": false, + "reason": "Generic Torch 2.10 incompatibility is not the same as YOLO multi-GPU device_map auto failure." + }, + { + "left": "issue:46894", + "right": "issue:46901", + "accept": true, + "reason": "Same double-shift training-loss bug; both say the model is training against labels[..., 1:] instead of the intended labels." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "PagedAttentionCache group-type crash and non-template-node compile TypeError are different failures." + }, + { + "left": "issue:46315", + "right": "issue:46491", + "accept": false, + "reason": "Performance regression in convert_tokens_to_ids is unrelated to CodeLlama leading-space round-trip corruption." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex_attention on torch >=2.9 and Gemma4 PLE device mismatch are different bugs." + }, + { + "left": "issue:45812", + "right": "issue:46315", + "accept": false, + "reason": "Wrong Granite token IDs and slow convert_tokens_to_ids are separate tokenizer issues." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Torch 2.10 incompatibility is unrelated to Mistral-3 image preprocessor/model dtype mismatch." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper return_language pipeline regression is unrelated to the tokenization behavior change reported in 45701." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet and stays mostly conservative. The two accepted soft pairs are supported by the issue titles, and the rejected pairs are framed as broad thematic similarities rather than the same concrete bug. The canonical and best-issue choices are also justified by the more precise, implementation-level wording of issue:46901." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 10, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-530", + "nodes": [ + "issue:36032", + "issue:39404", + "issue:40990", + "issue:42796", + "issue:42915", + "issue:43299", + "issue:43404", + "issue:43452", + "issue:43596", + "issue:43611", + "issue:43632", + "issue:43644", + "issue:43645", + "issue:43716", + "issue:43746", + "issue:43856", + "issue:43901", + "issue:43906", + "issue:43931", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44265", + "issue:44479", + "issue:44488", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44671", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44898", + "issue:44912", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45759", + "issue:45823", + "issue:46050", + "issue:46326", + "issue:46665", + "issue:46821", + "issue:46899", + "issue:47050", + "issue:47331", + "issue:47333" + ], + "soft_pairs": [ + "issue:43611|issue:43645", + "issue:44479|issue:44805", + "issue:44589|issue:45084", + "issue:39404|issue:46665", + "issue:44164|issue:45759", + "issue:40990|issue:47331", + "issue:36032|issue:43452", + "issue:43994|issue:44079", + "issue:43901|issue:44509", + "issue:44265|issue:44898", + "issue:44991|issue:45081", + "issue:46050|issue:46326", + "issue:43906|issue:46326", + "issue:44671|issue:44991", + "issue:43906|issue:44530", + "issue:39404|issue:44912", + "issue:45823|issue:46899", + "issue:43596|issue:44683", + "issue:44756|issue:47333", + "issue:44164|issue:46821", + "issue:43856|issue:44756", + "issue:44488|issue:44987", + "issue:44488|issue:45081", + "issue:36032|issue:42915", + "issue:43632|issue:47050", + "issue:43716|issue:45084", + "issue:43299|issue:43931", + "issue:43746|issue:47331", + "issue:43611|issue:43644", + "issue:42796|issue:43404" + ], + "prepared_review_unit_hash": "d548a79f40a64e471e2c645aca3bfc84d6c09548221ae2463697912d08bda8a6", + "component_budget": { + "node_count": 530, + "item_count": 530, + "soft_pair_count": 1954, + "serialized_chars": 1013004, + "estimated_input_tokens": 253251, + "estimated_eval_tokens": 506758 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36942, + "estimated_input_tokens": 9236, + "estimated_eval_tokens": 18728 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a broad mix of mostly unrelated Transformers v5 regression reports, heavily centered on loading/tokenizer/model-init issues. I do not see any soft edge that clearly represents the same concrete bug, so all candidate duplicate links should stay unmerged.", + "confidence": 0.42, + "canonical_issue_reason": "issue:43611 is the best anchor because it is a clear, concrete v5 loading regression and broadly representative of the common \"v5 breaks loading\" theme across the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43611 is the strongest representative issue: it is specific enough to describe a real regression while still being broad compared with the more model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Different failure surfaces: base_model_prefix loading vs. defining/initializing custom models in Jupyter notebooks." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Both are multimodal regressions, but one is a video-input regression across Qwen VL variants and the other is a mask/tensor shape IndexError." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Unrelated bugs: Float8 storage lookup failure vs. a template-compilation error." + }, + { + "left": "issue:39404", + "right": "issue:46665", + "accept": false, + "reason": "Whisper pipeline return_language regression is a different API/path from from_pretrained behavior inside Python classes." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "Different code paths: extra_state save/load handling vs. unwrapping text_config for composite Qwen multimodal configs." + }, + { + "left": "issue:40990", + "right": "issue:47331", + "accept": false, + "reason": "Perplexity quality issue on gpt-oss-20b is not the same as Metal quantization batch corruption in generation." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "Tokenizer special-token method conflict and gguf_file from_pretrained handling are separate loading bugs." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "SigLIP2 nonsensical outputs and ModelOutput key assignment with None are different layers of the stack." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both touch docs, but they cover different stale documentation problems and different removed/changed API surface." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export failures with torch_compilable_check are not the same as Perceiver non-default-resolution interpolation failures." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Different tokenizer/loading bugs: EMBEDDIA/est-roberta vs. Mistral regex patching backend_tokenizer." + }, + { + "left": "issue:46050", + "right": "issue:46326", + "accept": false, + "reason": "Quantized save/load corruption is unrelated to continue_final_message behavior for mistral_common tokenizers." + }, + { + "left": "issue:43906", + "right": "issue:46326", + "accept": false, + "reason": "An isolated reproduction of an older issue does not match the specific continue_final_message tokenizer bug." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "CamemBERT masked LM prediction regression is unrelated to tokenizer loading for EMBEDDIA/est-roberta." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "No shared concrete bug: one is a reproduction issue, the other is a Qwen3.5 cache crash on linear_attention group type." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper return_language and MXFP4 quantization fallback are separate regressions." + }, + { + "left": "issue:45823", + "right": "issue:46899", + "accept": false, + "reason": "Both involve Gemma4 multimodal paths, but one is device-map placement and the other is an unsafe dtype cast in 4-bit embedders." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "ZeRO3/BertModel init IndexError and flex_attention compile failure on torch>=2.9 are unrelated failures." + }, + { + "left": "issue:44756", + "right": "issue:47333", + "accept": false, + "reason": "mmap OOM on Strix Halo and disk-offloaded Qwen3 save failure are different memory/offload issues." + }, + { + "left": "issue:44164", + "right": "issue:46821", + "accept": false, + "reason": "extra_state save/load handling is unrelated to the TimesFM window_size AttributeError." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3 MoE training memory inefficiency is not the same as disabling mmap to avoid OOM on Strix Halo." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Both are load failures, but they affect different models and the titles point to different root causes." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Different model-loading problems: cjvt/sleng-bert vs. the Mistral regex/backend_tokenizer crash." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "Tokenizer add_special_tokens conflict and Qwen3Moe FineGrainedFP8Config failure are unrelated." + }, + { + "left": "issue:43632", + "right": "issue:47050", + "accept": false, + "reason": "_is_hf_initialized flag regression and ONNX attention dtype mismatch are separate bugs." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Mistral-3 dtype mismatch in preprocessing/modeling is unrelated to the template-node compilation error." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Same model family, but different concrete problems: Qwen3VL Moe loading break vs. weight-shape mismatch on a specific checkpoint." + }, + { + "left": "issue:43746", + "right": "issue:47331", + "accept": false, + "reason": "GraniteSpeech PEFT local checkpoint loading and MetalConfig batched quantization corruption are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "base_model_prefix loading regression and non-persistent buffers being filled with junk are different code paths." + }, + { + "left": "issue:42796", + "right": "issue:43404", + "accept": false, + "reason": "Tokenizer BPE-marker handling and lm_head weight tying in Mistral3 are different underlying issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 11, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-530", + "nodes": [ + "issue:34567", + "issue:36032", + "issue:39404", + "issue:40444", + "issue:40990", + "issue:42175", + "issue:42915", + "issue:43262", + "issue:43421", + "issue:43452", + "issue:43482", + "issue:43541", + "issue:43582", + "issue:43632", + "issue:43643", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43746", + "issue:43873", + "issue:44206", + "issue:44220", + "issue:44403", + "issue:44451", + "issue:44462", + "issue:44530", + "issue:44661", + "issue:44671", + "issue:44683", + "issue:44737", + "issue:44811", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45479", + "issue:45507", + "issue:45584", + "issue:45859", + "issue:46178", + "issue:46285", + "issue:46326", + "issue:46402", + "issue:46489", + "issue:46894", + "issue:46897", + "issue:47312", + "issue:47331" + ], + "soft_pairs": [ + "issue:45479|issue:46894", + "issue:44462|issue:46489", + "issue:44661|issue:44683", + "issue:46285|issue:46402", + "issue:43541|issue:45084", + "issue:45479|issue:46897", + "issue:44451|issue:44987", + "issue:42915|issue:44530", + "issue:43873|issue:47331", + "issue:43643|issue:44530", + "issue:40990|issue:43421", + "issue:36032|issue:43645", + "issue:40444|issue:46326", + "issue:39404|issue:44671", + "issue:34567|issue:40444", + "issue:44737|issue:45859", + "issue:43644|issue:43646", + "issue:42175|issue:46178", + "issue:44987|issue:44991", + "issue:44206|issue:44220", + "issue:45084|issue:45507", + "issue:43582|issue:43632", + "issue:43452|issue:43482", + "issue:43482|issue:47312", + "issue:43582|issue:47331", + "issue:43746|issue:46326", + "issue:44811|issue:45584", + "issue:44403|issue:45081", + "issue:43262|issue:47331" + ], + "prepared_review_unit_hash": "3cc426d2001703671d4aa90f7a34d07d42a68edbf8f86986ae81cbf9670dee5d", + "component_budget": { + "node_count": 530, + "item_count": 530, + "soft_pair_count": 1954, + "serialized_chars": 1013004, + "estimated_input_tokens": 253251, + "estimated_eval_tokens": 506758 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36482, + "estimated_input_tokens": 9121, + "estimated_eval_tokens": 18498 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a noisy collection of unrelated Transformers issues that happen to share broad v5-regression vocabulary; none of the soft pairs look like true duplicates of the same bug/change.", + "confidence": 0.87, + "canonical_issue_reason": "If a single issue must represent the cluster, issue 43646 is the broadest and most central v5 regression report here (custom model initialization). That said, the set is heterogeneous, so it is only a loose representative, not a true duplicate umbrella.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43646 is the best single anchor because it is concise, clearly states a concrete regression, and is broad enough to be a representative reference for nearby v5 initialization complaints.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45479", + "right": "issue:46894", + "accept": false, + "reason": "Different model families and different manifestations of the training-loss double-shift bug; related pattern, not the same underlying issue." + }, + { + "left": "issue:44462", + "right": "issue:46489", + "accept": false, + "reason": "Both concern tokenizer loading, but one is about ignoring tokenizer.json and the other is a DeepSeek-Coder-specific tokenizer regression from a prior fix gap." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "One is a tokenizer mapping/add-new-model failure, the other is a torch flex_attention compilation issue; separate code paths." + }, + { + "left": "issue:46285", + "right": "issue:46402", + "accept": false, + "reason": "Different bugs: class structure inconsistency vs text encoder weights not being loaded." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Unrelated failures in torch tracing/grouped_mm versus Jinja template compilation." + }, + { + "left": "issue:45479", + "right": "issue:46897", + "accept": false, + "reason": "Same general double-shift pattern, but different affected model and separate issue reports." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Both are load failures, but on different models with different breakages and no clear shared bug." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and Qwen3.5 PagedAttentionCache invalid group type are distinct runtime problems." + }, + { + "left": "issue:43873", + "right": "issue:47331", + "accept": false, + "reason": "Quantization/offloading difficulty versus a specific MetalConfig batched-generate corruption bug; not the same code path." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "AutoConfig trust_remote_code missing fields is unrelated to Qwen3.5 cache/group-type crashes." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "Perplexity regression on gpt-oss is not the same as runtime post-processor updates for tokenizer special tokens." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer method conflict during load is unrelated to custom model initialization in notebooks." + }, + { + "left": "issue:40444", + "right": "issue:46326", + "accept": false, + "reason": "Multi-image IterableDataset fine-tuning and mistral_common continue_final_message handling are different bugs." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper pipeline return_language regression and CamemBERT masked-LM predictions are unrelated." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "TrainerState token counter not updating is unrelated to Qwen2.5-VL IterableDataset multi-image failures." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "CPU arange device bug in XLNet and CPU-offload incompatibility in Qwen3_5Moe are different implementation issues." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 regressions, but one is about non-persistent buffers and the other about custom model initialization; not the same bug." + }, + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "Package/backend dependency inclusion and backend mapping validation are distinct installation/backends issues." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Different model-loading failures with different symptoms; no evidence they share one underlying tokenizer bug." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Unsupported center arg in feature extractor versus _torch_extract_fbank_features() behavior; related audio area but not the same failure." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Template compilation error and GraniteMoEHybrid invalid method calls are separate problems." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError is unrelated to the _is_hf_initialized flag regression." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "GGUF loading breakage and Qwen2.5-GGUF loading failure are different model/loading issues without a shared concrete fix." + }, + { + "left": "issue:43482", + "right": "issue:47312", + "accept": false, + "reason": "Qwen2.5-GGUF v5 loading failure is unrelated to kernels 0.16 incompatibility." + }, + { + "left": "issue:43582", + "right": "issue:47331", + "accept": false, + "reason": "Allocator warmup TypeError and MetalConfig batched-generate corruption are different bugs and code paths." + }, + { + "left": "issue:43746", + "right": "issue:46326", + "accept": false, + "reason": "PEFT-adapter local checkpoint loading for GraniteSpeech is unrelated to mistral_common continue_final_message behavior." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Whisper batch_decode skip_special_tokens handling and empty-transcription generation after align_special_tokens are different issues." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Loading noise vs Mistral regex patch backend_tokenizer crash are not the same underlying defect." + }, + { + "left": "issue:43262", + "right": "issue:47331", + "accept": false, + "reason": "Audio processor chat-template sampling-rate default and Metal batched-generate quantization corruption are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 12, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-530", + "nodes": [ + "issue:28530", + "issue:34567", + "issue:36032", + "issue:41720", + "issue:42915", + "issue:43208", + "issue:43262", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43425", + "issue:43482", + "issue:43531", + "issue:43540", + "issue:43632", + "issue:43645", + "issue:43646", + "issue:43742", + "issue:43792", + "issue:43819", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44534", + "issue:44589", + "issue:44610", + "issue:44849", + "issue:44877", + "issue:44987", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45923", + "issue:45987", + "issue:46661", + "issue:46821", + "issue:46869", + "issue:46899", + "issue:47013", + "issue:47254" + ], + "soft_pairs": [ + "issue:43317|issue:43482", + "issue:43208|issue:47013", + "issue:43645|issue:46661", + "issue:43792|issue:46869", + "issue:42915|issue:45084", + "issue:43646|issue:44534", + "issue:44987|issue:45081", + "issue:42915|issue:44291", + "issue:43262|issue:43377", + "issue:36032|issue:43742", + "issue:28530|issue:34567", + "issue:43377|issue:43819", + "issue:44062|issue:44987", + "issue:44451|issue:45081", + "issue:43404|issue:44466", + "issue:43994|issue:44610", + "issue:42915|issue:44589", + "issue:44849|issue:45325", + "issue:36032|issue:41720", + "issue:43531|issue:44877", + "issue:44265|issue:44610", + "issue:44008|issue:46899", + "issue:44479|issue:45325", + "issue:43322|issue:43540", + "issue:45923|issue:47254", + "issue:44464|issue:45987", + "issue:43425|issue:44403", + "issue:43632|issue:46821" + ], + "prepared_review_unit_hash": "f363cab83bac1eb1b8153ad2829f08ef154aaa05c3d4be217d30f2ab65ee6607", + "component_budget": { + "node_count": 530, + "item_count": 530, + "soft_pair_count": 1954, + "serialized_chars": 1013004, + "estimated_input_tokens": 253251, + "estimated_eval_tokens": 506758 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36256, + "estimated_input_tokens": 9064, + "estimated_eval_tokens": 18384 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is not a duplicate cluster: the items are a broad mix of unrelated Transformers bugs across training, tokenization, multimodal processing, device mapping, quantization, and serialization. All soft pairs look like loose topical similarity rather than the same underlying issue.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue stands out because the set is heterogeneous and does not share one concrete code-path failure.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is globally suitable as a canonical representative; choosing any one would be arbitrary given the lack of a common bug theme.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "Both involve loading/dequantization behavior, but one is device_map offload and the other is GGUF/v5 loading; different failure modes and code paths." + }, + { + "left": "issue:43208", + "right": "issue:47013", + "accept": false, + "reason": "Both mention xLSTM, but one is a trio of training bugs for smaller-than-7B models and the other is a specific return_last_states unpacking crash." + }, + { + "left": "issue:43645", + "right": "issue:46661", + "accept": false, + "reason": "Both concern custom/remote-code model initialization under v5, but one is a Jupyter-specific notebook issue and the other is an AutoModel config_class error for remote-code models." + }, + { + "left": "issue:43792", + "right": "issue:46869", + "accept": false, + "reason": "Both mention model loading/runtime failure, but the first is Whisper not running and the second is YOLO failing with multi-GPU device_map auto; unrelated." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "Qwen3MoE FP8 failure and a chat-template compilation TypeError are unrelated subsystems." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "One is custom model initialization breaking in v5, the other is non-persistent buffer serialization corruption; different bugs." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Both are loading failures, but one is a model-specific transformers>=5.1 regression and the other is a Mistral tokenizer regex patch crash." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "Both reference v5-era model loading, but one is Qwen3Moe FP8 config failure and the other is init_empty_weights/_is_hf_initialized argument handling." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Audio processor sampling-rate defaulting and MIMI encoder padding-mask behavior are distinct multimodal bugs." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "Tokenizer special-token conflict and MobileLLM key error are unrelated model-loading problems." + }, + { + "left": "issue:28530", + "right": "issue:34567", + "accept": false, + "reason": "Early stopping metric selection and num_input_tokens_seen tracking are separate Trainer features." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "MIMI encoder batching/padding bug and DAC from_latents/forward mismatch are different audio-model correctness issues." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "AddedToken keyword collision and a specific model-loading regression are unrelated tokenizer vs model-loading failures." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "ScandiBERT loading failure and Mistral regex patch crash are different tokenizer/model issues." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "lm_head weight tying in Mistral3 and device-dependent lm_head serialization are related only broadly by tied weights, but they are not the same concrete bug." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "SigLIP2 nonsensical outputs and OmDet-Turbo processor size mismatch are separate vision-model bugs." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and Float8 storage lookup failure are different quantization/runtime issues." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Qwen3.5 output_hidden_states behavior and Qwen2.5-VL rope-index scaling are different model-specific logic bugs." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Tokenizer method-name conflict and Qwen3 auto-device-map cuda assert are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and strict config loading for granite_speech are different configuration bugs." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export/torch_compilable_check failure and OmDet-Turbo image size mismatch are unrelated export vs preprocessing issues." + }, + { + "left": "issue:44008", + "right": "issue:46899", + "accept": false, + "reason": "Gemma 3n variable-name collision and Gemma4 unsafe dtype cast are different multimodal model bugs." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Both touch Qwen VL models, but one is a video-input regression and the other is still-image rope indexing; not the same bug." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Llava Next segfault and Qwen3OmniMoe video-input ValueError are distinct multimodal loading/processing failures." + }, + { + "left": "issue:45923", + "right": "issue:47254", + "accept": false, + "reason": "Missing supports_gradient_checkpointing on a remote-code model is unrelated to the PEFT/DeepSpeed checkpoint error." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Chunked generation inconsistency with compiled forward and StaticCache.get_seq_length() returning the wrong type are separate generation/cache bugs." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch 2.10 incompatibility and loading noise are not the same underlying problem." + }, + { + "left": "issue:43632", + "right": "issue:46821", + "accept": false, + "reason": "_is_hf_initialized flag breakage and TimesFM window_size AttributeError are unrelated v5 compatibility issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 13, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-530", + "nodes": [ + "issue:33666", + "issue:35707", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:42796", + "issue:43089", + "issue:43296", + "issue:43381", + "issue:43421", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43611", + "issue:43632", + "issue:43716", + "issue:43746", + "issue:43792", + "issue:43872", + "issue:43883", + "issue:44079", + "issue:44220", + "issue:44291", + "issue:44403", + "issue:44462", + "issue:44488", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44991", + "issue:45081", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45542", + "issue:45663", + "issue:45812", + "issue:45923", + "issue:45987", + "issue:46315", + "issue:46491", + "issue:46710", + "issue:46821", + "issue:46899" + ], + "soft_pairs": [ + "issue:43089|issue:45987", + "issue:43296|issue:43531", + "issue:40444|issue:45325", + "issue:44220|issue:44683", + "issue:43872|issue:44291", + "issue:43883|issue:44488", + "issue:43611|issue:44534", + "issue:44991|issue:46315", + "issue:45216|issue:45357", + "issue:43716|issue:46899", + "issue:44403|issue:44991", + "issue:42796|issue:43746", + "issue:44291|issue:44589", + "issue:45812|issue:46491", + "issue:43381|issue:45923", + "issue:43792|issue:44589", + "issue:33666|issue:40444", + "issue:40990|issue:44811", + "issue:43632|issue:44756", + "issue:42796|issue:46710", + "issue:43531|issue:44291", + "issue:35707|issue:40444", + "issue:44079|issue:45663", + "issue:43883|issue:44991", + "issue:41720|issue:45081", + "issue:43482|issue:43525", + "issue:43421|issue:44568", + "issue:43296|issue:46821", + "issue:42175|issue:43296", + "issue:42175|issue:45542", + "issue:44462|issue:45812" + ], + "prepared_review_unit_hash": "9eabcd0cfefb81fefa10e7a47cebd42e258a5f082d6a7ded1550a14bd5005ab9", + "component_budget": { + "node_count": 530, + "item_count": 530, + "soft_pair_count": 1954, + "serialized_chars": 1013004, + "estimated_input_tokens": 253251, + "estimated_eval_tokens": 506758 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37128, + "estimated_input_tokens": 9282, + "estimated_eval_tokens": 18820 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most items are unrelated issue reports from different models/code paths. I found only two soft-duplicate pairs that look like the same underlying bug: the transformers v5 `_is_hf_initialized`/bitsandbytes loading regression, and the Qwen3.5 `save_pretrained` checkpoint regression.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43872 is the strongest representative: it has the clearest, broadly impactful regression title, high discussion/activity, and inbound references, and it matches a concrete v5 compatibility failure that also appears in a narrower follow-up issue.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43872 is the best overall issue to keep as the canonical anchor because it is concrete, high-signal, and central to one of the accepted duplicate pairs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Different problems: GPU sync/dispatch overhead vs a StaticCache return-type contract bug." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "Different models and failures: PaddleOCR-VL load failure vs Qwen3-MoE sliding_window behavior." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen2.5-VL related, but one is multi-image finetuning input handling and the other is ROPE/position_id scaling." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Unrelated subsystems: fbank feature extraction vs compiled flex_attention on newer torch." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Same underlying transformers v5 loading regression around `_is_hf_initialized`, producing the same bitsandbytes TypeError path." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Different model-loading failures with different missing/ignored tokenizer/model assets." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "Both are v5 regressions, but they affect different loader internals and different symptoms." + }, + { + "left": "issue:44991", + "right": "issue:46315", + "accept": false, + "reason": "Tokenizer loading failure vs a performance regression in `convert_tokens_to_ids`; different bug classes." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Same Qwen3.5 `save_pretrained` regression; 45357 is a narrower follow-up about incorrect visual encoder keys." + }, + { + "left": "issue:43716", + "right": "issue:46899", + "accept": false, + "reason": "Both are dtype-related multimodal issues, but they affect different models, modalities, and code paths." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Noise/logging during load is not the same as tokenizer repository resolution failure." + }, + { + "left": "issue:42796", + "right": "issue:43746", + "accept": false, + "reason": "Tokenizer BPE marker handling is unrelated to PEFT checkpoint loading." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "Different regressions: unexpected `_is_hf_initialized` kwarg vs missing Float8 storage type." + }, + { + "left": "issue:45812", + "right": "issue:46491", + "accept": false, + "reason": "Different tokenizer regressions affecting different models and different behaviors." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Eval-mode gradient checkpointing restriction vs a missing `supports_gradient_checkpointing` flag on a trust_remote_code model." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper runtime failure is not the same as a Float8 storage lookup error." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Both involve training, but they are distinct Qwen-VL issues with different failure modes." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "Perplexity on a language model dataset is unrelated to Whisper `batch_decode` special-token handling." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "`_is_hf_initialized` flag regression and Strix Halo mmap OOM are unrelated." + }, + { + "left": "issue:42796", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer marker handling vs accuracy regression after version upgrade; different symptoms and likely different causes." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to the `_is_hf_initialized` loading error." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with cache inputs is unrelated to Qwen2.5-VL multi-image finetuning failure." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment bug vs Gemma4 FSDP2 shared_kv_states issue." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Missing model attribute error is unrelated to tokenizer repository loading." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Auto device mapping CUDA assert is unrelated to the Mistral regex patch crash." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "Qwen2.5-GGUF loading and Llama4Config missing `pad_token_id` are different model/config issues." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Runtime special-token post-processing update bug is different from BOS/EOS not being added on encode." + }, + { + "left": "issue:43296", + "right": "issue:46821", + "accept": false, + "reason": "PaddleOCR-VL load failure vs `window_size` AttributeError in TimesFM 2.5 are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Packaging/backend dependency issue is unrelated to model loading failure in vLLM." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Both mention TensorFlow backend, but one is an install/extra dependency issue and the other is a runtime backend detection error." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Repository tokenizer.json being ignored is a different tokenizer loading bug than Granite token ID regression." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The two accepted soft-duplicate pairs are plausibly the same underlying bug based on the titles, and the rest of the verdicts read as careful non-duplicates rather than overclaims. Canonical issue choice is also reasonable from the available metadata." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 14, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-530", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42796", + "issue:43262", + "issue:43317", + "issue:43377", + "issue:43454", + "issue:43482", + "issue:43493", + "issue:43606", + "issue:43611", + "issue:43644", + "issue:43646", + "issue:43701", + "issue:43746", + "issue:43818", + "issue:43828", + "issue:43856", + "issue:43873", + "issue:43994", + "issue:44079", + "issue:44186", + "issue:44265", + "issue:44291", + "issue:44466", + "issue:44479", + "issue:44509", + "issue:44534", + "issue:44829", + "issue:44877", + "issue:45072", + "issue:45325", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45491", + "issue:45538", + "issue:45584", + "issue:45701", + "issue:45823", + "issue:45834", + "issue:46402", + "issue:46821", + "issue:46909", + "issue:47217" + ], + "soft_pairs": [ + "issue:43317|issue:43856", + "issue:44079|issue:44534", + "issue:43482|issue:45538", + "issue:43611|issue:43646", + "issue:44509|issue:46909", + "issue:44265|issue:45072", + "issue:45325|issue:45834", + "issue:43377|issue:45491", + "issue:40444|issue:45381", + "issue:43644|issue:44079", + "issue:44291|issue:44877", + "issue:45325|issue:45381", + "issue:43493|issue:43994", + "issue:43818|issue:46402", + "issue:40444|issue:47217", + "issue:43454|issue:44466", + "issue:43818|issue:45357", + "issue:43873|issue:45701", + "issue:43701|issue:45325", + "issue:44829|issue:45479", + "issue:43606|issue:44265", + "issue:42796|issue:45381", + "issue:44479|issue:45823", + "issue:43828|issue:46821", + "issue:40990|issue:45584", + "issue:43262|issue:43746", + "issue:34634|issue:35707", + "issue:35707|issue:41720", + "issue:41720|issue:45823", + "issue:44186|issue:44265" + ], + "prepared_review_unit_hash": "7ded0d42bc09e44c2b70be4028d3e37df1103dbf1837f7942ebdcc57c66bc826", + "component_budget": { + "node_count": 530, + "item_count": 530, + "soft_pair_count": 1954, + "serialized_chars": 1013004, + "estimated_input_tokens": 253251, + "estimated_eval_tokens": 506758 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36885, + "estimated_input_tokens": 9222, + "estimated_eval_tokens": 18700 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a loose collection of Transformers regressions and model-specific bugs; none of the soft pairs is close enough to merge from titles alone. The most representative active issue is the broad offloading/quantization tracker.", + "confidence": 0.61, + "canonical_issue_reason": "issue:43873 is the broadest active issue here and best matches the cluster\u2019s recurring offloading/device-map symptoms; it has the most tracker-like shape and inbound references.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best global representative because it is open, actively discussed, and broad enough to serve as the landing issue for related offloading/quantization reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Different failures: CPU/GPU offload loading error versus MoE training memory inefficiency. Same general area, not the same bug." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key assignment and non-persistent buffer initialization are different code paths and symptoms." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "GGUF loading failure with v5 is unrelated to CLIPTokenizer max-length handling." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 regressions, but one is about base_model_prefix loading and the other about custom model initialization; not the same underlying change." + }, + { + "left": "issue:44509", + "right": "issue:46909", + "accept": false, + "reason": "Both are docs issues, but they concern different documentation problems and examples." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "torch.export failure with torch_compilable_check is a different bug from dtype mismatches in bfloat16 inference." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Qwen2.5-VL rope-index scaling and Kosmos2.5 long-OCR index errors are different model-specific failures." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Missing padding-mask support in MIMI is unrelated to Gemma3 sliding-window NaN embeddings." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Both involve Qwen VL inputs, but one is multiple images in an iterable dataset and the other is video vision_position_ids; not the same defect." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Non-persistent buffer serialization junk and ModelOutput key assignment are separate internal issues." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "init_empty_weights argument handling and strict config loading are different regressions." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL position-id bugs, but one is still-image temporal scaling and the other is video input positions." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": false, + "reason": "Same model family, but the issues describe different symptoms and no shared concrete code-path evidence." + }, + { + "left": "issue:43818", + "right": "issue:46402", + "accept": false, + "reason": "Video-LLaVA tower/weight structure issue is unrelated to Sam3Model text encoder loading." + }, + { + "left": "issue:40444", + "right": "issue:47217", + "accept": false, + "reason": "Both are VL input-handling problems, but one is multi-image finetuning and the other is placeholder placement in user text." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "AyaVision weight-tying failure and inconsistent lm_head serialization are different tie/serialization bugs." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Video-LLaVA architecture mismatch and Qwen3.5 visual-encoder key saving are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Quantized offloading behavior and tokenization-version changes are not the same bug." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint key mismatch and Qwen2.5-VL rope-index scaling are unrelated." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "FlashAttention-3 training degeneration and single-label classification zero-loss are different training-path bugs." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU offload device mismatch and torch.export failures are different failure modes." + }, + { + "left": "issue:42796", + "right": "issue:45381", + "accept": false, + "reason": "Tokenizer BPE marker handling is unrelated to Qwen video vision_position_ids." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Qwen video-input regression and Gemma4 PLE device mismatch are distinct model-specific issues." + }, + { + "left": "issue:43828", + "right": "issue:46821", + "accept": false, + "reason": "Autocast dtype mismatch and TimesFM window_size AttributeError do not share a concrete bug." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "High perplexity on gpt-oss-20b and Whisper empty-transcription failure are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and PEFT checkpoint loading are different concerns." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "Bark voice_preset handling and progressive generation with inputs_embeds/past_key_values are unrelated." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Different code paths: generation with inputs_embeds/past_key_values versus auto device mapping cuda asserts." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Both mention auto device mapping, but the model-specific device failures and symptoms are different." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer crashes on NER/padding and torch.export failures with torch_compilable_check are different bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 15, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-530", + "nodes": [ + "issue:26413", + "issue:28530", + "issue:36331", + "issue:40990", + "issue:41553", + "issue:41720", + "issue:42617", + "issue:42796", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43450", + "issue:43454", + "issue:43550", + "issue:43572", + "issue:43582", + "issue:43606", + "issue:43720", + "issue:43749", + "issue:43819", + "issue:43873", + "issue:44387", + "issue:44466", + "issue:44534", + "issue:44568", + "issue:44610", + "issue:44756", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45357", + "issue:45685", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45823", + "issue:45920", + "issue:45923", + "issue:46050", + "issue:46209", + "issue:46305", + "issue:46315", + "issue:46821" + ], + "soft_pairs": [ + "issue:43606|issue:43819", + "issue:43454|issue:43550", + "issue:42617|issue:42915", + "issue:45823|issue:46821", + "issue:43257|issue:45923", + "issue:42796|issue:46209", + "issue:40990|issue:42947", + "issue:43454|issue:45072", + "issue:44568|issue:45920", + "issue:43377|issue:44610", + "issue:36331|issue:42617", + "issue:41553|issue:43582", + "issue:41720|issue:43322", + "issue:43317|issue:43873", + "issue:43749|issue:44534", + "issue:36331|issue:42915", + "issue:43454|issue:43720", + "issue:43572|issue:45759", + "issue:44877|issue:44991", + "issue:43377|issue:44898", + "issue:46305|issue:46315", + "issue:41720|issue:44977", + "issue:41720|issue:42617", + "issue:43322|issue:46050", + "issue:44387|issue:45704", + "issue:40990|issue:45701", + "issue:43450|issue:45701", + "issue:43873|issue:44756", + "issue:44466|issue:45357", + "issue:45685|issue:46821", + "issue:26413|issue:28530" + ], + "prepared_review_unit_hash": "f1b7766010b9d430701405e7ff173f81b2ee6ea7806992c7ad54ce503ccb2e78", + "component_budget": { + "node_count": 530, + "item_count": 530, + "soft_pair_count": 1954, + "serialized_chars": 1013004, + "estimated_input_tokens": 253251, + "estimated_eval_tokens": 506758 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36996, + "estimated_input_tokens": 9249, + "estimated_eval_tokens": 18754 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set looks like a noisy grab-bag of largely unrelated Transformers issues across tokenization, quantization/offloading, configs, model-specific regressions, and training utilities. I don't see any pair that is clearly the same underlying bug or change, so I reject all soft edges. If forced to pick one representative issue, #43873 is the broadest umbrella around offloading/quantization failures.", + "confidence": 0.94, + "canonical_issue_reason": "No true duplicate cluster emerges from the titles alone; #43873 is the broadest issue and the closest umbrella for nearby offloading/quantization failures.", + "canonical_pr_reason": null, + "best_issue_reason": "#43873 is the most general representative of the set, but only weakly so; the rest are mostly distinct model- or subsystem-specific bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "Different bugs: CPU offload device mismatch for Bark vs a DAC latent/STE mismatch. No shared code-path is evident." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "AyaVision lm_head tying bug and Bamba torch.compile/SDPA failure are unrelated." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "3d_parallel.py runtime failure is unrelated to Qwen3Moe fine-grained FP8 loading." + }, + { + "left": "issue:45823", + "right": "issue:46821", + "accept": false, + "reason": "Gemma4 device-mapping mismatch and TimesFM window_size AttributeError are different subsystems." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed is unrelated to a missing gradient-checkpointing flag." + }, + { + "left": "issue:42796", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer BPE-marker handling and FP8 inference on B200 are not the same bug." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "High perplexity on a model/dataset pair is unrelated to LoRA gradient checkpointing ineffectiveness." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "Both mention model failures, but one is weight tying and the other is a dtype mismatch; different code paths." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Both are tokenizer regressions, but one is missing special tokens and the other is wrong token IDs across several models." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "Batching-related issues, but one is MIMI padding-mask behavior and the other is a video processor shape bug." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "CustomTrainer API change and 3d_parallel.py failure are unrelated." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Tokenizer loading error for Voxtral and AppleSilicon allocator TypeError share no concrete bug." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Auto device-map assert on Qwen3 and Llava Next segfault are different failures with no common concrete cause shown." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "These are both offload/quantization-adjacent, but one is a specific dequantized-model loading failure and the other is a broad offloading complaint; not enough evidence they are the same bug." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and non-persistent buffer junk are distinct regressions." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Trainer signature change and Qwen3Moe FP8 loading failure are unrelated." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "AyaVision weight tying and BitNet packed-weight unpacking are different model-specific issues." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig and text_config unwrapping for composite Qwen configs are separate config-loading problems." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config validation for granite_speech and tokenizer loading failure for est-roberta are unrelated." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "Different models and symptoms: MIMI batching/padding vs Perceiver positional interpolation." + }, + { + "left": "issue:46305", + "right": "issue:46315", + "accept": false, + "reason": "MoonshineStreaming sliding-window off-by-one and tokenizer conversion slowdown are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Both involve Qwen3-family models, but one is device-map CUDA assert and the other is flash-attention generation quality; not the same concrete bug." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Qwen3 auto device mapping and 3d_parallel.py runtime failure do not share a concrete code-path." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Llava Next segfault and sinq save/load breakage are different serialization/loading failures." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Int4 quantization OOM and T5 apex memory leak are different memory issues in different implementations." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "Perplexity regression on one model and tokenization changes across versions are not the same bug." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Video processor batch-shape bug and version-dependent tokenization changes are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Quantization/offloading issue and mmap OOM on Strix Halo are different resource problems." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both concern save_pretrained regressions, but one is lm_head serialization and the other is visual encoder key naming in Qwen3.5." + }, + { + "left": "issue:45685", + "right": "issue:46821", + "accept": false, + "reason": "MPS histogram error for Int and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:26413", + "right": "issue:28530", + "accept": false, + "reason": "resume_from_checkpoint epoch_iterator failure and early-stopping metric lookup failure are distinct trainer 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": 28, + "review_unit_index": 16, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-530", + "nodes": [ + "issue:28530", + "issue:30064", + "issue:33666", + "issue:41720", + "issue:42915", + "issue:43065", + "issue:43295", + "issue:43317", + "issue:43404", + "issue:43441", + "issue:43531", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43646", + "issue:43708", + "issue:43716", + "issue:43720", + "issue:43881", + "issue:44008", + "issue:44186", + "issue:44361", + "issue:44423", + "issue:44451", + "issue:44464", + "issue:44488", + "issue:44610", + "issue:44734", + "issue:44898", + "issue:45072", + "issue:45161", + "issue:45357", + "issue:45406", + "issue:45701", + "issue:45823", + "issue:46291", + "issue:46402", + "issue:46612", + "issue:46665", + "issue:46821", + "issue:46858", + "issue:46869", + "issue:46897", + "issue:47020", + "issue:47317", + "issue:47337" + ], + "soft_pairs": [ + "issue:44186|issue:45072", + "issue:43295|issue:45701", + "issue:44451|issue:47020", + "issue:43065|issue:46402", + "issue:43550|issue:43720", + "issue:43646|issue:46665", + "issue:46612|issue:46858", + "issue:44186|issue:44610", + "issue:43550|issue:43606", + "issue:43577|issue:43708", + "issue:46897|issue:47317", + "issue:46821|issue:46869", + "issue:42915|issue:43317", + "issue:41720|issue:45161", + "issue:43404|issue:45357", + "issue:44423|issue:45406", + "issue:44610|issue:44898", + "issue:28530|issue:33666", + "issue:44008|issue:45823", + "issue:43881|issue:44488", + "issue:42915|issue:46291", + "issue:43531|issue:43572", + "issue:43441|issue:47337", + "issue:44186|issue:44361", + "issue:44734|issue:46858", + "issue:28530|issue:30064", + "issue:43716|issue:46821", + "issue:44464|issue:46858" + ], + "prepared_review_unit_hash": "3955e1e0d2c12f2c04856365199ab49c8efa5133779f3cf92f1c474b70bfab7e", + "component_budget": { + "node_count": 530, + "item_count": 530, + "soft_pair_count": 1954, + "serialized_chars": 1013004, + "estimated_input_tokens": 253251, + "estimated_eval_tokens": 506758 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35509, + "estimated_input_tokens": 8878, + "estimated_eval_tokens": 18012 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a heterogeneous cluster of mostly unrelated bug reports spanning tokenization, loading, device-map/offload, dtype, and model-specific regressions. None of the soft pairs look like the same concrete underlying bug, so all should be rejected. If a representative issue is needed, #45701 is the broadest and most referenced report in the set, but the cluster itself is not cohesive.", + "confidence": 0.39, + "canonical_issue_reason": "#45701 is the broadest, most heavily referenced report here and the closest thing to an umbrella representative, but there is no truly canonical issue because the cluster is not a single bug family.", + "canonical_pr_reason": null, + "best_issue_reason": "#45701 is the best standalone representative because it is broad and well-linked, though it does not actually unify the other issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Both are multimodal/vision-related failures, but one is tokenizer padding/truncation and the other is dtype mismatch in bfloat16 inference; not the same bug." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Both mention regressions around custom code/tokenization, but one is a processor/tokenizer API break and the other is a broad version-caused tokenization change." + }, + { + "left": "issue:44451", + "right": "issue:47020", + "accept": false, + "reason": "Both are tokenizer loading issues, but they involve different models and different failure modes; no shared concrete code path." + }, + { + "left": "issue:43065", + "right": "issue:46402", + "accept": false, + "reason": "Same model family (Sam3), but one is a dummy Conv2d placeholder and the other is missing text encoder weight loading; separate defects." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "Both involve loading/model execution with accelerate-like paths, but one is torch.compile+SDPA on Bamba and the other is packed-weight unpacking for BitNet; different bugs." + }, + { + "left": "issue:43646", + "right": "issue:46665", + "accept": false, + "reason": "Both concern custom model/loading behavior, but one is custom model initialization in Transformers 5.0 and the other is from_pretrained inside Python classes; not the same issue." + }, + { + "left": "issue:46612", + "right": "issue:46858", + "accept": false, + "reason": "Both touch generation cache behavior, but one is beam-search cache reorder skipped for specific model classes and the other is a static-cache seq-length tensor issue under torch.compile." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Both are vision processor issues, but one is LayoutLMv2 tokenizer/NER padding and the other is OmDet-Turbo image size mismatch; unrelated." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Both are device-map/offload-related, but one is a torch.compile SDPA failure and the other is a CPU-offload device mismatch in bark-small; different code paths." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "One is a dtype propagation bug in Blip2 loading and the other is Trainer checkpoint resumption max_steps calculation; unrelated." + }, + { + "left": "issue:46897", + "right": "issue:47317", + "accept": false, + "reason": "Both are training-loss bugs, but they affect different models and likely different loss computation paths; not the same change." + }, + { + "left": "issue:46821", + "right": "issue:46869", + "accept": false, + "reason": "Both mention multi-GPU/device-map style failures, but one is a TimesFM window_size AttributeError and the other is YOLO auto device-map loading; distinct bugs." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Both are model loading failures, but one is Qwen3Moe with FineGrainedFP8Config and the other is dequantized model loading with gpu+cpu offload; different failure modes." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Both concern model-parallel/device placement, but one is Qwen3 auto device mapping on A800 and the other is GPT-OSS MoE tensor-parallel behavior; not the same bug." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Both involve multimodal generation models and weights, but one is tied lm_head in Mistral3 and the other is incorrect visual encoder keys in Qwen3.5 save_pretrained; separate defects." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Both are serve/runtime crashes for multimodal processors, but one is a 'str' object .to() failure in continuous batching and the other is missing _tokenizer on Gemma4Processor; different root causes." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Both are image-size/preprocessing mismatches, but OmDet-Turbo has 640px vs 224px processor/model mismatch while Perceiver fails on non-default resolution despite interpolate_pos_encoding; not the same bug." + }, + { + "left": "issue:28530", + "right": "issue:33666", + "accept": false, + "reason": "Early stopping metric lookup and Qwen2-VL multi-GPU training are unrelated." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma/Mistral-family multimodal device issues, but one is a variable-name collision causing an AttributeError and the other is a device mismatch under auto mapping in forward." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Both are model loading failures, but they involve different models and likely different tokenizer/config issues; no clear shared bug." + }, + { + "left": "issue:42915", + "right": "issue:46291", + "accept": false, + "reason": "One is a FineGrainedFP8Config load failure and the other is a pipelines import/version constraint on kernels; unrelated." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Both are config-related regressions in newer versions, but one is sliding_window behavior for Qwen3-MoE and the other is missing pad_token_idx in StableLmConfig; separate issues." + }, + { + "left": "issue:43441", + "right": "issue:47337", + "accept": false, + "reason": "FlashAttention failure in Ministral-3 and a flaky bbox coordinate test are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Both are tokenizer/attribute errors on task inputs, but they affect different tokenizers and different task flows; no shared code path." + }, + { + "left": "issue:44734", + "right": "issue:46858", + "accept": false, + "reason": "Both involve serve/cache behavior, but one is KV cache continuation in /v1/responses and the other is static cache seq-length arithmetic under torch.compile; different bugs." + }, + { + "left": "issue:28530", + "right": "issue:30064", + "accept": false, + "reason": "Early stopping metric selection and void segmentation map processing are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:46821", + "accept": false, + "reason": "Both mention shape/dtype-ish model input issues, but one is Mistral image-preprocessor dtype mismatch and the other is TimesFM window_size AttributeError; not the same bug." + }, + { + "left": "issue:44464", + "right": "issue:46858", + "accept": false, + "reason": "Both concern compiled generation behavior, but one is inconsistent chunked generation outputs and the other is cache length tensor arithmetic on non-CUDA backends; different failures." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 17, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-530", + "nodes": [ + "issue:29159", + "issue:30064", + "issue:33357", + "issue:34634", + "issue:35707", + "issue:36032", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:43257", + "issue:43316", + "issue:43322", + "issue:43329", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43606", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:44492", + "issue:44509", + "issue:44534", + "issue:44589", + "issue:44671", + "issue:44743", + "issue:44913", + "issue:44991", + "issue:45479", + "issue:45632", + "issue:45684", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:46665", + "issue:46821", + "issue:46894", + "issue:47020", + "issue:47145", + "issue:47254", + "issue:47317" + ], + "soft_pairs": [ + "issue:44671|issue:44743", + "issue:29159|issue:36032", + "issue:43316|issue:44913", + "issue:30064|issue:34634", + "issue:45632|issue:45684", + "issue:43452|issue:47020", + "issue:45479|issue:47317", + "issue:45701|issue:47145", + "issue:42915|issue:43322", + "issue:43873|issue:45704", + "issue:33357|issue:35707", + "issue:43540|issue:43782", + "issue:43531|issue:45759", + "issue:43881|issue:44991", + "issue:41720|issue:43746", + "issue:43550|issue:43653", + "issue:44534|issue:46665", + "issue:46894|issue:47317", + "issue:43257|issue:47254", + "issue:43526|issue:43883", + "issue:42490|issue:43329", + "issue:43606|issue:43720", + "issue:43531|issue:46821", + "issue:44492|issue:44509", + "issue:34634|issue:41720", + "issue:43531|issue:44589" + ], + "prepared_review_unit_hash": "7fd7cb8141e7c1850c4520de4244f1d18bc3074726f107c13c3a0c17b4142be5", + "component_budget": { + "node_count": 530, + "item_count": 530, + "soft_pair_count": 1954, + "serialized_chars": 1013004, + "estimated_input_tokens": 253251, + "estimated_eval_tokens": 506758 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 34870, + "estimated_input_tokens": 8718, + "estimated_eval_tokens": 17692 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft edge looks like a true duplicate or mergeable same-bug pair; the cluster is mostly a loose similarity set spanning tokenizer, config, loading, quantization, and model-specific runtime bugs. If one issue must represent the cluster, the Qwen3-MoE sliding-window bug is the closest anchor, but it still does not subsume the others.", + "confidence": 0.77, + "canonical_issue_reason": "issue:43531 is the most central item in the sample, appearing in multiple soft candidates and being a concrete code-path bug rather than a broad meta report; it is the closest representative of the cluster, though not a duplicate of the linked issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43531 is the best available issue representative because it is specific, technical, and the most connected of the sampled issues; however, the cluster is too heterogeneous for any issue to be a strong canonical summary.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "Both are model-specific behavior bugs, but one is CamemBERT masked-LM output and the other is Qwen modular cache state reset; different models and code paths." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "Both mention tokenizers, but one is slow-vs-fast inconsistency and the other is a T5Tokenizer load-time attribute conflict; not the same bug." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "One is a Gemma3TextConfig API discrepancy, the other is GPTNeoX rotary_pct persistence on reload; different configuration fields and failure modes." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Image processor void segmentation maps and BarkProcessor voice_preset are unrelated processor-specific issues." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Cache-path collision for trust_remote_code and read-only permission propagation in save_pretrained are different file-system concerns with different fixes." + }, + { + "left": "issue:43452", + "right": "issue:47020", + "accept": false, + "reason": "Both are tokenizer/loading-related, but gguf_file breaks from_pretrained broadly while the XLMRobertaTokenizer issue is a specific Unigram vocab type mismatch." + }, + { + "left": "issue:45479", + "right": "issue:47317", + "accept": false, + "reason": "Both involve training loss, but they affect different models and likely different loss computations; too broad to be the same bug." + }, + { + "left": "issue:45701", + "right": "issue:47145", + "accept": false, + "reason": "Tokenization changes across versions and FP8 weight_scale loading corruption are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "FineGrainedFP8Config failure in Qwen3Moe and Llava Next segmentation fault are different model families and distinct failure classes." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization offloading behavior and T5/apex RMSNorm memory leak are not the same underlying issue." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "MacOS bus error in a community CLIP model and progressive generation with inputs_embeds/past_key_values are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Both are Qwen multimodal-related, but one is a video-input processing error and the other is a from_pretrained weight_only load failure." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Both involve Qwen3, but one is a sliding_window recurrent-state bug and the other is config unwrapping for composite multimodal models; different code paths." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "GLM-4V loading failure and tokenizer loading for EMBEDDIA/est-roberta are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Auto device mapping CUDA assert on Qwen3 and GraniteSpeech PEFT checkpoint loading are different problems." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "torch.compile/SDPA on Bamba-9B-v2 and BigBirdTokenizer special-token registration are unrelated." + }, + { + "left": "issue:44534", + "right": "issue:46665", + "accept": false, + "reason": "Non-persistent buffer junk in v5 and from_pretrained behavior inside Python classes do not describe the same failure." + }, + { + "left": "issue:46894", + "right": "issue:47317", + "accept": false, + "reason": "Both are training-loss bugs, but they concern different models and likely different shifting logic; not enough to treat as one issue." + }, + { + "left": "issue:43257", + "right": "issue:47254", + "accept": false, + "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed and PEFT+ZeRO-3 gradient checkpointing are distinct deep-learning stack interactions." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "BEiTImageProcessorFast reduce_labels and Molmo all_tied_weights_keys are unrelated attribute/processing bugs." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Local-path trailing-slash import warning and undefined video-branch variables in multimodal token counting are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "CPU offload device mismatch and BitNet packed-weight unpacking during accelerate loading are both loading-related but not the same concrete bug." + }, + { + "left": "issue:43531", + "right": "issue:46821", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and TimesFM window_size AttributeError are different model implementations and different parameter handling." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A typo in cache strategies and stale docs for removed pipeline tasks are unrelated documentation/API issues." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor voice_preset and Qwen3 auto device mapping CUDA assert are different models and failure modes." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Qwen3-MoE sliding-window logic and Float8 storage lookup failure are unrelated runtime bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 18, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-530", + "nodes": [ + "issue:30064", + "issue:34567", + "issue:35707", + "issue:36010", + "issue:39692", + "issue:41720", + "issue:42886", + "issue:43381", + "issue:43388", + "issue:43421", + "issue:43540", + "issue:43606", + "issue:43644", + "issue:43653", + "issue:43746", + "issue:43873", + "issue:43927", + "issue:44062", + "issue:44077", + "issue:44451", + "issue:44514", + "issue:44545", + "issue:44610", + "issue:44625", + "issue:44843", + "issue:44898", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45059", + "issue:45072", + "issue:45357", + "issue:45406", + "issue:45464", + "issue:45479", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:45923", + "issue:46050", + "issue:46402", + "issue:46655", + "issue:46665", + "issue:46693", + "issue:46858", + "issue:47333" + ], + "soft_pairs": [ + "issue:45406|issue:45464", + "issue:34567|issue:35707", + "issue:43606|issue:43653", + "issue:45759|issue:45859", + "issue:44451|issue:44991", + "issue:43540|issue:46858", + "issue:43388|issue:45059", + "issue:44077|issue:44625", + "issue:43644|issue:46665", + "issue:44987|issue:45042", + "issue:45923|issue:47333", + "issue:45357|issue:46402", + "issue:44898|issue:45072", + "issue:44062|issue:44451", + "issue:41720|issue:45704", + "issue:44918|issue:44936", + "issue:39692|issue:44610", + "issue:43746|issue:46050", + "issue:43381|issue:45704", + "issue:44625|issue:45479", + "issue:42886|issue:44843", + "issue:30064|issue:36010", + "issue:44514|issue:44545", + "issue:43746|issue:43873", + "issue:43421|issue:43927", + "issue:46655|issue:46693" + ], + "prepared_review_unit_hash": "b0e8fd75f592ce1dc6850b91f57006920fd9c7dbe4341af763916e2c30af9d67", + "component_budget": { + "node_count": 530, + "item_count": 530, + "soft_pair_count": 1954, + "serialized_chars": 1013004, + "estimated_input_tokens": 253251, + "estimated_eval_tokens": 506758 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35719, + "estimated_input_tokens": 8930, + "estimated_eval_tokens": 18116 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated issues from different code paths; only the Qwen2_5_VLProcessor batched-padding reports look like a true duplicate pair. The rest share broad themes like loading/offloading/tokenization but describe distinct failures.", + "confidence": 0.86, + "canonical_issue_reason": "issue:43873 is the broadest and most actively discussed issue here, with the most inbound references; if a single issue must represent the set, it is the best umbrella candidate, though this is not a true duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 has the strongest signal as a representative issue because it is high-activity, open, and broadly scoped around offloading/quantization behavior.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Different products and failures: Gemma4Processor missing _tokenizer vs Qwen3.5-0.8B streaming chat/completions crash. Same broad area, not the same bug." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "Both involve trainer-related state/generation behavior, but one is num_input_tokens_seen not updating and the other is progressive generation with inputs_embeds/past_key_values. Not the same underlying bug." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "Different tokenizer/model problems: CPU offload device mismatch for bark-small vs BigBirdTokenizer mask token registration and empty decode output." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Related to Qwen 3.5/3.6 multimodal config handling, but one is AutoModelForCausalLM.from_config text_config unwrapping and the other is a rotary embedding CPU-offload compatibility issue." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer loading regressions, but they affect different models and likely different root causes; not enough evidence of one concrete bug." + }, + { + "left": "issue:43540", + "right": "issue:46858", + "accept": false, + "reason": "Video-input ValueError in Qwen3OmniMoe is unrelated to cache.get_seq_length() returning a device tensor in static cache/torch.compile prefill." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Different issues: gather_for_metrics dropping tuple labels in the last batch versus SAM3 PCS odd behavior with text and bounding boxes." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "patchtsmixer post_init allowance and Qwen3.5 num_labels propagation are unrelated model/config bugs." + }, + { + "left": "issue:43644", + "right": "issue:46665", + "accept": false, + "reason": "Non-persistent buffers filled with junk is a serialization/init bug; from_pretrained inside Python classes is a separate behavioral inconsistency." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "One is a loading regression for a specific model; the other is PIL image processors incorrectly requiring torchvision. Same general dependency/loading surface, different bugs." + }, + { + "left": "issue:45923", + "right": "issue:47333", + "accept": false, + "reason": "Both concern offloading on Qwen models, but one is a missing supports_gradient_checkpointing flag and the other is inability to save a disk-offloaded model. Not the same code-path problem." + }, + { + "left": "issue:45357", + "right": "issue:46402", + "accept": false, + "reason": "Both involve Qwen/SAM model loading, but one is incorrect visual encoder keys on save_pretrained and the other is text encoder weights not loaded. Distinct defects." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Perceiver image classification resolution handling and bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel are unrelated." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "AddedToken special-argument duplication and inability to load a specific tokenizer/model are different tokenizer-layer issues, not the same bug." + }, + { + "left": "issue:41720", + "right": "issue:45704", + "accept": false, + "reason": "Qwen3 auto device mapping CUDA assert and T5 apex.FusedRMSNorm memory leak are unrelated inference/runtime problems." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "TRL SFT input-embedding unpacking and trainer.evaluate() after trainer.train() are different trainer behaviors." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "SigLIP2 doc example errors are documentation/example problems; OmDet-Turbo processor size mismatch is a runtime processor/model config bug. Not the same issue." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "PEFT adapters failing to load from local checkpoints and sinq-quantized models breaking after save/load are different persistence/quantization bugs." + }, + { + "left": "issue:43381", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing in eval mode and T5 apex RMSNorm memory leak are unrelated." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and single-label classification with num_labels=1 causing zero loss are different configuration/classification bugs." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": false, + "reason": "Both involve offline/loading behavior, but one is tokenizer cache loading with HF_HUB_OFFLINE and the other is an unconditional model_info() call in _patch_mistral_regex. Different root causes." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Void segmentation map processing and GenerationMixin import failure are unrelated subsystems." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "These titles describe the same exact Qwen2_5_VLProcessor.apply_chat_template batched-input crash with padding=False; they look like duplicate reports of the same bug." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "Both mention loading/offloading/quantization, but one is PEFT local checkpoint loading and the other is general offloading with quantization. Not the same bug." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Runtime post-processor update for special tokens and DiaConfig losing custom token IDs after save/load are related to token metadata but are distinct failures." + }, + { + "left": "issue:46655", + "right": "issue:46693", + "accept": false, + "reason": "SmolVLM video padding calculation and FA2 long-context generation performance regression are separate issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis stays grounded in the packet and the soft-edge calls are conservative. The only clearly supported duplicate pair is issue:44514 / issue:44545, and the choice of issue:43873 as an umbrella representative is reasonable based on activity and breadth. No obvious overstatement." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 19, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-530", + "nodes": [ + "issue:30064", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43295", + "issue:43381", + "issue:43421", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43596", + "issue:43643", + "issue:43653", + "issue:43673", + "issue:43720", + "issue:43782", + "issue:43819", + "issue:43844", + "issue:43873", + "issue:43881", + "issue:43927", + "issue:43994", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44368", + "issue:44464", + "issue:44488", + "issue:44671", + "issue:44857", + "issue:44991", + "issue:44995", + "issue:45072", + "issue:45081", + "issue:45356", + "issue:45357", + "issue:45381", + "issue:45834", + "issue:45907", + "issue:46032", + "issue:46294", + "issue:46463", + "issue:46693", + "issue:46858", + "issue:47020", + "issue:47050", + "issue:47337" + ], + "soft_pairs": [ + "issue:43381|issue:43844", + "issue:43421|issue:43653", + "issue:39692|issue:43873", + "issue:44464|issue:47050", + "issue:45081|issue:45356", + "issue:44995|issue:46858", + "issue:44368|issue:45357", + "issue:43994|issue:44671", + "issue:43673|issue:47337", + "issue:43782|issue:45381", + "issue:43421|issue:44186", + "issue:46032|issue:46463", + "issue:44857|issue:47050", + "issue:45356|issue:45907", + "issue:39692|issue:47050", + "issue:43596|issue:44220", + "issue:43720|issue:43819", + "issue:43295|issue:45834", + "issue:43540|issue:46294", + "issue:43526|issue:43881", + "issue:43550|issue:43927", + "issue:43550|issue:43819", + "issue:44488|issue:47020", + "issue:44062|issue:44488", + "issue:43531|issue:43643", + "issue:43653|issue:43720", + "issue:45072|issue:47050", + "issue:41720|issue:44991", + "issue:30064|issue:36331", + "issue:45381|issue:46693" + ], + "prepared_review_unit_hash": "6b6daa3bdd3de88d7b5bfa972d7609886809d4c0cc81f82347a9c8cbb7ebe37e", + "component_budget": { + "node_count": 530, + "item_count": 530, + "soft_pair_count": 1954, + "serialized_chars": 1013004, + "estimated_input_tokens": 253251, + "estimated_eval_tokens": 506758 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 37015, + "estimated_input_tokens": 9254, + "estimated_eval_tokens": 18764 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a heterogeneous cluster of tokenizer, model-loading, generation, vision, and training bugs. I do not see any soft pair that is clearly the same underlying defect, so none should be merged as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": "If forced to pick one anchor, issue 43421 is the broadest reusable tokenizer-runtime regression in the set; however the cluster overall is too mixed to treat as a single duplicate group.", + "canonical_pr_reason": null, + "best_issue_reason": "43421 is the best representative only in the weak sense that it is a general tokenizer/backend behavior bug rather than a model-specific crash; it still does not summarize the whole cluster well.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Both involve training/runtime behavior, but one is gradient checkpointing in eval mode and the other is a DeepSpeed ZeRO-3 gradient anomaly; different failure modes and code paths." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Both touch tokenizers and special tokens, but 43421 is about runtime post-processor updates while 43653 is a BigBirdTokenizer mask-token registration/empty decode bug." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "One is a SigLIP2 doc/example problem; the other is an offloading-with-quantization runtime bug. Same broad area, but not the same defect." + }, + { + "left": "issue:44464", + "right": "issue:47050", + "accept": false, + "reason": "Both mention inference/compiled execution, but 44464 is chunked generation inconsistency and 47050 is an ONNX fp16 attention dtype mismatch." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both involve tokenizer regex handling, but one crashes on missing backend_tokenizer and the other reports a version regression with incorrect codec handling; not the same concrete bug." + }, + { + "left": "issue:44995", + "right": "issue:46858", + "accept": false, + "reason": "Both mention cache/indexing, but one is a stale indexer cache on repeated forwards and the other is a device-tensor seq-length arithmetic issue in static cache/torch.compile." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "One is a warning about tie_word_embeddings in fine-tuning, the other is incorrect keys saved for Qwen3.5 visual encoders; unrelated defects." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Both are SigLIP/CamemBERT model behavior issues, but one is generic wrong outputs with AutoModel/pipeline and the other is masked-LM prediction correctness; different bugs." + }, + { + "left": "issue:43673", + "right": "issue:47337", + "accept": false, + "reason": "One is a generation cache missing in chunked prefill, the other is a flaky bbox range assertion in tests; not the same issue." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Both are multimodal Qwen video/model issues, but one is a from_pretrained weight_only load error and the other is video vision_position_ids mismatch; distinct code paths." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Both are tokenizer-related, but 43421 is about special-token post-processing updates and 44186 is LayoutLMv2 batching/padding/truncation crashes." + }, + { + "left": "issue:46032", + "right": "issue:46463", + "accept": false, + "reason": "One is a cache correctness bug in Mamba2Mixer, the other is an error-message validation issue for T5 decoder inputs; not the same problem." + }, + { + "left": "issue:44857", + "right": "issue:47050", + "accept": false, + "reason": "Both are dtype/AMP-adjacent runtime issues, but one is LwDetrImageLoss under float16 AMP and the other is CanineModel ONNX export attention dtype mismatch." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "One is a tokenizer regression, the other is a hub API forwarding issue (`list_repo_files` revision); unrelated." + }, + { + "left": "issue:39692", + "right": "issue:47050", + "accept": false, + "reason": "One is a SigLIP2 documentation/example mismatch, the other is an fp16 ONNX export dtype bug in CanineModel; different artifacts and failures." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "Both are runtime errors, but one is DeepSpeed ZeRO-3 init with BertModel and the other is `_torch_extract_fbank_features()`; no concrete overlap." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "One is about unpacking packed weights during accelerate loading, the other is a DAC latent/STE mismatch; unrelated model internals." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Both are regression-style correctness issues, but one is processor/tokenizer access in custom code and the other is OCR bbox indexing on long inputs." + }, + { + "left": "issue:43540", + "right": "issue:46294", + "accept": false, + "reason": "Both involve Qwen video inputs, but one is a ValueError in Qwen3OmniMoe video processing and the other is a chat-template token/feature count mismatch." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "One is a BeitImageProcessorFast label-reduction bug, the other is a glm-4v-9b load failure; different components and symptoms." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "One is Bamba-9B-v2 torch.compile + SDPA failure, the other is DiaConfig save/load losing custom token IDs; unrelated." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Different models and failure modes: compile/SDPA attention bug versus DAC latent consistency bug." + }, + { + "left": "issue:44488", + "right": "issue:47020", + "accept": false, + "reason": "Both are tokenizer/loading issues, but one is a model failing to load and the other is XLMRobertaTokenizer passing the wrong type to Unigram." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "One is an AddedToken argument duplication error, the other is a tokenizer loading failure for a specific model; not the same defect." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to AutoConfig missing fields with trust_remote_code=True." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "Tokenizer special-token registration and packed-weight unloading are entirely different subsystems." + }, + { + "left": "issue:45072", + "right": "issue:47050", + "accept": false, + "reason": "Both mention dtype mismatches, but one is bfloat16 inference in SwitchTransformers/TimmWrapperModel and the other is fp16 ONNX export attention mismatch." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "One is a CUDA assert during auto device mapping for Qwen3; the other is a tokenizer loading failure for EMBEDDIA/est-roberta." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "An image-processor void segmentation-map bug is unrelated to a custom trainer compute_loss signature regression." + }, + { + "left": "issue:45381", + "right": "issue:46693", + "accept": false, + "reason": "One is a video position-id bug for qwen2.5-vl, the other is a long-context FA2 performance regression; different code paths and outcomes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 20, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-530", + "nodes": [ + "issue:34634", + "issue:36010", + "issue:39692", + "issue:43322", + "issue:43335", + "issue:43421", + "issue:43540", + "issue:43606", + "issue:43611", + "issue:43618", + "issue:43643", + "issue:43653", + "issue:43697", + "issue:43756", + "issue:43819", + "issue:44008", + "issue:44186", + "issue:44220", + "issue:44442", + "issue:44448", + "issue:44561", + "issue:44661", + "issue:44671", + "issue:44805", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44936", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45584", + "issue:45685", + "issue:45834", + "issue:45987", + "issue:46291", + "issue:46294", + "issue:46463", + "issue:46665", + "issue:46829", + "issue:46832", + "issue:46858", + "issue:46932", + "issue:47020" + ], + "soft_pairs": [ + "issue:44220|issue:44661", + "issue:44821|issue:45084", + "issue:43611|issue:46665", + "issue:46829|issue:46832", + "issue:44186|issue:44898", + "issue:43653|issue:43819", + "issue:43540|issue:44008", + "issue:44991|issue:47020", + "issue:34634|issue:36010", + "issue:44843|issue:45081", + "issue:43643|issue:44877", + "issue:45987|issue:46829", + "issue:43335|issue:43756", + "issue:44008|issue:46858", + "issue:39692|issue:45834", + "issue:44561|issue:45020", + "issue:44186|issue:44442", + "issue:44448|issue:44671", + "issue:45987|issue:46932", + "issue:43618|issue:43697", + "issue:44805|issue:44936", + "issue:44991|issue:46291", + "issue:43322|issue:45685", + "issue:45584|issue:45834", + "issue:43606|issue:45072", + "issue:43421|issue:44811", + "issue:46294|issue:46463" + ], + "prepared_review_unit_hash": "dffc3460cdb5c149203c5b27f085b37385d0bc7ee5afe599af16697ea5fb9dda", + "component_budget": { + "node_count": 530, + "item_count": 530, + "soft_pair_count": 1954, + "serialized_chars": 1013004, + "estimated_input_tokens": 253251, + "estimated_eval_tokens": 506758 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36051, + "estimated_input_tokens": 9013, + "estimated_eval_tokens": 18282 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is noisy and mostly heterogeneous: the paired items share broad HF/Transformers vocabulary, but each points to a different concrete bug path. I did not find any soft pair that looks like the same underlying issue.", + "confidence": 0.84, + "canonical_issue_reason": "issue:45020 is the broadest umbrella-style report in the set and best represents the general v5/remote_code regression theme, even though the cluster overall is not a true duplicate group.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 has the widest scope and highest chance of serving as a central tracker for adjacent loading/regression problems.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Different subsystems and failure modes: audio feature extraction vs tokenizer-mapping/model-addition logic." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "URL image processor loading and template-node compilation are unrelated code paths." + }, + { + "left": "issue:43611", + "right": "issue:46665", + "accept": false, + "reason": "Both involve loading, but one is a base_model_prefix v5 breakage and the other is a broader from_pretrained-in-classes inconsistency." + }, + { + "left": "issue:46829", + "right": "issue:46832", + "accept": false, + "reason": "Different model families and bugs: output field mismatch vs RT-DETR forward shape/type error." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer padding/NER crash is unrelated to Perceiver image-classification interpolation behavior." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "Tokenizer special-token registration and DAC latent conversion are separate components with no shared code path." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Distinct multimodal model bugs: video input validation vs Gemma3n forward variable collision." + }, + { + "left": "issue:44991", + "right": "issue:47020", + "accept": false, + "reason": "Both are tokenizer-loading problems, but they affect different tokenizer classes and likely different constructor paths." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor voice preset behavior is unrelated to the GenerationMixin import error." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Same helper name, but different concrete failures: offline hub access vs backend_tokenizer attribute crash." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Different config-loading failures: missing fields from trust_remote_code vs strict config rejecting granite_speech." + }, + { + "left": "issue:45987", + "right": "issue:46829", + "accept": false, + "reason": "StaticCache sequence-length contract bug is unrelated to VideoPrism output tensor assignment." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "One is sparse-layer creation from zero sparse layers; the other is RoPE layer dropping in Smollm3." + }, + { + "left": "issue:44008", + "right": "issue:46858", + "accept": false, + "reason": "Both mention tensor/device issues, but they arise in different models and different forward/cache logic." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "Documentation example errors and long-ocr index error are different problems in different models." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Both are v5 regressions, but one is specifically is_torch_fx_available removal while the other is a broader remote_code breakage report." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "Different tokenizer/model classes and distinct crash conditions." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Version-v4/v5 output drift in different models; no shared code path is evident." + }, + { + "left": "issue:45987", + "right": "issue:46932", + "accept": false, + "reason": "StaticCache length return type and Gemma4 dtype casting are unrelated issues." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "CLIP attentions field assignment and RTDetrV2 output divergence are separate model-output bugs." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Mask shape IndexError and trainer evaluate-after-train failure are unrelated training/runtime problems." + }, + { + "left": "issue:44991", + "right": "issue:46291", + "accept": false, + "reason": "Tokenizer loading failure and pipelines import failure are different entrypoints and failure modes." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Llava Next segfault and MPS histogram/int dtype error are not the same bug." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Both are multimodal generation issues, but empty-transcription Whisper behavior and Kosmos2.5 long OCR indexing are different code paths." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "CPU offload device mismatch and bfloat16 dtype mismatch are separate backend-specific bugs." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Runtime special-token/post-processor updates and Whisper batch_decode skip_special_tokens behavior are distinct tokenizer/processor issues." + }, + { + "left": "issue:46294", + "right": "issue:46463", + "accept": false, + "reason": "Qwen video chat-template mismatch and T5 decoder-input validation are unrelated models and validations." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 21, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-530", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:34634", + "issue:36331", + "issue:42175", + "issue:42915", + "issue:43388", + "issue:43540", + "issue:43550", + "issue:43577", + "issue:43582", + "issue:43644", + "issue:43645", + "issue:43716", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43782", + "issue:43818", + "issue:43825", + "issue:43931", + "issue:43994", + "issue:44008", + "issue:44291", + "issue:44479", + "issue:44610", + "issue:44671", + "issue:44977", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45183", + "issue:45381", + "issue:45479", + "issue:45563", + "issue:45701", + "issue:45834", + "issue:46032", + "issue:46512", + "issue:46665", + "issue:46752", + "issue:46846", + "issue:47254", + "issue:47276", + "issue:47332", + "issue:47333", + "issue:47337" + ], + "soft_pairs": [ + "issue:43550|issue:45072", + "issue:46752|issue:47337", + "issue:44479|issue:45834", + "issue:43716|issue:44008", + "issue:43782|issue:44977", + "issue:43644|issue:43749", + "issue:43577|issue:43818", + "issue:28218|issue:29159", + "issue:45183|issue:45479", + "issue:43582|issue:46512", + "issue:45563|issue:47276", + "issue:43931|issue:46846", + "issue:44610|issue:45072", + "issue:43825|issue:43994", + "issue:43540|issue:45381", + "issue:43749|issue:44291", + "issue:34634|issue:36331", + "issue:43645|issue:46665", + "issue:43720|issue:45072", + "issue:47276|issue:47337", + "issue:47254|issue:47333", + "issue:42175|issue:45081", + "issue:43388|issue:46032", + "issue:44671|issue:45701", + "issue:43742|issue:45020", + "issue:47254|issue:47332", + "issue:43577|issue:43582", + "issue:42915|issue:47333" + ], + "prepared_review_unit_hash": "8f595d4afb45226d037ef6bdb7af21ad21c45628071c7db0a349d4b4cb6ef2fc", + "component_budget": { + "node_count": 530, + "item_count": 530, + "soft_pair_count": 1954, + "serialized_chars": 1013004, + "estimated_input_tokens": 253251, + "estimated_eval_tokens": 506758 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35750, + "estimated_input_tokens": 8938, + "estimated_eval_tokens": 18132 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: the soft pairs are mostly thematically similar only at a broad subsystem level, but they do not describe the same concrete bug or change. I would not merge any of the candidate edges.", + "confidence": 0.92, + "canonical_issue_reason": "No single canonical issue stands out. The set spans unrelated failures across tokenization, model loading, dtype handling, video inputs, training, offloading, and warnings, so the soft matches are too weak for duplicate triage.", + "canonical_pr_reason": null, + "best_issue_reason": "There is no clear global best issue for deduplication because the cluster is not a true duplicate set. If forced to pick one representative, the most general/central wording is still not enough to subsume the rest.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "Different bugs: torch.compile/SDPA failure vs dtype mismatch during inference." + }, + { + "left": "issue:46752", + "right": "issue:47337", + "accept": false, + "reason": "Empty chat template input crash is unrelated to the bbox range flaky test." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Video-input regression across Qwen VL models is unrelated to Kosmos2.5 long OCR indexing." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Different root causes: image-preprocessor dtype mismatch vs variable name collision in Gemma3nModel.forward()." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3VL weight_only load error is not the same as Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Both concern loading, but one is junk-filled buffers and the other is FSDP CPU RAM efficient loading." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "Blip2 dtype propagation bug is unrelated to missing temporal attention/shared weights in Video-LLaVA." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": false, + "reason": "Both are tokenizer-related, but one is an added-token spacing bug and the other is slow/fast inconsistency more broadly." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Input validation error messaging is unrelated to the single-label classification zero-loss bug." + }, + { + "left": "issue:43582", + "right": "issue:46512", + "accept": false, + "reason": "Apple Silicon warmup TypeError is unrelated to stale model.config.dtype after from_config(dtype=...)." + }, + { + "left": "issue:45563", + "right": "issue:47276", + "accept": false, + "reason": "Both are warning-message issues, but they refer to different warnings in different generation paths." + }, + { + "left": "issue:43931", + "right": "issue:46846", + "accept": false, + "reason": "Shape-mismatch loading failure is not the same as missing base_model_tp_plan entries causing TP OOM/shape errors." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Processor image-size mismatch is unrelated to bfloat16 dtype mismatches in inference wrappers." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "Unsupported translation-task messaging is unrelated to SigLIP2 nonsense outputs." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Both touch video inputs, but the concrete failures and affected models differ." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "FSDP CPU RAM efficient loading failure is unrelated to init_empty_weights receiving an unexpected argument." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "BarkProcessor voice preset handling and CustomTrainer.compute_loss signature are unrelated." + }, + { + "left": "issue:43645", + "right": "issue:46665", + "accept": false, + "reason": "Notebook custom-model initialization breakage is not the same as from_pretrained behavior inside Python classes." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "Packed-weight unpacking during accelerate loading is a different failure mode from dtype mismatch inference bugs." + }, + { + "left": "issue:47276", + "right": "issue:47337", + "accept": false, + "reason": "A stale synced_gpus warning is unrelated to the bbox coordinate flaky test." + }, + { + "left": "issue:47254", + "right": "issue:47333", + "accept": false, + "reason": "Checkpointing/ZeRO-3 failure and disk-offloaded Qwen3 save failure are different code paths and symptoms." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Backend packaging issue is unrelated to the Mistral tokenizer regex patch crash." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "Metric-gathering label truncation is unrelated to Mamba2Mixer use_cache correctness." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "CamemBERT masked-LM regression is not the same as version-dependent tokenization changes." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "MobileLLM key error and remote_code breakage are different loading failures." + }, + { + "left": "issue:47254", + "right": "issue:47332", + "accept": false, + "reason": "Gradient-checkpointing checkpoint errors are unrelated to saving disk-offloaded Qwen3-VL models." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Blip2 dtype issues and Apple Silicon warmup TypeError are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:47333", + "accept": false, + "reason": "Qwen3Moe FP8 config failure is unrelated to disk-offloaded Qwen3 save errors." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 22, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-530", + "nodes": [ + "issue:36010", + "issue:36331", + "issue:42175", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43582", + "issue:43638", + "issue:43645", + "issue:43653", + "issue:43697", + "issue:43782", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43854", + "issue:43906", + "issue:43927", + "issue:44060", + "issue:44368", + "issue:44589", + "issue:44857", + "issue:44912", + "issue:44936", + "issue:44964", + "issue:44977", + "issue:44991", + "issue:45003", + "issue:45042", + "issue:45081", + "issue:45325", + "issue:45372", + "issue:45406", + "issue:46175", + "issue:46209", + "issue:46285", + "issue:46291", + "issue:46326", + "issue:46697", + "issue:46728", + "issue:46932", + "issue:47217", + "issue:47337" + ], + "soft_pairs": [ + "issue:46697|issue:46728", + "issue:44589|issue:45042", + "issue:43262|issue:47217", + "issue:43782|issue:45325", + "issue:36010|issue:43645", + "issue:43653|issue:44912", + "issue:43262|issue:43819", + "issue:46175|issue:46932", + "issue:44964|issue:47337", + "issue:45003|issue:46285", + "issue:43582|issue:44857", + "issue:36010|issue:36331", + "issue:43825|issue:43827", + "issue:43531|issue:45042", + "issue:43638|issue:44936", + "issue:43550|issue:44912", + "issue:45372|issue:46326", + "issue:42175|issue:46291", + "issue:43452|issue:44991", + "issue:43257|issue:43329", + "issue:45081|issue:45406", + "issue:43819|issue:43927", + "issue:43906|issue:46209", + "issue:43526|issue:43697", + "issue:44060|issue:44368", + "issue:43854|issue:44977" + ], + "prepared_review_unit_hash": "7dd8c8d3d2ad771da3e9e30641da6b27f88cc8e3078047e351e81d69442430a9", + "component_budget": { + "node_count": 530, + "item_count": 530, + "soft_pair_count": 1954, + "serialized_chars": 1013004, + "estimated_input_tokens": 253251, + "estimated_eval_tokens": 506758 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35500, + "estimated_input_tokens": 8875, + "estimated_eval_tokens": 18006 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is broadly heterogeneous: the soft-similarity pairs mostly share a subsystem name or API surface, but they do not look like the same underlying bug. No PRs are present.", + "confidence": 0.93, + "canonical_issue_reason": "No clear canonical issue: the issues span unrelated failure modes across tokenization, vision, training, quantization, and docs, so there is no single shared root cause.", + "canonical_pr_reason": null, + "best_issue_reason": "None of the issues is a strong cluster anchor; even the more discussed items target different code paths and should not be treated as duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46697", + "right": "issue:46728", + "accept": false, + "reason": "Both are image-processor bugs, but one is over-padding in Swin2SR and the other is a wrong patch-count calculation in Aria; different code paths and symptoms." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "One is an FP8 storage/type error, the other is an image-processor torchvision dependency issue; unrelated failures." + }, + { + "left": "issue:43262", + "right": "issue:47217", + "accept": false, + "reason": "Audio sampling-rate defaults and VL image-placeholder handling are different subsystems with different bug mechanisms." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen2.5-VL/Qwen3VL model issues: one is a from_pretrained weight_only error, the other is a rope index scaling bug." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "Both involve Transformers v5 breakage, but one is an import-path regression and the other is notebook custom-model initialization; not the same bug." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "Tokenizer special-token registration is unrelated to MXFP4 quantization fallback." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio chat-template sampling rate and DAC latent reconstruction are unrelated features." + }, + { + "left": "issue:46175", + "right": "issue:46932", + "accept": false, + "reason": "Both are Gemma4-related, but one is a huge one-hot position-embedding implementation and the other is a dtype-casting fix for quantized embedders." + }, + { + "left": "issue:44964", + "right": "issue:47337", + "accept": false, + "reason": "A multimodal model load failure and a flaky bbox-range test are unrelated." + }, + { + "left": "issue:45003", + "right": "issue:46285", + "accept": false, + "reason": "Unsafe sys.modules access and CLIP text-model structure changes are different issues." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError and CUDA AMP loss crash are unrelated runtime problems." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "ImportError for GenerationMixin and CustomTrainer.compute_loss signature mismatch are separate regressions." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "One is a bad runtime error message, the other is stale docs; related topic but not the same concrete bug." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and PIL backend torchvision dependency are unrelated." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "DeepSpeed ZeRO-3 initialization failure and evaluate-after-train failure are different trainer bugs." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "torch.compile with SDPA and MXFP4 quantization fallback are different model/runtime paths." + }, + { + "left": "issue:45372", + "right": "issue:46326", + "accept": false, + "reason": "Gemma4 processor loading import failure and mistral_common continue_final_message behavior are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:46291", + "accept": false, + "reason": "Packaging/backend dependency omission and pipelines import failure with kernels v0.15 are different dependency issues." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "gguf_file handling and tokenizer loading for a specific model are separate from different loaders." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Qwen3 MoE weight conversion and undefined video-token helper usage are unrelated bugs." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Both hit tokenizer/processor loading, but one is a Mistral regex patch crash and the other is a Gemma4Processor missing tokenizer attribute." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "DAC latent reconstruction mismatch and DiaConfig token-id persistence loss are unrelated model/config bugs." + }, + { + "left": "issue:43906", + "right": "issue:46209", + "accept": false, + "reason": "A reproduction of an older issue and an FP8 inference failure on B200 are not the same root cause." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "A BEiT image-processor label reduction bug and an RTDetrV2 output regression are different code paths." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Both mention tied-weights warnings, but they concern different Qwen model families and different warning causes." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "GLM-4.7-Flash test loading and Qwen3.5 flash-attention generation issues are unrelated model-specific 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": 28, + "review_unit_index": 23, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-530", + "nodes": [ + "issue:28282", + "issue:29159", + "issue:29870", + "issue:34567", + "issue:34689", + "issue:38175", + "issue:39692", + "issue:40990", + "issue:42490", + "issue:42915", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43425", + "issue:43450", + "issue:43525", + "issue:43526", + "issue:43643", + "issue:43696", + "issue:43742", + "issue:43746", + "issue:43931", + "issue:44291", + "issue:44387", + "issue:44479", + "issue:44554", + "issue:44589", + "issue:44610", + "issue:44617", + "issue:44811", + "issue:44821", + "issue:44912", + "issue:44987", + "issue:45042", + "issue:45081", + "issue:45084", + "issue:45459", + "issue:45538", + "issue:45600", + "issue:45759", + "issue:45803", + "issue:45859", + "issue:46291", + "issue:47020", + "issue:47050", + "issue:47145", + "issue:47333" + ], + "soft_pairs": [ + "issue:42915|issue:44821", + "issue:43746|issue:44811", + "issue:43257|issue:43696", + "issue:45084|issue:45538", + "issue:45859|issue:47050", + "issue:43643|issue:45759", + "issue:38175|issue:44610", + "issue:42490|issue:43257", + "issue:43262|issue:44811", + "issue:42915|issue:43742", + "issue:43329|issue:45600", + "issue:43329|issue:44479", + "issue:44291|issue:45042", + "issue:43526|issue:44554", + "issue:43329|issue:43450", + "issue:39692|issue:44912", + "issue:34567|issue:40990", + "issue:29159|issue:34567", + "issue:44387|issue:44617", + "issue:44589|issue:47333", + "issue:43257|issue:43931", + "issue:45081|issue:47020", + "issue:44987|issue:45538", + "issue:43425|issue:46291", + "issue:44912|issue:47145", + "issue:43525|issue:46291", + "issue:28282|issue:29870", + "issue:45459|issue:45803", + "issue:28282|issue:34689" + ], + "prepared_review_unit_hash": "6881fd00cbc7e32cc0e7e3a2047c5eb884b303ea908f27c85b8d982a862162ac", + "component_budget": { + "node_count": 530, + "item_count": 530, + "soft_pair_count": 1954, + "serialized_chars": 1013004, + "estimated_input_tokens": 253251, + "estimated_eval_tokens": 506758 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36095, + "estimated_input_tokens": 9024, + "estimated_eval_tokens": 18304 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All proposed soft edges look like false positives: the items span unrelated bugs across model loading, quantization, tokenizers, processors, video/audio paths, and trainer state. No single canonical issue stands out as a safe duplicate target.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure vs AutoImageProcessor URL loading; different subsystems and symptoms." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "PEFT local-checkpoint loading bug vs Whisper batch_decode skip_special_tokens handling; unrelated paths." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "MoE weight conversion under accelerate+deepspeed vs CUDA OOM on GPT-oss-20b; different root causes." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template compilation TypeError vs CLIPTokenizer model_max_length bug; no shared code path." + }, + { + "left": "issue:45859", + "right": "issue:47050", + "accept": false, + "reason": "CPU offload rotary embedding issue vs fp16 ONNX dtype mismatch; unrelated model/runtime problems." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "AutoConfig missing fields with trust_remote_code vs AutoModelForCausalLM text_config unwrapping; distinct config bugs." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Zero probabilities in SigLIP2 vs OmDet-Turbo processor/model input-size mismatch; unrelated model families." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Trailing-slash local-path warning vs Qwen3 MoE weight conversion; different loading issues." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio chat-template sampling-rate default vs Whisper batch_decode special-token handling; separate processor behavior." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3Moe FP8 config failure vs MobileLLM key error on load; different models and failures." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Undefined video token helper vars vs stale auto_mappings config references; unrelated maintenance bugs." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "Video token counting helper crash vs model-specific video regression; both video-related but not the same bug." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "init_empty_weights argument mismatch vs PIL backend requiring torchvision; unrelated compatibility issues." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug vs MPS attention correctness issue; different areas entirely." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Undefined multimodal video token helper vs batched video processor output shape bug; not the same code path." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "SigLIP2 doc example errors vs gpt-oss MXFP4 quantization fallback; documentation/model-loading mismatch." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "TrainerState token counter not updating vs high perplexity on gpt-oss-20b; unrelated training/eval issues." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Slow/fast tokenizer inconsistency vs TrainerState token accounting; different components." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Reserved-memory regression under int4 quantization vs Sam3Video OOM; both memory-related but distinct failures." + }, + { + "left": "issue:44589", + "right": "issue:47333", + "accept": false, + "reason": "Missing Float8 storage class vs disk-offloaded Qwen3 save failure; unrelated serialization/offload bugs." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3 MoE weight conversion under distributed loading vs Qwen3-VL weight-shape mismatch; different load-time problems." + }, + { + "left": "issue:45081", + "right": "issue:47020", + "accept": false, + "reason": "Mistral regex patch backend_tokenizer crash vs XLMRobertaTokenizer Unigram init bug; distinct tokenizer implementations." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Loading failure for physical-intelligence/fast under 5.1.0 vs CLIPTokenizer max-length constant bug; unrelated." + }, + { + "left": "issue:43425", + "right": "issue:46291", + "accept": false, + "reason": "Torch version incompatibility vs kernels package requiring version/revision; different dependency issues." + }, + { + "left": "issue:44912", + "right": "issue:47145", + "accept": false, + "reason": "MXFP4 quantization fallback to bf16 vs FP8 compressed-tensors missing weight_scale; both quantization-related but different formats and bugs." + }, + { + "left": "issue:43525", + "right": "issue:46291", + "accept": false, + "reason": "Llama4Config missing pad_token_id vs pipelines import failing on kernels dependency; unrelated." + }, + { + "left": "issue:28282", + "right": "issue:29870", + "accept": false, + "reason": "PyTorch missing ImportError vs Bart generate decoder_attention_mask UnboundLocalError; unrelated load vs generation bugs." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer decode error handling with protobuf missing vs bare except swallowing interrupts; same exception theme but different functions and bugs." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "Missing PyTorch ImportError vs Llama 3.2 Vision model-loading regression; different underlying causes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 24, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-530", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29127", + "issue:29159", + "issue:33357", + "issue:34567", + "issue:39379", + "issue:42175", + "issue:42915", + "issue:43404", + "issue:43454", + "issue:43531", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43650", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43824", + "issue:43906", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44554", + "issue:44568", + "issue:44589", + "issue:44756", + "issue:44821", + "issue:44857", + "issue:44936", + "issue:44991", + "issue:45127", + "issue:45137", + "issue:45356", + "issue:45357", + "issue:45405", + "issue:45488", + "issue:45538", + "issue:46421", + "issue:46424", + "issue:46693", + "issue:46701", + "issue:46821", + "issue:46832", + "issue:46869", + "issue:47254", + "issue:47332" + ], + "soft_pairs": [ + "issue:43650|issue:43906", + "issue:33357|issue:34567", + "issue:43540|issue:46701", + "issue:43749|issue:44756", + "issue:43454|issue:43577", + "issue:43742|issue:44291", + "issue:44568|issue:45356", + "issue:44291|issue:44821", + "issue:46421|issue:46424", + "issue:44936|issue:46821", + "issue:42175|issue:43824", + "issue:28282|issue:29127", + "issue:44589|issue:47332", + "issue:43404|issue:45127", + "issue:24643|issue:29159", + "issue:45137|issue:45405", + "issue:44479|issue:46693", + "issue:42915|issue:45538", + "issue:43697|issue:45357", + "issue:43582|issue:47254", + "issue:44062|issue:44991", + "issue:43531|issue:44821", + "issue:44857|issue:46832", + "issue:44568|issue:45488", + "issue:39379|issue:44554", + "issue:45538|issue:46869", + "issue:42915|issue:43749" + ], + "prepared_review_unit_hash": "a99a5c582806dc8ac989947efe0e76ac643205ea9b8d771737abf96dfe3982ca", + "component_budget": { + "node_count": 530, + "item_count": 530, + "soft_pair_count": 1954, + "serialized_chars": 1013004, + "estimated_input_tokens": 253251, + "estimated_eval_tokens": 506758 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35705, + "estimated_input_tokens": 8927, + "estimated_eval_tokens": 18110 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated issues across tokenizers, model loading, cache behavior, DeepSpeed/FSDP, and multimodal regressions. The soft pairs share at most broad subsystem similarity, not the same concrete bug, so none should be merged as duplicates.", + "confidence": 0.69, + "canonical_issue_reason": "issue:45488 is the strongest representative: it is a concrete, well-described regression with clear user impact, multiple inbound references, and a specific code-path cause in tokenizer handling.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45488 is the best standalone issue in the set because it is specific, reproducible, and broad enough to represent a meaningful bug in the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "One is a vague data request, the other is an isolated reproduction of a separate issue; no shared bug." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "MacOS bus error in CLIP loading vs TrainerState token counting; unrelated code paths." + }, + { + "left": "issue:43540", + "right": "issue:46701", + "accept": false, + "reason": "Both are multimodal failures, but they affect different models and different pipelines, so not the same bug." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "FSDP CPU RAM efficient loading vs mmap/OOM on Strix Halo are different memory-management problems." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "One is a weight-tying bug in AyaVision, the other a dtype-loading issue in BLIP2; different failures." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "Model loading KeyError vs init_empty_weights/_is_hf_initialized TypeError; distinct failure mechanisms." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Both tokenizer regressions, but for different models and different root causes; not mergeable as one fix." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "init_empty_weights argument handling is unrelated to loading AutoImageProcessor from URL." + }, + { + "left": "issue:46421", + "right": "issue:46424", + "accept": false, + "reason": "Both involve cache behavior, but one is lazy-init recompilation and the other is max_cache_length handling." + }, + { + "left": "issue:44936", + "right": "issue:46821", + "accept": false, + "reason": "Trainer evaluate-after-train bug is unrelated to TimesFM window_size attribute errors." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Packaging/backend dependency issue vs missing Qwen2.5-VL import; unrelated." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "Missing PyTorch import dependency vs unclear LayoutLMv3 error message; different bugs." + }, + { + "left": "issue:44589", + "right": "issue:47332", + "accept": false, + "reason": "Float8 storage lookup failure vs saving a disk-offloaded model; not the same underlying defect." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Both mention tied weights, but one is a missing tie in a model, the other is LoRA merge collapse after vocab extension." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed training shape error vs slow/fast tokenizer inconsistency; no overlap beyond being bugs." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "ZeRO-3 deque underflow vs a dependency version bump; entirely separate." + }, + { + "left": "issue:44479", + "right": "issue:46693", + "accept": false, + "reason": "Video-input regression and FA2 long-context performance regression are different code paths and symptoms." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "FineGrainedFP8Config failure in Qwen3Moe is unrelated to CLIPTokenizer model_max_length." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "RT-DETR output drift in v5 vs Qwen3.5 save_pretrained key mismatch; unrelated model families and bugs." + }, + { + "left": "issue:43582", + "right": "issue:47254", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError vs PEFT/ZeRO-3 checkpointing error; different failures." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "AddedToken keyword conflict vs tokenizer loading failure for est-roberta; not the same root cause." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior vs AutoImageProcessor URL loading; unrelated." + }, + { + "left": "issue:44857", + "right": "issue:46832", + "accept": false, + "reason": "Both are RT-DETR-related, but one is an AMP crash in loss and the other is a forward shape/type issue in a different condition." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different tokenizer implementations and different incorrect behaviors." + }, + { + "left": "issue:39379", + "right": "issue:44554", + "accept": false, + "reason": "Mllama mask handling is unrelated to the MPS attention correctness issue." + }, + { + "left": "issue:45538", + "right": "issue:46869", + "accept": false, + "reason": "Tokenizer max_length bug vs YOLO device-map/multi-GPU failure; unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and FSDP CPU RAM efficient loading are separate distributed/runtime issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 25, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-530", + "nodes": [ + "issue:24643", + "issue:27957", + "issue:28282", + "issue:29870", + "issue:34567", + "issue:36331", + "issue:38175", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43257", + "issue:43452", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43716", + "issue:43742", + "issue:43756", + "issue:44062", + "issue:44479", + "issue:44488", + "issue:44560", + "issue:44589", + "issue:44737", + "issue:44792", + "issue:44849", + "issue:44898", + "issue:44964", + "issue:44987", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45381", + "issue:45405", + "issue:45600", + "issue:45672", + "issue:45674", + "issue:45701", + "issue:45823", + "issue:45907", + "issue:46399", + "issue:46463", + "issue:46512", + "issue:46701", + "issue:47276", + "issue:47332", + "issue:47333" + ], + "soft_pairs": [ + "issue:27957|issue:28282", + "issue:41720|issue:43540", + "issue:43540|issue:44479", + "issue:43540|issue:44560", + "issue:43452|issue:43582", + "issue:34567|issue:36331", + "issue:42915|issue:47332", + "issue:43577|issue:46512", + "issue:45042|issue:45081", + "issue:44062|issue:45081", + "issue:42175|issue:44488", + "issue:44479|issue:45381", + "issue:44987|issue:45907", + "issue:38175|issue:44898", + "issue:43742|issue:44589", + "issue:44792|issue:44964", + "issue:44849|issue:45701", + "issue:43742|issue:47333", + "issue:43257|issue:43756", + "issue:43716|issue:46701", + "issue:43756|issue:45325", + "issue:45823|issue:46463", + "issue:43756|issue:46399", + "issue:45672|issue:45674", + "issue:46463|issue:47276", + "issue:44737|issue:46463", + "issue:45405|issue:45600", + "issue:43577|issue:45072", + "issue:24643|issue:29870" + ], + "prepared_review_unit_hash": "8ed6bf0eb36e8d1c3aac1c086ff062d39d500bb9289409ffbdb7654619d508d8", + "component_budget": { + "node_count": 530, + "item_count": 530, + "soft_pair_count": 1954, + "serialized_chars": 1013004, + "estimated_input_tokens": 253251, + "estimated_eval_tokens": 506758 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36515, + "estimated_input_tokens": 9129, + "estimated_eval_tokens": 18514 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most items are unrelated, broad issue reports across different models/features. The only clear duplicate-like pair is the Qwen2.5-VL video-input regression between issues 44479 and 45381.", + "confidence": 0.86, + "canonical_issue_reason": "issue:44479 is the better canonical issue: it is earlier and frames the bug as the broader v5.3.0 video-input regression affecting multiple Qwen vision-language variants, which subsumes the narrower follow-up report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the strongest representative for the cluster because it captures the shared regression at the highest level of specificity and scope.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27957", + "right": "issue:28282", + "accept": false, + "reason": "Different problems: Flash Attention 2 behavior for XLM-Roberta vs a missing PyTorch dependency error." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Different models and failures: Qwen3 auto device mapping cuda assert vs Qwen3OmniMoe video-input ValueError." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Both are video-related, but they target different Qwen model families and different failure modes; not the same concrete bug." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Different error paths and model variants: Qwen3OmniMoe video processing ValueError vs Qwen3-VL-embedding StopIteration." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "Unrelated: tokenizer/model loading for gguf_file vs an Apple Silicon allocator warmup TypeError." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "Both are Trainer-related, but one is token-count state tracking and the other is a compute_loss signature change." + }, + { + "left": "issue:42915", + "right": "issue:47332", + "accept": false, + "reason": "Different issues: Qwen3Moe FP8 loading failure vs saving a disk-offloaded Qwen3-VL model." + }, + { + "left": "issue:43577", + "right": "issue:46512", + "accept": false, + "reason": "Both mention dtype, but one is a Blip2 loading bug and the other is config.dtype being stale after from_config()." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "Different subsystems: image processor torchvision dependency vs Mistral tokenizer regex patch crash." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Unrelated tokenizer bugs with different code paths and symptoms." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Dependency packaging issue vs a specific model loading failure; no shared underlying bug." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "Same underlying Qwen2.5-VL video-input regression in transformers 5.3.0; 45381 is a narrower symptom of the broader bug in 44479." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Different API failures: loading a model from transformers>=5.1.0 vs list_repo_files missing revision forwarding." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Different models and failures: SIGLIP2 zero probabilities vs Perceiver image classification failing on non-default resolution." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "Different loading/storage errors for unrelated models and dtypes." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Both touch multimodal models, but one is a Janus test failure and the other is a Phi-4-multimodal load regression." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Different bugs: Qwen3.5 output_hidden_states behavior vs tokenization changes across versions." + }, + { + "left": "issue:43742", + "right": "issue:47333", + "accept": false, + "reason": "Unrelated: MobileLLM config/key error vs Qwen3 offloading save failure." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Different Qwen3Moe loading/quantization issue vs Smollm3 RoPE-layer count mismatch." + }, + { + "left": "issue:43716", + "right": "issue:46701", + "accept": false, + "reason": "Different multimodal code paths: image preprocessor dtype mismatch vs DiffusionGemma generation pipeline failure." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Both involve RoPE terminology, but one is model architecture coverage and the other is Qwen2.5-VL temporal position scaling." + }, + { + "left": "issue:45823", + "right": "issue:46463", + "accept": false, + "reason": "Unrelated: Gemma4 device placement during forward vs T5 decoder input validation messaging." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both are dtype-related, but the affected models and root causes differ; not mergeable as one bug fix." + }, + { + "left": "issue:24643", + "right": "issue:29870", + "accept": false, + "reason": "Different runtime errors in different flows: DeepSpeed weight shape issue vs BART decoder_attention_mask assignment bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted pair, issue:44479 \u2194 issue:45381, is plausibly the same Qwen2.5-VL video-input regression, and choosing 44479 as the canonical issue is supported by its earlier, broader framing. The other soft-edge rejections do not overstate equivalence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 26, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-530", + "nodes": [ + "issue:28282", + "issue:29159", + "issue:32090", + "issue:33357", + "issue:38175", + "issue:41762", + "issue:42796", + "issue:43295", + "issue:43452", + "issue:43540", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43906", + "issue:43994", + "issue:44361", + "issue:44442", + "issue:44466", + "issue:44488", + "issue:44493", + "issue:44568", + "issue:44625", + "issue:44737", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44913", + "issue:44936", + "issue:45005", + "issue:45216", + "issue:45357", + "issue:45588", + "issue:45663", + "issue:45920", + "issue:46050", + "issue:46121", + "issue:46463", + "issue:46491", + "issue:46693", + "issue:46821", + "issue:46829", + "issue:46846", + "issue:46899", + "issue:47332" + ], + "soft_pairs": [ + "issue:43906|issue:46693", + "issue:44625|issue:44877", + "issue:44568|issue:46491", + "issue:43540|issue:46693", + "issue:43742|issue:47332", + "issue:43452|issue:44488", + "issue:28282|issue:32090", + "issue:44466|issue:45005", + "issue:42796|issue:43906", + "issue:46463|issue:46899", + "issue:41762|issue:44936", + "issue:43452|issue:44843", + "issue:44913|issue:46121", + "issue:45663|issue:46846", + "issue:43697|issue:46829", + "issue:43720|issue:44898", + "issue:44737|issue:45588", + "issue:43653|issue:44361", + "issue:44493|issue:46050", + "issue:38175|issue:43295", + "issue:44821|issue:46821", + "issue:44361|issue:44442", + "issue:43697|issue:45216", + "issue:45357|issue:45920", + "issue:43688|issue:43749", + "issue:43994|issue:44898", + "issue:29159|issue:33357" + ], + "prepared_review_unit_hash": "3f0e0e8e285a65f698d6879c601b5f4766651eea51cfee7832015636706f043c", + "component_budget": { + "node_count": 530, + "item_count": 530, + "soft_pair_count": 1954, + "serialized_chars": 1013004, + "estimated_input_tokens": 253251, + "estimated_eval_tokens": 506758 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36165, + "estimated_input_tokens": 9042, + "estimated_eval_tokens": 18340 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly a collection of unrelated issue reports across tokenizers, model loading, serialization, and distributed/runtime bugs. Only one soft pair looks plausibly like the same tied-weights/save_pretrained regression; the rest are too far apart to merge.", + "confidence": 0.62, + "canonical_issue_reason": "Issue 45920 is the broadest and most representative regression report here: it spans many models, has a clear v5 tokenizer regression framing, and is more general than the other single-model bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45920 is the best overall anchor because it affects multiple model families and describes a concrete, high-signal regression rather than a narrow edge case.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43906", + "right": "issue:46693", + "accept": false, + "reason": "Different problems: one is a reproduction of an earlier issue, the other is a performance regression in long-context generation with FA2." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Unrelated config/loading failures in different model families; no shared underlying code path is evident." + }, + { + "left": "issue:44568", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer bugs, but they affect different tokenizers and different behaviors (special tokens vs leading-space round-trip)." + }, + { + "left": "issue:43540", + "right": "issue:46693", + "accept": false, + "reason": "Video-input processing error in Qwen3OmniMoe is unrelated to the FA2 long-context performance regression." + }, + { + "left": "issue:43742", + "right": "issue:47332", + "accept": false, + "reason": "Different loading/saving paths and different model families; the errors do not point to the same bug." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "Both mention loading, but one is a gguf_file/from_pretrained issue while the other is a model-specific load failure; not the same underlying defect." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "PyTorch missing ImportError vs GPU broadcast NoneType TypeError are entirely separate failures." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": true, + "reason": "Both point to the same tied-weights/save_pretrained regression in v5, with one describing device-dependent lm_head.weight serialization and the other broader translation-model tied-weight breakage." + }, + { + "left": "issue:42796", + "right": "issue:43906", + "accept": false, + "reason": "Different tokenizer-specific bugs with no shared model or code-path evidence." + }, + { + "left": "issue:46463", + "right": "issue:46899", + "accept": false, + "reason": "T5 decoder-input validation messaging is unrelated to Gemma4 multimodal quantization failures." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Gemma3 ZeRO-3 loading IndexError and trainer.evaluate-after-train behavior are different issues." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "Both involve loading, but one is gguf_file handling and the other is offline Hub metadata lookup in Mistral regex patching." + }, + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "Both touch RoPE/config code, but one is a reload/default regression and the other is a type error on JSON-loaded lists." + }, + { + "left": "issue:45663", + "right": "issue:46846", + "accept": false, + "reason": "Different architectures and different failure modes: FSDP2 per-layer cache rebuilding vs missing TP plan entries." + }, + { + "left": "issue:43697", + "right": "issue:46829", + "accept": false, + "reason": "Different output-shape/return-field bugs in different models; not the same code-path problem." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "BitNet accelerate-loading unpacking bug is unrelated to Perceiver interpolation failure." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU placement bug and flash_attention s_aux=None crash are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "Both are tokenizer-related, but they affect different tokenizers with different symptoms and likely different fixes." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Unexpected key warnings in position IDs and sinq quantization save/load breakage are different issues." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Siglip2 zero-probability outputs and processor.tokenizer regression are different bugs." + }, + { + "left": "issue:44821", + "right": "issue:46821", + "accept": false, + "reason": "AutoImageProcessor URL loading and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Both mention tokenizer failures, but they concern different tokenizer classes and different failure mechanisms." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "RTDetrV2 output drift and Qwen3.5 checkpoint saving are unrelated regressions." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Qwen3.5 visual-encoder save_pretrained bug is unrelated to the broad tokenizer token-id regression across many models." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Auxiliary-loss normalization and FSDP CPU RAM-efficient loading are distinct training/runtime problems." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Different model families and different symptoms; no shared underlying defect is evident." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency and MacOS bus error with CLIP are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The anchor choice of issue 45920 is supported by the title and breadth of affected models, and the lone accepted soft pair (44466/45005) is plausibly the same tied-weights/save_pretrained regression. The other rejections do not overstate similarity and are framed cautiously enough given the limited evidence in the packet." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 27, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-530", + "nodes": [ + "issue:32090", + "issue:33666", + "issue:36010", + "issue:36331", + "issue:40444", + "issue:41720", + "issue:42898", + "issue:43295", + "issue:43452", + "issue:43525", + "issue:43550", + "issue:43577", + "issue:43643", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43749", + "issue:43756", + "issue:43761", + "issue:43927", + "issue:44361", + "issue:44464", + "issue:44479", + "issue:44568", + "issue:44625", + "issue:44743", + "issue:44756", + "issue:44811", + "issue:44843", + "issue:44857", + "issue:44991", + "issue:45356", + "issue:45372", + "issue:45375", + "issue:45542", + "issue:45701", + "issue:45704", + "issue:46170", + "issue:46178", + "issue:46402", + "issue:46491", + "issue:46701", + "issue:46829", + "issue:46832", + "issue:46932", + "issue:47000", + "issue:47013", + "issue:47332" + ], + "soft_pairs": [ + "issue:44756|issue:47332", + "issue:40444|issue:44811", + "issue:43643|issue:45375", + "issue:44843|issue:44991", + "issue:45372|issue:46170", + "issue:44857|issue:47000", + "issue:43688|issue:45704", + "issue:43688|issue:45701", + "issue:43295|issue:45356", + "issue:43525|issue:46701", + "issue:45542|issue:46178", + "issue:43646|issue:43749", + "issue:33666|issue:36010", + "issue:43653|issue:43927", + "issue:43653|issue:44568", + "issue:43756|issue:46402", + "issue:43761|issue:47013", + "issue:44464|issue:44743", + "issue:44479|issue:44625", + "issue:46832|issue:46932", + "issue:43550|issue:44361", + "issue:43761|issue:46829", + "issue:43452|issue:43577", + "issue:42898|issue:46491", + "issue:41720|issue:44464", + "issue:33666|issue:36331", + "issue:32090|issue:33666" + ], + "prepared_review_unit_hash": "3be9fb1838b07aee07bc73c5d1b16c65459328b8bb3e3cc87913626f8ef8b95f", + "component_budget": { + "node_count": 530, + "item_count": 530, + "soft_pair_count": 1954, + "serialized_chars": 1013004, + "estimated_input_tokens": 253251, + "estimated_eval_tokens": 506758 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36098, + "estimated_input_tokens": 9025, + "estimated_eval_tokens": 18306 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "I don\u2019t see a true duplicate cluster here: most issues are distinct regressions or model-specific bugs across unrelated subsystems. If an umbrella anchor is needed, #43646 is the broadest generic issue in the set. No PRs were provided.", + "confidence": 0.33, + "canonical_issue_reason": "#43646 is the most general, cross-cutting regression report (\u201cTransformers 5.0.0 breaks custom model initialization\u201d) and is the best umbrella anchor among these mostly unrelated issues.", + "canonical_pr_reason": null, + "best_issue_reason": "#43646 is the best representative issue because it captures a broad class of custom-model breakages, whereas the others are narrower model/version-specific failures or unrelated feature bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44756", + "right": "issue:47332", + "accept": false, + "reason": "Different problems: Strix Halo mmap/OOM vs saving a disk-offloaded Qwen3-VL model." + }, + { + "left": "issue:40444", + "right": "issue:44811", + "accept": false, + "reason": "Different subsystems: iterable-dataset multi-image finetuning vs Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Both involve missing config fields, but the titles point to different code paths/models and not a clearly shared underlying bug." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading regressions, but one is an offline/mistral-regex network call issue and the other is a specific tokenizer load failure for est-roberta." + }, + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "Unrelated failures: mistral_common import breakage for Gemma 4 vs Windows/ROCm torch.distributed dependency issues." + }, + { + "left": "issue:44857", + "right": "issue:47000", + "accept": false, + "reason": "Different loss implementations and failure modes: float16 CUDA crash vs infeasible cost matrix." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Auxiliary-loss normalization is unrelated to the T5 RMSNorm memory leak." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "One is a loss normalization bug; the other is a tokenizer behavior regression across versions." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Both are regressions, but one is processor/tokenizer API breakage and the other is codec/warning behavior for a specific tokenizer." + }, + { + "left": "issue:43525", + "right": "issue:46701", + "accept": false, + "reason": "Llama4 pad_token_id config error is unrelated to the DiffusionGemma image-text pipeline failure." + }, + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "Both touch backend detection, but they are different backends and different installation/import problems." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model initialization breakage is not the same as FSDP CPU RAM-efficient loading being broken." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Qwen2-VL multi-GPU training and GenerationMixin import failure are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "Tokenizer special-token registration bug vs config token IDs being lost after save/load are different issues." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Both concern special tokens, but they affect different tokenizers and different symptoms." + }, + { + "left": "issue:43756", + "right": "issue:46402", + "accept": false, + "reason": "Smollm3 RoPE-layer mismatch is unrelated to Sam3 text encoder weights not loading." + }, + { + "left": "issue:43761", + "right": "issue:47013", + "accept": false, + "reason": "CLIP hidden_states regression and xLSTM tuple-unpacking crash are different model-specific forward-path bugs." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Both involve generation/state behavior, but they are distinct models and different root symptoms." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Video-input regression across Qwen VL variants is unrelated to num_labels propagation in Qwen3.5 config." + }, + { + "left": "issue:46832", + "right": "issue:46932", + "accept": false, + "reason": "RT-DETR feature-level mismatch and Gemma4 quantized dtype casting are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure is unrelated to MLukeTokenizer AttributeError." + }, + { + "left": "issue:43761", + "right": "issue:46829", + "accept": false, + "reason": "Both mention hidden_states, but they are different models and different output-contract bugs." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "Tokenizer/model loading with gguf_file is unrelated to BLIP-2 dtype propagation." + }, + { + "left": "issue:42898", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenization regressions, but one is a global cleanup-space behavior change and the other is a CodeLlama round-trip spacing bug." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Qwen3 auto device mapping cuda assert and chunked-generation inconsistency are different failures." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Multi-GPU Qwen2-VL training and CustomTrainer.compute_loss signature mismatch are unrelated." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer _gpu_broadcast_one NoneType error is not the same as Qwen2-VL multi-GPU training." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 28, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-530", + "nodes": [ + "issue:28218", + "issue:33357", + "issue:39692", + "issue:43278", + "issue:43295", + "issue:43334", + "issue:43493", + "issue:43504", + "issue:43525", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43611", + "issue:43643", + "issue:43688", + "issue:43720", + "issue:43782", + "issue:43825", + "issue:43927", + "issue:43994", + "issue:44361", + "issue:44464", + "issue:44466", + "issue:44484", + "issue:44514", + "issue:44554", + "issue:44561", + "issue:44610", + "issue:44625", + "issue:44704", + "issue:44734", + "issue:44964", + "issue:44977", + "issue:45290", + "issue:45405", + "issue:45440", + "issue:45759", + "issue:45823", + "issue:46050", + "issue:46192", + "issue:46209", + "issue:46612", + "issue:46693", + "issue:46846", + "issue:47254", + "issue:47276" + ], + "soft_pairs": [ + "issue:44466|issue:46050", + "issue:44977|issue:46693", + "issue:44464|issue:44977", + "issue:43504|issue:43550", + "issue:43278|issue:43688", + "issue:45405|issue:47254", + "issue:43688|issue:45440", + "issue:43782|issue:46693", + "issue:43504|issue:43720", + "issue:43720|issue:43927", + "issue:43643|issue:44561", + "issue:43606|issue:43927", + "issue:44734|issue:46612", + "issue:44625|issue:47276", + "issue:39692|issue:43493", + "issue:43504|issue:44610", + "issue:43720|issue:44361", + "issue:44484|issue:44704", + "issue:43577|issue:44554", + "issue:43525|issue:43572", + "issue:28218|issue:33357", + "issue:43611|issue:46846", + "issue:44964|issue:45405", + "issue:44514|issue:45290", + "issue:45823|issue:46050", + "issue:44977|issue:46209", + "issue:39692|issue:43295", + "issue:43493|issue:43825", + "issue:43334|issue:45759", + "issue:43994|issue:46192" + ], + "prepared_review_unit_hash": "5378ca3f86722ffd60e71afb3cc1763c9f508a778185f69b15d3993053bd7064", + "component_budget": { + "node_count": 530, + "item_count": 530, + "soft_pair_count": 1954, + "serialized_chars": 1013004, + "estimated_input_tokens": 253251, + "estimated_eval_tokens": 506758 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36292, + "estimated_input_tokens": 9073, + "estimated_eval_tokens": 18402 + }, + "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 broad overlap around config/loading, processor, and generation regressions. None of the soft pairs look like the same concrete underlying issue with enough confidence to merge.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43525 is the clearest anchor: it is a concrete, reproducible config-attribute regression (`pad_token_id` missing) and is the closest match to the small subset of config-field failures in the cluster. The cluster overall is still too heterogeneous to treat this as a true duplicate hub.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43525 is the best single representative because it has a precise failure mode, a clear stack-level symptom, and is actionable. It is not a perfect canonical for the whole set, but it is the strongest issue-level anchor here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "Both involve save/load behavior, but one is tied-weight serialization varying by device and the other is sinq quantization persistence. Different bugs and code paths." + }, + { + "left": "issue:44977", + "right": "issue:46693", + "accept": false, + "reason": "Shared mention of flash-attn, but one is Qwen3.5 generation correctness and the other is a long-context performance regression after 5.2.0." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Chunked generation with compiled forward is a different failure mode from Qwen3.5 flash-attention generation issues." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Beit legacy-field loading and Bamba torch.compile/SDPA are unrelated model-specific problems." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "BF16->FP32 dtype drift in eval is not the same as auxiliary-loss normalization." + }, + { + "left": "issue:45405", + "right": "issue:47254", + "accept": false, + "reason": "PEFT version pinning and a PEFT+ZeRO-3 checkpoint error are different issues despite both involving PEFT." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Auxiliary-loss normalization and DeepseekV3 implementation divergence are distinct model-behavior bugs." + }, + { + "left": "issue:43782", + "right": "issue:46693", + "accept": false, + "reason": "Qwen3VL weight_only load failure is unrelated to a flash-attn long-context performance regression." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Legacy preset-field loading and BitNet packed-weight unpacking during accelerate load are separate loading bugs." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "Packed-weight loading in BitNet and DiaConfig save/load token-ID loss are different serialization paths." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both touch trust_remote_code, but one is missing fields on returned configs and the other is removal of `is_torch_fx_available` breaking remote-code models." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch is not the same as config token-ID persistence after save/load." + }, + { + "left": "issue:44734", + "right": "issue:46612", + "accept": false, + "reason": "KV-cache continuation tensor indexing in serve is different from beam-search cache reorder being skipped for specific model families." + }, + { + "left": "issue:44625", + "right": "issue:47276", + "accept": false, + "reason": "Missing `num_labels` propagation and a misleading `synced_gpus` warning are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Both are SigLIP2-related, but one is a doc/example mismatch and quantization failure while the other is an HF-vs-JAX implementation discrepancy." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "BEiT legacy-field loading and OmDet processor/model size mismatch are different model-specific bugs." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "BitNet packed-weight loading and MLukeTokenizer task AttributeError are unrelated." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "A question about default shard size is not the same as AutoProcessor failing to forward kwargs to cached_file." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "BLIP2 dtype propagation and MPS attention correctness are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Both are missing-pad-token config reports after v5, but they affect different model configs and different attribute names; not enough evidence of one shared defect." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer spacing after added tokens has nothing to do with a MacOS bus error on a CLIP model." + }, + { + "left": "issue:43611", + "right": "issue:46846", + "accept": false, + "reason": "Base-model-prefix loading regression and missing `linear_attn` entries in the TP plan are different failures." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Phi-4 multimodal loading failure is unrelated to a PEFT minimum-version bump." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both hit `apply_chat_template`, but one is batched input with `padding=False` and the other is assistant tool-call messages with no content; different edge cases." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Gemma4 device-mapping mismatch and sinq save/load quantization breakage are separate issues." + }, + { + "left": "issue:44977", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 flash-attention generation problems and FP8 inference failure on B200 are different hardware/runtime bugs." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "SigLIP2 documentation/example errors do not match the processor.tokenizer regression for custom model code." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "A SigLIP2 implementation discrepancy is unrelated to a pipeline warning message about translation tasks." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Both are config-related, but one is a missing `pad_token_id` AttributeError and the other is failure to unwrap `text_config` for composite multimodal configs; not the same bug." + }, + { + "left": "issue:43994", + "right": "issue:46192", + "accept": false, + "reason": "Nonsensical SigLIP2 outputs and `return_tensors` being ignored with explicit `text_kwargs` are different processor issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 29, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-530", + "nodes": [ + "issue:15354", + "issue:38175", + "issue:42490", + "issue:42796", + "issue:43278", + "issue:43334", + "issue:43493", + "issue:43504", + "issue:43572", + "issue:43606", + "issue:43646", + "issue:43653", + "issue:43696", + "issue:43701", + "issue:43824", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:43994", + "issue:44112", + "issue:44291", + "issue:44361", + "issue:44464", + "issue:44466", + "issue:44488", + "issue:44493", + "issue:44554", + "issue:44568", + "issue:44589", + "issue:44843", + "issue:44977", + "issue:45072", + "issue:45245", + "issue:45405", + "issue:45491", + "issue:45520", + "issue:45584", + "issue:45812", + "issue:46002", + "issue:46050", + "issue:46209", + "issue:46285", + "issue:46365", + "issue:46489", + "issue:46710", + "issue:46821", + "issue:46832", + "issue:47332" + ], + "soft_pairs": [ + "issue:44488|issue:44843", + "issue:45405|issue:47332", + "issue:43334|issue:43572", + "issue:42796|issue:44977", + "issue:44554|issue:46365", + "issue:45491|issue:46002", + "issue:43646|issue:44466", + "issue:43278|issue:43701", + "issue:44568|issue:46489", + "issue:43927|issue:44361", + "issue:44568|issue:45812", + "issue:43572|issue:44291", + "issue:43493|issue:43844", + "issue:43278|issue:43844", + "issue:46209|issue:46710", + "issue:44589|issue:45520", + "issue:43504|issue:43606", + "issue:43824|issue:44589", + "issue:46821|issue:46832", + "issue:44493|issue:46285", + "issue:43504|issue:43653", + "issue:43994|issue:44493", + "issue:43606|issue:44112", + "issue:15354|issue:38175", + "issue:42490|issue:43696", + "issue:45245|issue:46710", + "issue:44464|issue:45584", + "issue:43873|issue:46050", + "issue:45072|issue:46832" + ], + "prepared_review_unit_hash": "6f7936fc6cba6beea5400b130f1d74b8d60fcd9099e2aefafbbdb1b5a4382555", + "component_budget": { + "node_count": 530, + "item_count": 530, + "soft_pair_count": 1954, + "serialized_chars": 1013004, + "estimated_input_tokens": 253251, + "estimated_eval_tokens": 506758 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36633, + "estimated_input_tokens": 9159, + "estimated_eval_tokens": 18574 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly a collection of unrelated model/tokenizer/config regression reports. I found no soft-edge pair that clearly describes the same underlying bug or change, so I would keep them separated. The strongest standalone issue is the Granite AutoTokenizer regression because it is concrete, broad, and clearly framed as a v4\u2192v5 behavior break.", + "confidence": 0.74, + "canonical_issue_reason": "issue:45812 is the most canonical-style report: it describes a broad but concrete tokenizer regression, names the affected model family, and frames the break as a silent v4\u2192v5 change with clear user impact.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45812 is the best global anchor because it is specific enough to triage and broad enough to catch related Granite tokenizer regressions without being too vague.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Both are model-loading failures, but one is a specific local-model loading complaint and the other is an offline-regex/model_info bug in AutoTokenizer; not the same underlying defect." + }, + { + "left": "issue:45405", + "right": "issue:47332", + "accept": false, + "reason": "Unrelated problems: a released-version dependency constraint versus an offloading save failure for a specific Qwen3-VL model." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Different config fields, different models, different failure modes (`pad_token_id` vs `pad_token_idx`)." + }, + { + "left": "issue:42796", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer BPE-marker handling and flash-attention generation are distinct bugs in different areas." + }, + { + "left": "issue:44554", + "right": "issue:46365", + "accept": false, + "reason": "MPS attention correctness and Trainer import resolution are unrelated." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Both mention NaNs, but they occur in different components and contexts; not enough to treat as the same bug." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization breakage is not the same as device-dependent lm_head serialization inconsistency." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Training/eval dtype mismatch and resume checkpoint key mismatch are unrelated regressions." + }, + { + "left": "issue:44568", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer-related, but they target different model families and different tokenization failures." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "Save/load loss of custom token IDs is not the same as an AttributeError in MLukeTokenizer task handling." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Both concern tokenization, but one is missing BOS/EOS insertion for a specific tokenizer while the other is a broad Granite token-ID regression; different code paths and symptoms." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "A missing config attribute after upgrade is not the same as an `init_empty_weights` TypeError from an unexpected constructor argument." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "A SigLIP2 implementation discrepancy and a DeepSpeed ZeRO-3 gradient issue are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "These are both training-related, but one is a dtype change in embeddings and the other is a ZeRO-3 gradient anomaly; no shared underlying bug." + }, + { + "left": "issue:46209", + "right": "issue:46710", + "accept": false, + "reason": "FP8 inference failure on B200 and an accuracy regression after upgrade are distinct issues." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Different platform/library failures: Float8 storage lookup vs `flash_attn` import handling on Python 3.13." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "A legacy config field loading bug is unrelated to a CPU-offload device mismatch." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Importing a missing Qwen class and an FP8 storage-object error are not the same bug." + }, + { + "left": "issue:46821", + "right": "issue:46832", + "accept": false, + "reason": "Two separate model-forward shape/argument issues in different architectures; not mergeable as one fix." + }, + { + "left": "issue:44493", + "right": "issue:46285", + "accept": false, + "reason": "Both are regression-style reports, but one is a generic unexpected-key issue and the other is a CLIP structure change; different concrete problems." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Legacy-field loading and BigBirdTokenizer special-token registration are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 nonsensical outputs and unexpected position-id keys are different symptoms and code paths." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "A real CPU-offload mismatch and a stale CI test are not the same underlying change." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript GeneratorExp export failure and zero-probabilities on SigLIP2 are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "A trailing-slash local path warning/import issue is unrelated to GPU out-of-memory." + }, + { + "left": "issue:45245", + "right": "issue:46710", + "accept": false, + "reason": "Category-count limits and post-upgrade accuracy regression are different failure classes." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Chunked generation with compiled forward and Whisper empty-transcription failure after token alignment are distinct generation bugs." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Quantized offloading behavior and broken sinq save/load are related to memory/quantization broadly, but not the same concrete defect." + }, + { + "left": "issue:45072", + "right": "issue:46832", + "accept": false, + "reason": "dtype mismatch in bfloat16 inference and RTDetr feature-level shape handling are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 30, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-530", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:29942", + "issue:30333", + "issue:32090", + "issue:34567", + "issue:37428", + "issue:41720", + "issue:42947", + "issue:43065", + "issue:43295", + "issue:43381", + "issue:43404", + "issue:43450", + "issue:43493", + "issue:43701", + "issue:43844", + "issue:43937", + "issue:43957", + "issue:44423", + "issue:44554", + "issue:44734", + "issue:44849", + "issue:44869", + "issue:44964", + "issue:44977", + "issue:45072", + "issue:45084", + "issue:45198", + "issue:45200", + "issue:45229", + "issue:45357", + "issue:45446", + "issue:45520", + "issue:45588", + "issue:45759", + "issue:45823", + "issue:46050", + "issue:46209", + "issue:46369", + "issue:46399", + "issue:46701", + "issue:46710", + "issue:46752", + "issue:46846", + "issue:47013", + "issue:47145", + "issue:47254" + ], + "soft_pairs": [ + "issue:42947|issue:43381", + "issue:44849|issue:46209", + "issue:44849|issue:45357", + "issue:28218|issue:34567", + "issue:29159|issue:32090", + "issue:43844|issue:44964", + "issue:45084|issue:45520", + "issue:47013|issue:47254", + "issue:45229|issue:45823", + "issue:46399|issue:46846", + "issue:45200|issue:45229", + "issue:45588|issue:46050", + "issue:44423|issue:44734", + "issue:43493|issue:43701", + "issue:44849|issue:47145", + "issue:37428|issue:43957", + "issue:41720|issue:46710", + "issue:43937|issue:46701", + "issue:43295|issue:43450", + "issue:44554|issue:45446", + "issue:43065|issue:46369", + "issue:44977|issue:46701", + "issue:44869|issue:46752", + "issue:29942|issue:30333", + "issue:45072|issue:45198", + "issue:43404|issue:46710", + "issue:45588|issue:45759" + ], + "prepared_review_unit_hash": "b990242e4be5d6d916a45082a963d40ccd7180bc1827a476a097953667bb54d0", + "component_budget": { + "node_count": 530, + "item_count": 530, + "soft_pair_count": 1954, + "serialized_chars": 1013004, + "estimated_input_tokens": 253251, + "estimated_eval_tokens": 506758 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35875, + "estimated_input_tokens": 8969, + "estimated_eval_tokens": 18194 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated issues. None of the proposed soft edges look like true duplicates; the titles overlap only at a broad subsystem level (tokenizers, training, multimodal, serving, etc.) without matching the same concrete failure mode.", + "confidence": 0.93, + "canonical_issue_reason": "If one issue must represent the cluster, issue 45229 is the strongest standalone report: it has a clear, reproducible failure (Gemma4 31B-IT multi-GPU CUDA OOM), substantial discussion, and a concrete user-facing impact. That said, the items are not actually a duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45229 is the best standalone issue in this set because it is specific, severe, and actionable, with the clearest described failure path and the most discussion. It is a better representative than the many narrower or more ambiguous reports here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Both mention gradient checkpointing, but one is about PEFT LoRA being ineffective and the other about checkpointing being disallowed in eval mode. Different bug conditions and code paths." + }, + { + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 hidden-state output mismatch vs FP8 inference failure on B200 are unrelated failures affecting different runtime paths." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "One is an output_hidden_states bug; the other is a save_pretrained regression with visual encoder keys. Same model family, different bugs." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer spacing after added tokens is unrelated to TrainerState.num_input_tokens_seen not updating." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Inconsistent slow vs fast tokenizer behavior is a tokenizer bug; NoneType passed to _gpu_broadcast_one is a training/distributed runtime error." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "ZeRO-3 gradient growth with HfDeepSpeedConfig is unrelated to Phi-4 multimodal model loading failures." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Template-node compilation error and flash_attn import KeyError on Python 3.13 are different failure modes in different components." + }, + { + "left": "issue:47013", + "right": "issue:47254", + "accept": false, + "reason": "Both involve training/checkpointing, but xLSTM unpacking a bare tensor and PEFT+DeepSpeed CheckpointError are not the same underlying bug." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Gemma4 multi-GPU OOM and Gemma4 PLE device mismatch with device_map=auto are distinct problems: memory pressure vs tensor placement." + }, + { + "left": "issue:46399", + "right": "issue:46846", + "accept": false, + "reason": "Missing apply_rotary_pos_emb registration decorator and missing linear_attn entries in TP plan are separate Qwen3.5 issues with different failure symptoms." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Defaulting mm_token_type_ids to zeros is a configuration/shape fix; the other issue is a multi-GPU CUDA OOM." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "An AttributeError on s_aux=None in flash_attention integration is unrelated to sinq quantized model save/load corruption." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both are serve-related, but one crashes in continuous batching for multimodal models and the other crashes on KV-cache continuation in /v1/responses." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and resume_from_checkpoint key mismatch are unrelated bugs." + }, + { + "left": "issue:44849", + "right": "issue:47145", + "accept": false, + "reason": "Qwen3.5 hidden-state output bug and FP8 compressed-tensors weight_scale being skipped are different model/runtime issues." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Importing _flash_supports_window_size and meta-device model loading failures are separate loading/runtime problems." + }, + { + "left": "issue:41720", + "right": "issue:46710", + "accept": false, + "reason": "cudaErrorAssert with auto device mapping and an accuracy regression after upgrade are not the same concrete bug." + }, + { + "left": "issue:43937", + "right": "issue:46701", + "accept": false, + "reason": "Invalid GenerationConfig for GLM-5 and DiffusionGemmaGenerationOutput pipeline breakage are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Both touch multimodal processor paths, but one is a regression around processor.tokenizer and image passthrough, while the other is batched video output shape handling." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness with mismatched head dims is unrelated to a PyTorch version check bug in flex_attention imports." + }, + { + "left": "issue:43065", + "right": "issue:46369", + "accept": false, + "reason": "A dummy Conv2d in Sam3PixelDecoder and memory overflow in sam3-litetext are different SAM3 issues with different symptoms." + }, + { + "left": "issue:44977", + "right": "issue:46701", + "accept": false, + "reason": "Qwen3.5 flash-attention generation failure and DiffusionGemma pipeline failure are unrelated." + }, + { + "left": "issue:44869", + "right": "issue:46752", + "accept": false, + "reason": "Whisper timestamp decode crash on trailing replacement character is unrelated to apply_chat_template crashing on an empty list." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Failing Flash Attention 2 tests and MLflow not reporting failed jobs are completely different issues." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "bf16 dtype mismatches in SwitchTransformers/TimmWrapperModel are unrelated to Wav2Vec2 save_pretrained/tokenization failures." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "flash_attention s_aux=None crash and AutoModelForCausalLM.from_config not unwrapping text_config are different code paths and bug classes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 31, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-530", + "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:43493", + "issue:43525", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43575", + "issue:43653", + "issue:43824", + "issue:43844", + "issue:43856", + "issue:43873", + "issue:43950", + "issue:43957", + "issue:43975", + "issue:44112", + "issue:44186", + "issue:44466", + "issue:44521", + "issue:44610", + "issue:44737", + "issue:45127", + "issue:45200", + "issue:45290", + "issue:45381", + "issue:45406", + "issue:45520", + "issue:45823", + "issue:46121", + "issue:46178", + "issue:46192", + "issue:46209", + "issue:46285", + "issue:46821", + "issue:46894" + ], + "soft_pairs": [ + "issue:43295|issue:43873", + "issue:43572|issue:46821", + "issue:45406|issue:46121", + "issue:43540|issue:45200", + "issue:43295|issue:44610", + "issue:43450|issue:43575", + "issue:43572|issue:43957", + "issue:44186|issue:46192", + "issue:45823|issue:46192", + "issue:37428|issue:43824", + "issue:43550|issue:43844", + "issue:45520|issue:46178", + "issue:45200|issue:45823", + "issue:29870|issue:29942", + "issue:42490|issue:43493", + "issue:43295|issue:43493", + "issue:39692|issue:46192", + "issue:43334|issue:43525", + "issue:42915|issue:43824", + "issue:43278|issue:43856", + "issue:44521|issue:45290", + "issue:43824|issue:43975", + "issue:28218|issue:35141", + "issue:43262|issue:43450", + "issue:45381|issue:46209", + "issue:43975|issue:45520", + "issue:44737|issue:46894", + "issue:44466|issue:45127", + "issue:43653|issue:44112", + "issue:43950|issue:46285" + ], + "prepared_review_unit_hash": "10728492b5b091f50ab8e2246f0a1b2ed22b901c0ead951f192a041142016159", + "component_budget": { + "node_count": 530, + "item_count": 530, + "soft_pair_count": 1954, + "serialized_chars": 1013004, + "estimated_input_tokens": 253251, + "estimated_eval_tokens": 506758 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36490, + "estimated_input_tokens": 9123, + "estimated_eval_tokens": 18502 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is a loose collection of mostly unrelated Transformers issues; none of the soft pairs look like true duplicates or the same fix. If forced to anchor the cluster, the most active and reference-heavy issue is the best representative, but the cluster does not form a real duplicate group.", + "confidence": 0.95, + "canonical_issue_reason": "issue:43873 is the most active open issue and has the most inbound references/discussion, so it is the closest thing to a cluster anchor, even though the surrounding items are not the same bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best triage target because it is active, open, and well-referenced; however, it should not be treated as semantically equivalent to the other items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Different failures: a processor/tokenizer regression versus an offloading/quantization problem. No shared code path or fix." + }, + { + "left": "issue:43572", + "right": "issue:46821", + "accept": false, + "reason": "Both are AttributeError reports, but they concern different config fields, different models, and different code paths." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Unrelated issues: missing `_tokenizer` on Gemma4Processor vs a TypeError in rope validation for a JSON-loaded list." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Different subsystems and symptoms: Qwen3OmniMoe video processing versus Gemma 4 text-only fine-tuning defaults." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Different bugs in different processors; one is a tokenizer access regression, the other is a wrong image size from the OmDet processor." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Batched video shape handling and tensor-parallel OOM are unrelated problems." + }, + { + "left": "issue:43572", + "right": "issue:43957", + "accept": false, + "reason": "Both mention model loading/configuration, but the failure modes and affected mechanisms are different." + }, + { + "left": "issue:44186", + "right": "issue:46192", + "accept": false, + "reason": "Tokenizer crashes on NER/padding versus `return_tensors` being ignored; not the same bug." + }, + { + "left": "issue:45823", + "right": "issue:46192", + "accept": false, + "reason": "Gemma4 device-placement mismatch is unrelated to `return_tensors` handling." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols and different causes." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "Torch.compile + SDPA failure is unrelated to ZeRO-3 gradient growth in DeepSpeed." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "Both touch import/backend lookup code, but the offending backends and root causes differ." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Same model family, but one is a missing default tensor field for fine-tuning and the other is a device-map forward mismatch." + }, + { + "left": "issue:29870", + "right": "issue:29942", + "accept": false, + "reason": "Bart generate mask initialization and Flash Attention 2 CI failures are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "A trailing-slash import warning and a SigLIP2 implementation discrepancy are not the same issue." + }, + { + "left": "issue:43295", + "right": "issue:43493", + "accept": false, + "reason": "Custom code processor access regression versus SigLIP2 HF/JAX mismatch; no shared fix." + }, + { + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "Documentation/example errors are unrelated to the `return_tensors` override bug." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Both are missing `pad_token_id` attribute errors, but they affect different model configs and are not shown to share a single root cause." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "FineGrainedFP8Config failure and a missing Qwen2.5-VL import are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Embedding dtype drift during evaluate is unrelated to Qwen3 MoE memory inefficiency." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both concern `apply_chat_template`, but one is assistant mask generation for multimodal inputs and the other is a crash on tool-call messages; distinct bugs." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "ImportError versus detokenization regression; different symptoms and code paths." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer spacing after added tokens is unrelated to embedding reinitialization after resizing." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sampling-rate default and batched video shape handling are unrelated." + }, + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "Qwen2.5-VL video position IDs and FP8 inference on B200 are unrelated issues." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Detokenization bug and flash-attn import mapping error do not share an underlying code path." + }, + { + "left": "issue:44737", + "right": "issue:46894", + "accept": false, + "reason": "XLNet CPU placement bug and CohereASR training-loss shift bug are unrelated." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Both involve tied weights, but one is serialization differing by device and the other is LoRA merge collapse with extended vocabulary." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "Tokenizer special-token registration and a GraniteSpeech CI device-override test are unrelated." + }, + { + "left": "issue:43950", + "right": "issue:46285", + "accept": false, + "reason": "Non-persistent buffer corruption during from_pretrained and CLIP text-model structure inconsistency are different regression types." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 32, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-530", + "nodes": [ + "issue:28282", + "issue:29942", + "issue:32090", + "issue:33357", + "issue:37428", + "issue:38175", + "issue:41720", + "issue:43335", + "issue:43425", + "issue:43452", + "issue:43504", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43653", + "issue:43819", + "issue:43827", + "issue:43901", + "issue:44112", + "issue:44206", + "issue:44442", + "issue:44466", + "issue:44479", + "issue:44561", + "issue:44610", + "issue:44792", + "issue:44855", + "issue:44857", + "issue:44898", + "issue:45083", + "issue:45198", + "issue:45200", + "issue:45325", + "issue:45412", + "issue:45563", + "issue:45584", + "issue:45593", + "issue:45759", + "issue:46192", + "issue:46209", + "issue:46234", + "issue:46285", + "issue:46431", + "issue:46512", + "issue:46566", + "issue:46821", + "issue:46899", + "issue:46932" + ], + "soft_pairs": [ + "issue:43452|issue:46512", + "issue:44442|issue:45198", + "issue:44561|issue:46234", + "issue:44479|issue:46192", + "issue:45200|issue:45325", + "issue:43819|issue:44112", + "issue:43335|issue:43550", + "issue:45200|issue:46899", + "issue:44898|issue:45412", + "issue:44610|issue:44857", + "issue:41720|issue:46209", + "issue:45200|issue:46932", + "issue:37428|issue:43425", + "issue:43819|issue:45083", + "issue:43335|issue:43653", + "issue:43606|issue:45083", + "issue:44857|issue:45593", + "issue:44792|issue:45563", + "issue:28282|issue:33357", + "issue:46512|issue:46821", + "issue:43827|issue:43901", + "issue:45759|issue:46285", + "issue:38175|issue:45412", + "issue:29942|issue:32090", + "issue:43335|issue:43504", + "issue:44206|issue:45584", + "issue:43550|issue:44112", + "issue:43611|issue:44466", + "issue:44855|issue:45083", + "issue:46431|issue:46566" + ], + "prepared_review_unit_hash": "e0378b09a3fa377c987c7d4f610b7a7465d4797f5b1bdc2f4595ea7e3eae75aa", + "component_budget": { + "node_count": 530, + "item_count": 530, + "soft_pair_count": 1954, + "serialized_chars": 1013004, + "estimated_input_tokens": 253251, + "estimated_eval_tokens": 506758 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 37022, + "estimated_input_tokens": 9256, + "estimated_eval_tokens": 18768 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is very heterogeneous: mostly unrelated model-loading, config, device, and CI regressions across different components and model families. The soft pairs share broad keywords or subsystem overlap, but not the same concrete bug/change, so none should be merged as duplicates.", + "confidence": 0.88, + "canonical_issue_reason": "No true duplicate center is obvious; if forced to anchor the cluster, #43452 is the broadest user-facing loading/API regression, but it is still only a loose thematic fit.", + "canonical_pr_reason": null, + "best_issue_reason": "#43452 is the most generally representative of the cluster\u2019s recurring loading/config failure theme, though the overall set is not a tight duplicate cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43452", + "right": "issue:46512", + "accept": false, + "reason": "Different failure modes: gguf/from_pretrained loading vs stale config dtype after from_config." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "Different tokenizer/model paths and symptoms; one is AutoTokenizer loading, the other save_pretrained/tokenization failure." + }, + { + "left": "issue:44561", + "right": "issue:46234", + "accept": false, + "reason": "Both are missing-symbol regressions, but for different utilities and unrelated code paths." + }, + { + "left": "issue:44479", + "right": "issue:46192", + "accept": false, + "reason": "Different input-handling bugs: video regression vs text_kwargs/return_tensors precedence." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Different multimodal processing bugs in different models; not the same underlying issue." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "One is an algorithmic mismatch in DAC.from_latents; the other is a CI/device-override test failure." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "Unrelated model/config bug vs torch.compile/SDPA runtime failure." + }, + { + "left": "issue:45200", + "right": "issue:46899", + "accept": false, + "reason": "Same model family, but distinct bugs: text-only token type defaults vs quantized audio/vision embedder casting." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Different classes of problems: resolution/interpolation failure vs memory leak on deletion." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Different models and code paths: processor size mismatch vs AMP loss crash." + }, + { + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "Both are hardware-related, but one is auto device mapping assert and the other is FP8 inference incompatibility." + }, + { + "left": "issue:45200", + "right": "issue:46932", + "accept": false, + "reason": "#46932 points to a separate quantized vision/audio dtype fix, not the mm_token_type_ids default issue." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "Import failure in flash attention utils vs broad Torch 2.10 incompatibility; not the same bug." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "Different subsystems entirely: DAC latent conversion vs qwen3_omni_moe feature-length helper." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "Different components and symptoms: SwitchTransformers sparse-layer config vs BigBirdTokenizer special-token registration." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to the qwen3_omni_moe helper behavior." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "Different detection/training bugs; no shared code path." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "One is a failing generation test, the other a stale warning in paged generate." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "Completely different problems: missing PyTorch import vs MacOS bus error on a CLIP model." + }, + { + "left": "issue:46512", + "right": "issue:46821", + "accept": false, + "reason": "Different API regressions: dtype handling in from_config vs window_size AttributeError." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs-related, but they cover different APIs and different issues." + }, + { + "left": "issue:45759", + "right": "issue:46285", + "accept": false, + "reason": "Both involve model structure, but the affected models and breakages are different." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "Unrelated symptoms: zero probabilities vs memory not released." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Different failures in different areas: Flash Attention tests vs Trainer GPU broadcast NoneType error." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "Distinct bugs in unrelated model/config loading paths." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Different audio-model regressions with no shared underlying code path." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "A torch.compile/SDPA runtime issue is not the same as a CI stale-device test." + }, + { + "left": "issue:43611", + "right": "issue:44466", + "accept": false, + "reason": "Both are v5 regressions, but one is model loading with base_model_prefix and the other is serialization of tied weights." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Completely different failures: Python 3.13 import parsing vs qwen3_omni_moe helper behavior." + }, + { + "left": "issue:46431", + "right": "issue:46566", + "accept": false, + "reason": "Processor chat-template availability and device-map meta weights are unrelated bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 33, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-530", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:28218", + "issue:29127", + "issue:32090", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:42490", + "issue:43278", + "issue:43335", + "issue:43388", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43701", + "issue:43720", + "issue:43819", + "issue:43825", + "issue:43854", + "issue:44112", + "issue:44206", + "issue:44351", + "issue:44448", + "issue:44493", + "issue:44514", + "issue:44521", + "issue:44617", + "issue:44743", + "issue:44779", + "issue:44857", + "issue:45072", + "issue:45083", + "issue:45290", + "issue:45520", + "issue:45588", + "issue:45823", + "issue:45859", + "issue:46170", + "issue:46326", + "issue:46424", + "issue:46697", + "issue:46858" + ], + "soft_pairs": [ + "issue:43388|issue:43526", + "issue:46424|issue:46858", + "issue:43335|issue:44112", + "issue:43335|issue:43606", + "issue:43335|issue:45083", + "issue:42490|issue:43854", + "issue:37428|issue:44351", + "issue:45290|issue:46326", + "issue:45520|issue:46170", + "issue:44617|issue:46697", + "issue:45588|issue:45859", + "issue:44448|issue:44743", + "issue:43819|issue:44493", + "issue:34689|issue:35141", + "issue:43606|issue:44857", + "issue:39692|issue:43526", + "issue:39692|issue:44493", + "issue:44206|issue:45823", + "issue:10000|issue:15354", + "issue:29127|issue:32090", + "issue:44514|issue:44521", + "issue:28218|issue:32090", + "issue:43720|issue:44112", + "issue:43701|issue:45083", + "issue:44448|issue:44779", + "issue:44857|issue:45072", + "issue:43278|issue:43825", + "issue:32090|issue:33357", + "issue:42490|issue:43575", + "issue:38175|issue:44493", + "issue:43550|issue:45083" + ], + "prepared_review_unit_hash": "e1c48ba412937025c82010ce04d16c736ce5842d73c02ca11ac2a78bb43b5b6a", + "component_budget": { + "node_count": 530, + "item_count": 530, + "soft_pair_count": 1954, + "serialized_chars": 1013004, + "estimated_input_tokens": 253251, + "estimated_eval_tokens": 506758 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36635, + "estimated_input_tokens": 9159, + "estimated_eval_tokens": 18574 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The candidate pairs are mostly unrelated; none looks like the same underlying bug or change, so all soft edges should be rejected. There is no coherent PR cluster here, and the issue set is too heterogeneous to have a strong canonical beyond a loose representative.", + "confidence": 0.95, + "canonical_issue_reason": "No true canonical issue: the set spans unrelated failures across tokenization, loading, caching, CI, and dtype behavior. If forced to pick an anchor, issue 44521 is the most discussed/open, but it is not a duplicate of the others.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44521 is the best representative only in the sense that it has the strongest discussion/inbound-reference signal and a clear reproducible bug, but it should not be treated as a duplicate target for the rest of the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Different label bugs in different components: metric gathering truncation vs BeitImageProcessorFast label reduction." + }, + { + "left": "issue:46424", + "right": "issue:46858", + "accept": false, + "reason": "Both are cache-related, but one is max_cache_length handling for quantized cache and the other is device-tensor seq_length arithmetic in static cache/compile." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "Config bug about sparse layer creation vs a GraniteSpeech CI device-override test failure." + }, + { + "left": "issue:43335", + "right": "issue:43606", + "accept": false, + "reason": "Sparse-layer config bug vs a CPU-offload device mismatch in bark-small." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "Different models and different failure modes; not the same underlying bug." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "Both involve loading, but one is a trailing-slash import warning and the other is a GLM-4.7-Flash unit-test load failure." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Separate import errors for different symbols: _flash_supports_window_size vs HybridCache." + }, + { + "left": "issue:45290", + "right": "issue:46326", + "accept": false, + "reason": "Both touch chat templating, but one crashes on tool-call assistant messages and the other is about continue_final_message for mistral_common tokenizers." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "Unrelated platform/import failures: Python 3.13 flash-attn lookup vs Windows ROCm/torch.distributed issues." + }, + { + "left": "issue:44617", + "right": "issue:46697", + "accept": false, + "reason": "CUDA OOM in Sam3Video is unrelated to Swin2SR image over-padding." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Different code paths and failures: flash_attention.py AttributeError on s_aux=None vs Qwen3_5MoeTextRotaryEmbedding CPU-offload incompatibility." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Pegasus v4/v5 output drift is unrelated to Qwen3.5 recurrent state reset with cache." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC.from_latents/STE mismatch is unrelated to unexpected position-id key warnings." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Model-loading regression for Llama 3.2 Vision is unrelated to post_init reinitializing untied output embeddings." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "Different runtime failures in different paths: CPU offload device mismatch vs float16 AMP crash." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "SigLIP2 docs/example problems are not the same as BeitImageProcessorFast returning only one label." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "Docs/example mismatch and quantization failure are unrelated to position-id key warnings." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Unsupported feature-extractor argument vs Gemma4 device_map forward mismatch." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "Different models and unrelated scripting/export failures." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "LayoutLMv3 error-message clarity issue is unrelated to Trainer _gpu_broadcast_one TypeError." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Same area, but different bugs: tool-call/no-content crash vs all-zero assistant masks for multimodal inputs." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer extra-space bug is unrelated to Trainer broadcast TypeError." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "Packed-weight loading bug is unrelated to the GraniteSpeech CI stale device-override test." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Checkpoint key mismatch is unrelated to the qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Pegasus generation regression is unrelated to Deepseek tokenizer correctness in v5." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Different dtype/runtime failures in different models: LwDetr AMP crash vs SwitchTransformers/TimmWrapper bfloat16 mismatch." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Training/eval dtype drift is unrelated to the pipeline translation-support error message." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Different platform/backend failures: Trainer broadcast NoneType vs MacOS bus error with CLIP/community model." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Trailing-slash path warning is unrelated to Qwen2-57B-A14B-Instruct tensor-parallel OOM." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 zero-probabilities bug is unrelated to unexpected position-id key warnings." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is unrelated to the qwen3_omni_moe feature-length helper issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 34, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-530", + "nodes": [ + "issue:25251", + "issue:26413", + "issue:27957", + "issue:29870", + "issue:29942", + "issue:31501", + "issue:32090", + "issue:33290", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:40444", + "issue:42175", + "issue:42490", + "issue:43257", + "issue:43278", + "issue:43299", + "issue:43329", + "issue:43381", + "issue:43526", + "issue:43873", + "issue:43927", + "issue:44360", + "issue:44448", + "issue:44464", + "issue:44530", + "issue:44561", + "issue:44779", + "issue:44855", + "issue:44977", + "issue:45127", + "issue:45229", + "issue:45245", + "issue:45290", + "issue:45310", + "issue:45381", + "issue:45459", + "issue:45478", + "issue:45593", + "issue:45698", + "issue:45920", + "issue:46192", + "issue:46234", + "issue:46399", + "issue:46424", + "issue:46655", + "issue:47000", + "issue:47276" + ], + "soft_pairs": [ + "issue:45310|issue:45478", + "issue:26413|issue:31501", + "issue:27957|issue:34689", + "issue:45127|issue:45245", + "issue:45459|issue:46234", + "issue:37428|issue:42175", + "issue:29942|issue:35141", + "issue:45593|issue:47000", + "issue:29870|issue:32090", + "issue:43278|issue:43329", + "issue:44360|issue:44561", + "issue:25251|issue:32090", + "issue:45290|issue:45381", + "issue:29870|issue:33290", + "issue:44448|issue:44977", + "issue:32090|issue:33290", + "issue:44464|issue:46424", + "issue:43278|issue:43381", + "issue:40444|issue:43526", + "issue:43257|issue:43299", + "issue:45290|issue:46655", + "issue:44855|issue:46399", + "issue:44530|issue:47276", + "issue:42490|issue:43873", + "issue:43927|issue:45698", + "issue:44977|issue:45229", + "issue:45920|issue:46192", + "issue:44561|issue:44779" + ], + "prepared_review_unit_hash": "2635452cba784e917c5c5be1b73c007b379f1b73010a8a621c3557c8ef6b9124", + "component_budget": { + "node_count": 530, + "item_count": 530, + "soft_pair_count": 1954, + "serialized_chars": 1013004, + "estimated_input_tokens": 253251, + "estimated_eval_tokens": 506758 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36220, + "estimated_input_tokens": 9055, + "estimated_eval_tokens": 18366 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are not true duplicates; they only share broad subsystem or version-regression themes. The only clear duplicate is the Qwen3.5 MoE from_pretrained error pair (45310/45478).", + "confidence": 0.71, + "canonical_issue_reason": "issue:43873 is the most active and broadly referenced item in the set, so it is the best single anchor even though the overall cluster is thematically diverse.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 has the strongest triage signal here: open, high discussion, and multiple inbound references, making it the most useful representative issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Same title, same Qwen3.5 MoE from_pretrained failure, and both describe the same regression on transformers>=5.4.0." + }, + { + "left": "issue:26413", + "right": "issue:31501", + "accept": false, + "reason": "Both involve training startup failures, but one is a resume_from_checkpoint epoch_iterator edge case and the other is FineWeb SLM training not starting; not the same concrete bug." + }, + { + "left": "issue:27957", + "right": "issue:34689", + "accept": false, + "reason": "Both mention model/attention issues, but they are different models and different failure modes; no clear shared code-path bug." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "These are unrelated: LoRA/vocabulary merging versus a category cardinality limit error." + }, + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "Both touch import/util error handling, but they are different missing symbols and different failure mechanisms." + }, + { + "left": "issue:37428", + "right": "issue:42175", + "accept": false, + "reason": "One is a missing flash-attention helper import, the other is packaging/backend selection for TensorFlow; unrelated." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 test failures and output embedding reinitialization are different bugs in different paths." + }, + { + "left": "issue:45593", + "right": "issue:47000", + "accept": false, + "reason": "Both are training-loss problems, but D-FINE auxiliary loss handling and RTDetr infeasible cost matrix are distinct issues." + }, + { + "left": "issue:29870", + "right": "issue:32090", + "accept": false, + "reason": "Bart generate() decoder mask bug and Trainer _gpu_broadcast_one NoneType error are unrelated code paths." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Embedding dtype drift during evaluation is unrelated to the multimodal video token counting bug." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "A missing ReLU in DSA indexer and removal of is_torch_fx_available are unrelated changes." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nesting and Trainer broadcast NoneType are unrelated." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Both affect multimodal/chat behavior, but one crashes on tool-call messages in chat templates while the other has wrong video vision_position_ids." + }, + { + "left": "issue:29870", + "right": "issue:33290", + "accept": false, + "reason": "UnboundLocalError in BART generation and DeepSpeed/Adafactor OOM are different issues." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Pegasus output regression and Qwen3.5 flash-attention generation failure are different models and code paths." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Trainer broadcast NoneType and Adafactor OOM are unrelated failures." + }, + { + "left": "issue:44464", + "right": "issue:46424", + "accept": false, + "reason": "Chunked generation inconsistency under compiled forward is unrelated to cache length handling in quantized cache." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Embedding dtype change in evaluate and gradient checkpointing in eval mode are separate behaviors." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "IterableDataset multi-image fine-tuning failure and BeitImageProcessorFast label reduction are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both involve Qwen3 MoE loading, but one is accelerate+deepspeed conversion and the other is a v5.0.0.dev0 load regression; not the same concrete bug." + }, + { + "left": "issue:45290", + "right": "issue:46655", + "accept": false, + "reason": "Assistant tool-call chat-template crash and SmolVLM video padding error are unrelated multimodal bugs." + }, + { + "left": "issue:44855", + "right": "issue:46399", + "accept": false, + "reason": "Both mention decorators/parsing, but one is a Python 3.13 IndentationError in DebertaV2 and the other is a Qwen3.5 kernel registration failure." + }, + { + "left": "issue:44530", + "right": "issue:47276", + "accept": false, + "reason": "PagedAttentionCache group-type crash and a misleading synced_gpus warning are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "A local-path import warning and quantization offloading failure are different issues." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Both are save/load related, but one is custom token IDs in config and the other is wrong custom module resolution; different underlying problems." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Flash-attention generation failure for Qwen3.5 and Gemma4 multi-GPU OOM are unrelated." + }, + { + "left": "issue:45920", + "right": "issue:46192", + "accept": false, + "reason": "Tokenizer regression across many models and return_tensors being ignored are different API bugs." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Removal of a utility function and Deepseek tokenizer incorrect results are not the same bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall. The canonical issue choice is supported by the packet (43873 is open, has the highest discussion/inbound signal, and is a reasonable anchor). The soft-edge decisions are conservative, and the only accepted duplicate pair (45310/45478) is justified by identical titles and matching regression wording. No obvious overstatement beyond the evidence in the packet." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 35, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-530", + "nodes": [ + "issue:29127", + "issue:29870", + "issue:29942", + "issue:30064", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:39692", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43278", + "issue:43381", + "issue:43412", + "issue:43575", + "issue:43611", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43873", + "issue:43976", + "issue:44077", + "issue:44186", + "issue:44206", + "issue:44265", + "issue:44361", + "issue:44442", + "issue:44448", + "issue:44466", + "issue:44479", + "issue:44568", + "issue:44743", + "issue:44871", + "issue:44977", + "issue:45198", + "issue:45229", + "issue:45440", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45803", + "issue:45823", + "issue:46121", + "issue:46421", + "issue:46858", + "issue:47276" + ], + "soft_pairs": [ + "issue:33357|issue:39692", + "issue:29127|issue:34567", + "issue:43873|issue:45229", + "issue:44871|issue:44977", + "issue:43381|issue:43701", + "issue:44448|issue:44466", + "issue:44186|issue:45198", + "issue:29942|issue:30064", + "issue:43278|issue:43575", + "issue:45588|issue:45823", + "issue:44361|issue:45198", + "issue:46421|issue:46858", + "issue:41720|issue:45229", + "issue:43976|issue:45440", + "issue:29870|issue:34689", + "issue:44206|issue:44479", + "issue:43611|issue:46121", + "issue:45198|issue:45803", + "issue:43653|issue:44442", + "issue:44265|issue:45198", + "issue:44077|issue:47276", + "issue:44977|issue:45563", + "issue:43653|issue:44743", + "issue:43412|issue:45588", + "issue:44568|issue:45491", + "issue:42915|issue:42994", + "issue:43756|issue:45440", + "issue:43575|issue:43701", + "issue:29127|issue:33357", + "issue:42490|issue:43381" + ], + "prepared_review_unit_hash": "d2e620a25bc4738a49152e42b0a724421d15f8424eda1a71008c151d91a20626", + "component_budget": { + "node_count": 530, + "item_count": 530, + "soft_pair_count": 1954, + "serialized_chars": 1013004, + "estimated_input_tokens": 253251, + "estimated_eval_tokens": 506758 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36237, + "estimated_input_tokens": 9060, + "estimated_eval_tokens": 18376 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All soft pairs are false positives: they mostly share broad subsystem keywords (tokenizers, quantization, cache, generation, vision) but describe different concrete bugs and code paths.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "One is a MacOS bus error loading a CLIP model; the other is a SigLIP2 docs/example issue with model/processor mismatch and quantization." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 box-input error messaging is unrelated to TrainerState token-count tracking." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Both mention memory/offloading, but one is a quantization offloading behavior bug and the other is a Gemma4 multi-GPU OOM case." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Gemma eos_token_id mismatch is a config inconsistency, while Qwen3.5 flash-attention generation is a runtime generation bug." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Eval-mode gradient checkpointing and resume_from_checkpoint key mismatch are different training-state issues." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "One reports differing outputs across v4/v5; the other is inconsistent lm_head.weight serialization due to tied weights/device state." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes on NER/padding, while Wav2Vec2 has save_pretrained/tokenization failures." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures are unrelated to void segmentation-map processing in image preprocessing." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "Embedding dtype drift in evaluation is unrelated to a tensor-parallel OOM when loading Qwen2-57B." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "Flash-attention s_aux=None crash is a different code path from Gemma4 device_map auto forward-device mismatch." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLukeTokenizer AttributeError on tasks is unrelated to Wav2Vec2 save/tokenization failures." + }, + { + "left": "issue:46421", + "right": "issue:46858", + "accept": false, + "reason": "Both are cache-related, but one is lazy-init recompilation behavior and the other is a device-tensor seq_length arithmetic bug." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Qwen3 auto device mapping cudaErrorAssert is not the same as Gemma4 multi-GPU OOM." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python-version compatibility breakage is unrelated to DeepseekV3MoE diverging from the remote implementation." + }, + { + "left": "issue:29870", + "right": "issue:34689", + "accept": false, + "reason": "BART generate decoder_attention_mask initialization and Llama 3.2 Vision model loading failure are different failures." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Unsupported center arg in a feature extractor is not the same as the Qwen2_5/Qwen3 video-input regression." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "base_model_prefix loading regression and rope-parameter dict conversion TypeError are separate loading/config issues." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 tokenization/save failures do not match Fuyu's bare-except bug swallowing errors." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and AutoTokenizer loading FastSpeech2ConformerTokenizer are different tokenizer bugs." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export failures with torch_compilable_check are unrelated to Wav2Vec2 save/tokenization failures." + }, + { + "left": "issue:44077", + "right": "issue:47276", + "accept": false, + "reason": "patchtsmixer post_init allowance and a misleading synced_gpus warning are unrelated." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Flash-attention generation failure is not the same as the stale num_return_sequences warning in paged generate()." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and Qwen3.5 recurrent-state reset are unrelated bugs." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Executorch export/training-guard/erfinv issues are unrelated to flash-attention s_aux=None crashes." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "mdeberta add_special_tokens BOS/EOS behavior is unrelated to Gemma3 NaN embeddings with mixed-length batching." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and quantized-model saving failure are different quantization-related problems." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Smollm3 RoPE-layer mismatch and DeepseekV3MoE divergence are distinct model implementation issues." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "Tensor-parallel OOM on model load is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 error clarity and CLIP bus error on MacOS are unrelated model/runtime bugs." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Path-with-trailing-slash import warning and gradient checkpointing in eval mode are different issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 36, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-530", + "nodes": [ + "issue:27957", + "issue:29127", + "issue:33290", + "issue:34689", + "issue:35141", + "issue:42915", + "issue:43065", + "issue:43066", + "issue:43334", + "issue:43381", + "issue:43421", + "issue:43526", + "issue:43531", + "issue:43575", + "issue:43824", + "issue:43873", + "issue:43931", + "issue:43994", + "issue:44279", + "issue:44387", + "issue:44442", + "issue:44462", + "issue:44514", + "issue:44625", + "issue:44857", + "issue:44898", + "issue:45072", + "issue:45245", + "issue:45250", + "issue:45372", + "issue:45381", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45712", + "issue:45834", + "issue:46369", + "issue:46640", + "issue:46693", + "issue:46701", + "issue:46821", + "issue:47217" + ], + "soft_pairs": [ + "issue:43065|issue:43994", + "issue:43575|issue:44387", + "issue:43334|issue:43531", + "issue:45491|issue:46693", + "issue:29127|issue:35141", + "issue:43065|issue:45412", + "issue:43994|issue:45412", + "issue:45372|issue:45588", + "issue:43526|issue:47217", + "issue:45406|issue:46701", + "issue:44442|issue:45072", + "issue:44625|issue:45584", + "issue:45440|issue:45593", + "issue:43421|issue:45491", + "issue:45459|issue:45712", + "issue:45412|issue:46369", + "issue:43526|issue:45834", + "issue:45372|issue:45406", + "issue:27957|issue:33290", + "issue:43066|issue:44462", + "issue:33290|issue:34689", + "issue:45250|issue:46640", + "issue:45245|issue:45563", + "issue:45372|issue:45459", + "issue:33290|issue:35141", + "issue:27957|issue:29127", + "issue:43526|issue:46693", + "issue:43381|issue:43873", + "issue:43824|issue:44279", + "issue:43994|issue:46369", + "issue:44857|issue:45588", + "issue:42915|issue:43931", + "issue:45588|issue:46821", + "issue:44514|issue:45381", + "issue:44442|issue:44898" + ], + "prepared_review_unit_hash": "4c0ec7684000661f88a854263d276b1f085272082b3829aca68d721a88159af9", + "component_budget": { + "node_count": 530, + "item_count": 530, + "soft_pair_count": 1954, + "serialized_chars": 1013004, + "estimated_input_tokens": 253251, + "estimated_eval_tokens": 506758 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 37927, + "estimated_input_tokens": 9482, + "estimated_eval_tokens": 19220 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft links are mostly false positives: they overlap on broad themes like OOM, Flash Attention, Qwen, or tokenizer handling, but each pair points to a different concrete bug, model, or code path. I would not merge any of these pairs as duplicates.", + "confidence": 0.38, + "canonical_issue_reason": "issue:33290 is the most central item in the noisy memory/OOM subset and has the strongest soft-link connectivity, so it is the safest representative if one must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:33290 is the strongest standalone bug report and broadest duplicate target among the issues here, but the linked items still do not look like true duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Different failures: dummy Conv2d placeholder in Sam3PixelDecoder vs Siglip2 loading/inference producing nonsense." + }, + { + "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 reserved-memory growth." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Qwen3-VL load crash from missing pad_token_id is unrelated to Qwen3-MoE sliding_window behavior." + }, + { + "left": "issue:45491", + "right": "issue:46693", + "accept": false, + "reason": "Both involve FA2/long context, but one is a NaN correctness bug and the other is a performance regression." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "LayoutLMV3 error-message clarity is unrelated to token-embedding reinit when resizing embeddings." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Dummy module placeholder and RT-DETR memory leak are different code paths and symptoms." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "Siglip2 inference quality issue does not match RT-DETR object lifetime / GC memory release." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma 4 processor import failure is unrelated to flash_attention.py crashing on s_aux=None." + }, + { + "left": "issue:43526", + "right": "issue:47217", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to VL image-placeholder handling in user text." + }, + { + "left": "issue:45406", + "right": "issue:46701", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer is a processor-loading bug, not the DiffusionGemmaGenerationOutput pipeline failure." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer loading failure and dtype mismatch in bfloat16 inference are distinct issues." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "num_labels propagation in Qwen3.5 is unrelated to Whisper empty-transcription generation after align_special_tokens." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepseekV3MoE implementation divergence and D-FINE auxiliary-loss omission are different model bugs." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer post-processor update logic does not match Gemma3 NaN embeddings under mixed-length batching." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Masking tokenizer errors without protobuf and cleanup of dummy PT classes are unrelated maintenance bugs." + }, + { + "left": "issue:45412", + "right": "issue:46369", + "accept": false, + "reason": "RT-DETR GC memory leak is not the same as sam3-litetext memory overflow." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "Beit reduce_labels bug and Kosmos2.5 OCR index error affect different preprocessing paths." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Both are Gemma 4-related, but one is a mistral_common import dependency failure and the other is a missing processor attribute." + }, + { + "left": "issue:27957", + "right": "issue:33290", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 support is unrelated to Adafactor+DeepSpeed OOM." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Wrong decoder type in Transformers v5 is a different tokenizer problem than ignoring tokenizer.json from the repo." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "OOM in deepspeed/Adafactor does not match model-loading breakage for Llama 3.2 Vision." + }, + { + "left": "issue:45250", + "right": "issue:46640", + "accept": false, + "reason": "These are only generic Flash Attention 2 titles; no concrete shared bug path is evident." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-limit runtime error and stale generate() warning are unrelated." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "ImportError in Gemma 4 loading and protobuf-related tokenizer error masking are different failure modes." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "OOM under Adafactor/DeepSpeed is unrelated to embedding reinitialization after resizing." + }, + { + "left": "issue:27957", + "right": "issue:29127", + "accept": false, + "reason": "Flash Attention 2 with XLMRoberta and LayoutLMV3 error messaging have no shared bug." + }, + { + "left": "issue:43526", + "right": "issue:46693", + "accept": false, + "reason": "Beit label handling and FA2 long-context performance regression are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing in eval mode and quantization offloading are different issues." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Qwen2_5_VL import failure and a generic dependency issue are too broad to be the same bug." + }, + { + "left": "issue:43994", + "right": "issue:46369", + "accept": false, + "reason": "Siglip2 nonsense outputs and SAM3 lite-text memory overflow are unrelated." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "LwDetr float16 AMP crash and flash_attention s_aux=None are different code paths." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure and Qwen3-VL shape mismatch are different model-loading problems." + }, + { + "left": "issue:45588", + "right": "issue:46821", + "accept": false, + "reason": "flash_attention.py s_aux=None crash is unrelated to TimesFM window_size AttributeError." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Qwen2.5-VL batched chat-template padding bug is distinct from video vision_position_ids being wrong." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "FastSpeech2ConformerTokenizer load failure is unrelated to Perceiver non-default-resolution behavior." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 37, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-530", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:28282", + "issue:29870", + "issue:42175", + "issue:42490", + "issue:42617", + "issue:43262", + "issue:43316", + "issue:43493", + "issue:43525", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43643", + "issue:43646", + "issue:43701", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:44062", + "issue:44077", + "issue:44206", + "issue:44442", + "issue:44479", + "issue:44743", + "issue:44811", + "issue:44871", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:44987", + "issue:45245", + "issue:45325", + "issue:45440", + "issue:45759", + "issue:45859", + "issue:45907", + "issue:46121", + "issue:46178", + "issue:46234", + "issue:46399", + "issue:46697", + "issue:47312" + ], + "soft_pairs": [ + "issue:44743|issue:44811", + "issue:43316|issue:47312", + "issue:45325|issue:46697", + "issue:46121|issue:46399", + "issue:43646|issue:44077", + "issue:44977|issue:45245", + "issue:43262|issue:44206", + "issue:43761|issue:45859", + "issue:43720|issue:44442", + "issue:25251|issue:28282", + "issue:27957|issue:29870", + "issue:43873|issue:44871", + "issue:44077|issue:44479", + "issue:42175|issue:46234", + "issue:42490|issue:44743", + "issue:43643|issue:44913", + "issue:43493|issue:43827", + "issue:43316|issue:45759", + "issue:44062|issue:45907", + "issue:43749|issue:43931", + "issue:44987|issue:46178", + "issue:42617|issue:43575", + "issue:43316|issue:43525", + "issue:44964|issue:45440", + "issue:43550|issue:43701", + "issue:43575|issue:43742", + "issue:43606|issue:43701" + ], + "prepared_review_unit_hash": "60b59aafa40aebae84e24f92e55a2e488a1a44babcf37c84eaf5c907ede74726", + "component_budget": { + "node_count": 530, + "item_count": 530, + "soft_pair_count": 1954, + "serialized_chars": 1013004, + "estimated_input_tokens": 253251, + "estimated_eval_tokens": 506758 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35801, + "estimated_input_tokens": 8951, + "estimated_eval_tokens": 18158 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft pairs are mostly superficial overlaps by subsystem or wording, but they describe different bugs, configs, models, or docs changes. I would not merge any of them as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue fits this set: the items span unrelated reports. If forced to pick a representative anchor, issue 43873 is the broadest and most active runtime bug report, but it does not subsume the others.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43873 is the best representative only in the sense that it is broad, active, and cross-cutting; however, it is not a true duplicate candidate for the rest of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Different bugs: recurrent-state reset in Qwen3.5 vs Whisper batch_decode ignoring skip_special_tokens." + }, + { + "left": "issue:43316", + "right": "issue:47312", + "accept": false, + "reason": "Gemma3TextConfig API mismatch is unrelated to a generic kernels 0.16 compatibility complaint." + }, + { + "left": "issue:45325", + "right": "issue:46697", + "accept": false, + "reason": "Qwen2.5-VL rope-index scaling bug is unrelated to Swin2SR over-padding." + }, + { + "left": "issue:46121", + "right": "issue:46399", + "accept": false, + "reason": "One is rope-validation TypeError; the other is a Qwen3.5 kernel registration crash." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Both touch initialization, but one is a broad v5 regression and the other is a model-specific post_init policy issue." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Flash-attention generation failure and category-cardinality limit are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio chat-template sampling-rate default and feature-extractor center-arg crash are different processor bugs." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "CLIPVision hidden_states regression is unrelated to Qwen3_5Moe CPU offload incompatibility." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "BitNet packed-weight loading and FastSpeech2Conformer tokenizer loading are unrelated code paths." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline output-shape bug is unrelated to missing PyTorch import errors." + }, + { + "left": "issue:27957", + "right": "issue:29870", + "accept": false, + "reason": "Flash Attention 2 model support and BART generate() unbound variable are different failures." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization/offloading behavior does not match an eos_token_id config inconsistency." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "Patchtsmixer post_init policy and Qwen video-input regression are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "Backend packaging mismatch and missing import_utils symbol are different issues." + }, + { + "left": "issue:42490", + "right": "issue:44743", + "accept": false, + "reason": "Local-path import warning is unrelated to recurrent-state reset in Qwen3.5." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Missing fields from trust_remote_code config loading is not the same as rotary_pct not persisting on reload." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 implementation mismatch and docs still referencing pipeline() are unrelated." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy and Qwen multimodal text_config unwrapping are different composite-config bugs." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "AddedToken keyword collision is unrelated to list_repo_files missing revision forwarding." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "FSDP CPU RAM loading breakage and Qwen3-VL shape mismatch are different loading problems." + }, + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "Transformers version loading failure and tensorflow_text backend registration error are unrelated." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "3d_parallel.py execution failure and Qwen2-57B tensor-parallel OOM are different symptoms and code paths." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Both are config-related, but Gemma3TextConfig API differences and missing pad_token_id on Llama4Config are not the same bug." + }, + { + "left": "issue:44964", + "right": "issue:45440", + "accept": false, + "reason": "Phi-4 multimodal loading failure and DeepSeekV3MoE implementation divergence are separate model-specific issues." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "OOM on large Qwen2 model under tensor parallelism is unrelated to a key error while loading MobileLLM-125M." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch and checkpoint resume key mismatch are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 38, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-530", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:25251", + "issue:27957", + "issue:32090", + "issue:42490", + "issue:42907", + "issue:43065", + "issue:43232", + "issue:43295", + "issue:43316", + "issue:43388", + "issue:43404", + "issue:43441", + "issue:43452", + "issue:43646", + "issue:43701", + "issue:43716", + "issue:43761", + "issue:43825", + "issue:43931", + "issue:44077", + "issue:44079", + "issue:44188", + "issue:44190", + "issue:44442", + "issue:44464", + "issue:44496", + "issue:44521", + "issue:44534", + "issue:44617", + "issue:44855", + "issue:44871", + "issue:44913", + "issue:45137", + "issue:45216", + "issue:45584", + "issue:45698", + "issue:45803", + "issue:46050", + "issue:46234", + "issue:46291", + "issue:46421", + "issue:46506", + "issue:46829", + "issue:46932", + "issue:47217", + "issue:47276" + ], + "soft_pairs": [ + "issue:44855|issue:45137", + "issue:43701|issue:46506", + "issue:43931|issue:45216", + "issue:44190|issue:44496", + "issue:43761|issue:44079", + "issue:27957|issue:32090", + "issue:44442|issue:45803", + "issue:42490|issue:47276", + "issue:46829|issue:46932", + "issue:43295|issue:44871", + "issue:43316|issue:43716", + "issue:44871|issue:45584", + "issue:43295|issue:43825", + "issue:43232|issue:43388", + "issue:16998|issue:22355", + "issue:43761|issue:44188", + "issue:44521|issue:47217", + "issue:43646|issue:44913", + "issue:46234|issue:46291", + "issue:43452|issue:44496", + "issue:44077|issue:44534", + "issue:42907|issue:45698", + "issue:44871|issue:46050", + "issue:44464|issue:46421", + "issue:43404|issue:43441", + "issue:25251|issue:27957", + "issue:43065|issue:44617" + ], + "prepared_review_unit_hash": "eb16d334873a0477eef07c3c63ac22eb91f2cac13bfd9931ca54964467947e53", + "component_budget": { + "node_count": 530, + "item_count": 530, + "soft_pair_count": 1954, + "serialized_chars": 1013004, + "estimated_input_tokens": 253251, + "estimated_eval_tokens": 506758 + }, + "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 highly heterogeneous: the soft links are mostly superficial similarity across unrelated Transformers issues, so none of the candidate pairs should be merged as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue stands out: the issues cover unrelated bugs across generation, loading, configuration, multimodal templates, and backend/runtime behavior.", + "canonical_pr_reason": null, + "best_issue_reason": "There is no good global issue canonical because the items do not share one underlying bug or code path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Different failures: Python 3.13 JIT parsing/import error vs DeepSpeed ZeRO3 deque underflow." + }, + { + "left": "issue:43701", + "right": "issue:46506", + "accept": false, + "reason": "Resume checkpoint key mismatch and CPU/CUDA divergence are separate problems with different symptoms and code paths." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Both are loading/checkpoint issues, but one is Qwen3-VL weight-shape mismatch and the other is a Qwen3.5 save_pretrained regression." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Local dataset loading in an example script is unrelated to unrecognized-model/config loading failure." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression and ModelOutput key assignment are different subsystems and bugs." + }, + { + "left": "issue:27957", + "right": "issue:32090", + "accept": false, + "reason": "FlashAttention-2 support for XLMRoberta is unrelated to the Trainer NoneType broadcast error." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer loading failure and a bare-except bug in FuyuBatchFeature are distinct issues." + }, + { + "left": "issue:42490", + "right": "issue:47276", + "accept": false, + "reason": "Trailing-slash local model import warning and misleading synced_gpus warning are different user-facing problems." + }, + { + "left": "issue:46829", + "right": "issue:46932", + "accept": false, + "reason": "VideoPrism hidden_states output bug and Gemma4 quantized-embedder dtype casting are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Processor/tokenizer regression for custom model code is not the same as Gemma eos_token_id config inconsistency." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Gemma3TextConfig API mismatch and Mistral3 image-preprocessor dtype mismatch are different model-specific bugs." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Gemma eos_token configuration mismatch is unrelated to Whisper empty-transcription generation failure." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Custom model processor regression and pipeline translation error messaging do not share the same root cause." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs sync logic and gather_for_metrics label truncation are separate code paths." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "A model_max_length question for DeBERTa-V3 is unrelated to the missing transformers.onnx module." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "Hidden-states regression and attention-kernel divergence under torch.compile are different bugs." + }, + { + "left": "issue:44521", + "right": "issue:47217", + "accept": false, + "reason": "Both involve multimodal text/image handling, but one is all-zero assistant masks and the other is image-placeholder placement in user text." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Custom model initialization breakage in v5 is unrelated to GPTNeoXConfig rotary_pct not persisting on reload." + }, + { + "left": "issue:46234", + "right": "issue:46291", + "accept": false, + "reason": "Missing import_utils helper and kernels dependency/version import failure are different issues." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "gguf_file loading breakage and unrecognized-model/model_type config errors both affect loading, but they are different failure modes." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "patchtsmixer post_init policy and non-persistent buffer initialization are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Dequantized-model save_pretrained failure and wrong custom-module loading after save_pretrained are distinct serialization problems." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "Gemma eos_token_id inconsistency is unrelated to sinq quantization save/load breakage." + }, + { + "left": "issue:44464", + "right": "issue:46421", + "accept": false, + "reason": "Chunked generation output inconsistency and chunked-prefill recompilation are separate compile/cache issues." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "lm_head weight tying in Mistral3 and FlashAttention failures in Ministral-3 are not the same bug." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and Sam3Video CUDA OOM are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 39, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-530", + "nodes": [ + "issue:29870", + "issue:35141", + "issue:41950", + "issue:42490", + "issue:43352", + "issue:43475", + "issue:43504", + "issue:43525", + "issue:43531", + "issue:43540", + "issue:43572", + "issue:43650", + "issue:43673", + "issue:43931", + "issue:44060", + "issue:44162", + "issue:44242", + "issue:44479", + "issue:44514", + "issue:44534", + "issue:44610", + "issue:44743", + "issue:44792", + "issue:44855", + "issue:44913", + "issue:44977", + "issue:45127", + "issue:45200", + "issue:45381", + "issue:45405", + "issue:45542", + "issue:45588", + "issue:45600", + "issue:45632", + "issue:45698", + "issue:45803", + "issue:46170", + "issue:46178", + "issue:46202", + "issue:46234", + "issue:46365", + "issue:46369", + "issue:46424", + "issue:46640", + "issue:46693", + "issue:46894", + "issue:47217" + ], + "soft_pairs": [ + "issue:43352|issue:46640", + "issue:44162|issue:44792", + "issue:45803|issue:46365", + "issue:43540|issue:44514", + "issue:43572|issue:46178", + "issue:44610|issue:46369", + "issue:44792|issue:44977", + "issue:45381|issue:47217", + "issue:44479|issue:47217", + "issue:44534|issue:44913", + "issue:45542|issue:46234", + "issue:44792|issue:45600", + "issue:43504|issue:45698", + "issue:43525|issue:43531", + "issue:45632|issue:46424", + "issue:35141|issue:42490", + "issue:45803|issue:46170", + "issue:46693|issue:47217", + "issue:45127|issue:45200", + "issue:44242|issue:46894", + "issue:41950|issue:43475", + "issue:43931|issue:44060", + "issue:43673|issue:44743", + "issue:43650|issue:46202", + "issue:44855|issue:45588", + "issue:44792|issue:45405", + "issue:29870|issue:35141" + ], + "prepared_review_unit_hash": "bed2ef1c628fea7e51f5380e38a7116f1feec090765f0cb4851b94bca89bbebc", + "component_budget": { + "node_count": 530, + "item_count": 530, + "soft_pair_count": 1954, + "serialized_chars": 1013004, + "estimated_input_tokens": 253251, + "estimated_eval_tokens": 506758 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35243, + "estimated_input_tokens": 8811, + "estimated_eval_tokens": 17878 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issues across different models/subsystems. The only soft match that looks like the same underlying bug is the Qwen2.5-VL video-input regression pair. No PRs were provided.", + "confidence": 0.86, + "canonical_issue_reason": "issue:46693 is the strongest standalone bug report: it has broad impact, clear regression framing, and substantial discussion/inbound references around FA2 long-context performance.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46693 is the most actionable and high-signal issue in the set, with a concrete performance regression and strong community engagement.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43352", + "right": "issue:46640", + "accept": false, + "reason": "Both mention Flash Attention 2, but one is a model-support error and the other is a performance regression; different bugs and code paths." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 breakage and a Janus image-generation test failure are unrelated models and failures." + }, + { + "left": "issue:45803", + "right": "issue:46365", + "accept": false, + "reason": "A swallowed-exception bug in Fuyu tensor conversion is unrelated to importing Trainer with datasets installed." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Qwen3OmniMoe video-input ValueError and Qwen2_5_VL batched chat-template crash are different failure modes." + }, + { + "left": "issue:43572", + "right": "issue:46178", + "accept": false, + "reason": "StableLm config padding-token regression and tensorflow_text backend mapping are unrelated." + }, + { + "left": "issue:44610", + "right": "issue:46369", + "accept": false, + "reason": "OmDet-Turbo input-size mismatch and SAM3-LiteText memory overflow do not share the same bug." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Janus test failure and Qwen3.5 flash-attention generation issue are different model/code-path problems." + }, + { + "left": "issue:45381", + "right": "issue:47217", + "accept": false, + "reason": "Both are VL-related, but one is a video-position-id regression and the other is a placeholder-in-user-text parsing failure." + }, + { + "left": "issue:44479", + "right": "issue:47217", + "accept": false, + "reason": "Video-input regression and image-placeholder-in-user-text failure are distinct bugs, even though both involve VL models." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer junk initialization is unrelated to GPTNeoX rotary_pct reload behavior." + }, + { + "left": "issue:45542", + "right": "issue:46234", + "accept": false, + "reason": "TensorBoard/TensorFlow backend detection and missing falcon mamba availability helper are unrelated." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "A Janus generation test failure and Sam3LiteText auto-mapping breakage are separate issues." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "BEiT legacy-field loading failure and wrong custom-module loading after save_pretrained are different serialization/loading bugs." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config and sliding_window problems in Qwen3-MoE are unrelated configuration issues." + }, + { + "left": "issue:45632", + "right": "issue:46424", + "accept": false, + "reason": "Remote-code cache-path collisions and max_cache_length being ignored are distinct cache-management bugs." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Embedding reinitialization on resize and import warnings from trailing-slash local paths are unrelated." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "Fuyu exception handling and Windows ROCm/torch.distributed import errors do not share a code path." + }, + { + "left": "issue:46693", + "right": "issue:47217", + "accept": false, + "reason": "FA2 long-context performance regression is unrelated to VL placeholder parsing failures." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "LoRA merge collapse with tied embeddings and Gemma 4 mm_token_type_ids defaults are different model behaviors." + }, + { + "left": "issue:44242", + "right": "issue:46894", + "accept": false, + "reason": "Load-balancing loss omission and CohereASR double-shift training loss are both loss-related, but not the same bug." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Video-classification processor mismatch and SAM3 VisionEncoderOutput missing field are unrelated vision bugs." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and Qwen3-Next tied-weights warning are different loading/training issues." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Chunked-prefill cache missing and recurrent states resetting with cache are separate cache/state bugs." + }, + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "An empty-data issue and a Gemma pipeline roundtrip failure are unrelated." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Python 3.13 import parsing failure and flash_attention.py crashing on s_aux=None are different problems." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "A Janus test failure and a minimum PEFT version mismatch are unrelated." + }, + { + "left": "issue:29870", + "right": "issue:35141", + "accept": false, + "reason": "Bart generate-time decoder_attention_mask error and embedding reinitialization after resize are distinct bugs." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "Both describe the same Qwen2.5-VL video-input regression; 45381 is a more specific manifestation of the broader video-input bug in 44479." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 40, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-530", + "nodes": [ + "issue:25251", + "issue:29870", + "issue:39692", + "issue:41720", + "issue:43065", + "issue:43295", + "issue:43335", + "issue:43388", + "issue:43550", + "issue:43644", + "issue:43688", + "issue:43827", + "issue:43854", + "issue:43994", + "issue:44190", + "issue:44479", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44792", + "issue:44855", + "issue:44869", + "issue:44913", + "issue:44933", + "issue:44964", + "issue:45072", + "issue:45245", + "issue:45276", + "issue:45362", + "issue:45381", + "issue:45406", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45632", + "issue:46082", + "issue:46369", + "issue:46399", + "issue:46617", + "issue:46655", + "issue:46697", + "issue:46832", + "issue:46858", + "issue:46932", + "issue:47013", + "issue:47312", + "issue:47321" + ], + "soft_pairs": [ + "issue:44190|issue:44964", + "issue:43388|issue:43688", + "issue:46082|issue:46697", + "issue:43827|issue:43994", + "issue:45245|issue:46858", + "issue:45072|issue:46932", + "issue:44617|issue:45584", + "issue:43644|issue:44913", + "issue:45588|issue:47013", + "issue:25251|issue:29870", + "issue:43335|issue:44855", + "issue:44734|issue:45406", + "issue:46399|issue:47312", + "issue:44869|issue:46832", + "issue:45381|issue:46369", + "issue:45632|issue:46617", + "issue:41720|issue:45245", + "issue:43827|issue:47321", + "issue:43854|issue:44792", + "issue:43550|issue:44190", + "issue:39692|issue:47321", + "issue:45563|issue:45584", + "issue:45381|issue:46655", + "issue:44617|issue:46369", + "issue:43065|issue:44610", + "issue:44479|issue:44734", + "issue:43335|issue:44190", + "issue:44933|issue:45362", + "issue:43295|issue:45276", + "issue:39692|issue:44190" + ], + "prepared_review_unit_hash": "8721befed9a11c093bb0938f498cc398fbe9647a5df10c08813368d5264be99c", + "component_budget": { + "node_count": 530, + "item_count": 530, + "soft_pair_count": 1954, + "serialized_chars": 1013004, + "estimated_input_tokens": 253251, + "estimated_eval_tokens": 506758 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36347, + "estimated_input_tokens": 9087, + "estimated_eval_tokens": 18430 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set does not form a true duplicate cluster: the soft-pair candidates are mostly unrelated bugs/regressions across different models, processors, and subsystems. I would not merge any of the proposed soft edges, and there is no clear canonical issue/PR target here.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Different problems: local dataset loading script failure vs multimodal model loading regression." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Both touch evaluation/labels, but one is last-batch label handling and the other is auxiliary-loss normalization in MoE training." + }, + { + "left": "issue:46082", + "right": "issue:46697", + "accept": false, + "reason": "Unrelated subsystems: LlamaConfig head_dim validation vs image processor over-padding." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs stale pipeline references vs SigLIP2 model/pipeline output corruption are different issues." + }, + { + "left": "issue:45245", + "right": "issue:46858", + "accept": false, + "reason": "Different runtime failures: category-count limit vs cache sequence-length tensor arithmetic." + }, + { + "left": "issue:45072", + "right": "issue:46932", + "accept": false, + "reason": "Both are dtype-related, but they affect different models and different code paths." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "Sam3Video OOM and Whisper empty-transcription crash are unrelated bugs." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer initialization bug vs GPTNeoX config reload behavior are separate issues." + }, + { + "left": "issue:45588", + "right": "issue:47013", + "accept": false, + "reason": "Both are crashy edge cases, but they involve different APIs and root causes." + }, + { + "left": "issue:25251", + "right": "issue:29870", + "accept": false, + "reason": "Top-k nesting in pipeline output and Bart decoder_attention_mask UnboundLocalError are unrelated generation bugs." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "Sparse-layer config bug vs Python 3.13 IndentationError on import are not the same defect." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "KV-cache continuation indexing crash vs missing `_tokenizer` on Gemma4Processor are different failures." + }, + { + "left": "issue:46399", + "right": "issue:47312", + "accept": false, + "reason": "Missing decorator during kernel registration vs incompatibility with kernels 0.16 are related only broadly, not the same bug." + }, + { + "left": "issue:44869", + "right": "issue:46832", + "accept": false, + "reason": "Whisper timestamp decode crash and RT-DETR feature-level mismatch are unrelated." + }, + { + "left": "issue:45381", + "right": "issue:46369", + "accept": false, + "reason": "Qwen video position IDs bug vs Sam3-LiteText memory overflow are different code paths." + }, + { + "left": "issue:45632", + "right": "issue:46617", + "accept": false, + "reason": "Both involve trust_remote_code caching, but one is a leaf-dir collision and the other is a FileNotFoundError; too different to merge." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Auto device mapping CUDA assert vs category limit overflow are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:47321", + "accept": false, + "reason": "Docs about removed pipeline APIs vs AMD quark class update issue are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:44792", + "accept": false, + "reason": "GLM-4.7-Flash test loading failure vs Janus image-generation test failure are different models/tests." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "Bamba torch.compile SDPA crash and dataset loading script issue are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:47321", + "accept": false, + "reason": "SigLIP2 docs/model example errors vs AMD quark class update issue are unrelated." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "Stale num_return_sequences warning vs Whisper empty-transcription failure are different generation behaviors." + }, + { + "left": "issue:45381", + "right": "issue:46655", + "accept": false, + "reason": "Both are video/image preprocessing issues, but they affect different models and different bugs." + }, + { + "left": "issue:44617", + "right": "issue:46369", + "accept": false, + "reason": "Same Sam3 family, but OOM in Sam3Video is not the same as memory overflow in Sam3-litetext." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder vs OmDet-Turbo processor/model size mismatch are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Qwen video-input regression and serve KV-cache indexing crash are different subsystems." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug vs local dataset loading bug are unrelated." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Missing image_utils import and Qwen3.5 chat crash are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Processor/tokenizer API regression vs Gemma4 embedding-resize behavior are different bugs." + }, + { + "left": "issue:39692", + "right": "issue:44190", + "accept": false, + "reason": "SigLIP2 docs/model example errors and dataset script loading failure are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 41, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-530", + "nodes": [ + "issue:27957", + "issue:32090", + "issue:35141", + "issue:42175", + "issue:42796", + "issue:43317", + "issue:43404", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43611", + "issue:43643", + "issue:43673", + "issue:43854", + "issue:43994", + "issue:44112", + "issue:44242", + "issue:44246", + "issue:44279", + "issue:44462", + "issue:44496", + "issue:44521", + "issue:44734", + "issue:44737", + "issue:44779", + "issue:44964", + "issue:45003", + "issue:45127", + "issue:45216", + "issue:45276", + "issue:45290", + "issue:45357", + "issue:45381", + "issue:45584", + "issue:45600", + "issue:45803", + "issue:45907", + "issue:46421", + "issue:46489", + "issue:46697", + "issue:46752", + "issue:46858", + "issue:46897", + "issue:47145", + "issue:47217", + "issue:47312", + "issue:47321" + ], + "soft_pairs": [ + "issue:44779|issue:46489", + "issue:44242|issue:46897", + "issue:43526|issue:46697", + "issue:43540|issue:44734", + "issue:45127|issue:45357", + "issue:43673|issue:46421", + "issue:45276|issue:45584", + "issue:47145|issue:47321", + "issue:43854|issue:44964", + "issue:43643|issue:44496", + "issue:43994|issue:47321", + "issue:44112|issue:45600", + "issue:44521|issue:45381", + "issue:44462|issue:45907", + "issue:43317|issue:47312", + "issue:43611|issue:47321", + "issue:27957|issue:35141", + "issue:44246|issue:45003", + "issue:44112|issue:44964", + "issue:45290|issue:46752", + "issue:42175|issue:44279", + "issue:43673|issue:46858", + "issue:32090|issue:35141", + "issue:44964|issue:45600", + "issue:43404|issue:45216", + "issue:42796|issue:44521", + "issue:44737|issue:45803", + "issue:43531|issue:45600", + "issue:44496|issue:47217" + ], + "prepared_review_unit_hash": "484e33fbd16c78ca6666e63dd9ce1dffa1dde0a7498da794eb277bfcf18f4b4b", + "component_budget": { + "node_count": 530, + "item_count": 530, + "soft_pair_count": 1954, + "serialized_chars": 1013004, + "estimated_input_tokens": 253251, + "estimated_eval_tokens": 506758 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35959, + "estimated_input_tokens": 8990, + "estimated_eval_tokens": 18236 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous issue reports with only superficial overlaps (tokenizers, cache/prefill, multimodal chat templates, model loading). I found no true duplicate pairs among the soft edges.", + "confidence": 0.82, + "canonical_issue_reason": "issue:44521 is the strongest anchor here: it is open, has the most discussion/inbound references, and describes a user-facing multimodal `apply_chat_template` bug that fits the cluster\u2019s most active area.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the best single issue to represent the cluster because it is active, broadly impactful, and has the clearest evidence of ongoing interest/impact compared with the other isolated reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44779", + "right": "issue:46489", + "accept": false, + "reason": "Both are DeepSeek tokenizer regressions, but they target different model families and likely different fixes; too broad to treat as the same underlying bug." + }, + { + "left": "issue:44242", + "right": "issue:46897", + "accept": false, + "reason": "Both mention loss computation in MoE-like models, but the concrete failures differ (`output_router_logits=False` vs double-shift training loss) and do not look mergeable as one fix." + }, + { + "left": "issue:43526", + "right": "issue:46697", + "accept": false, + "reason": "Different vision/image-processing bugs in different processors; no shared code path or concrete symptom match." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "One is a Qwen3OmniMoe video-input validation error, the other is a serve/KV-cache tensor-indexing crash; unrelated subsystems." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "Both concern model save/weight handling, but one is LoRA+extended-vocab collapse and the other is incorrect visual encoder keys in Qwen3.5 checkpoints; not the same bug." + }, + { + "left": "issue:43673", + "right": "issue:46421", + "accept": false, + "reason": "Both touch chunked prefill/cache, but one is a missing cache in `GenerationMixin` and the other is a lazy-init recompilation issue; distinct failure modes." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Unrelated bugs: token embedding resizing vs Whisper empty-transcription generation after special-token alignment." + }, + { + "left": "issue:47145", + "right": "issue:47321", + "accept": false, + "reason": "Completely different areas: FP8 checkpoint loading versus an AMD quark class update issue." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Both are model-loading complaints, but for different models and different root causes; not the same underlying defect." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Both involve config/model loading, but one is `trust_remote_code` returning incomplete configs while the other is a missing `model_type` error; distinct code paths." + }, + { + "left": "issue:43994", + "right": "issue:47321", + "accept": false, + "reason": "No meaningful overlap beyond being issues in the repo; unrelated model inference versus AMD class metadata." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "Both cause CI failures, but one is a stale test and the other is a bad auto-mapping reference; different defects." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Both are multimodal/chat-template related, but one is zero assistant masks and the other is wrong vision position ids for Qwen2.5-VL video inputs; too different to merge." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer repository loading versus Hub file-listing revision forwarding; unrelated functionality." + }, + { + "left": "issue:43317", + "right": "issue:47312", + "accept": false, + "reason": "Different problems: device-map/offload loading versus kernel compatibility." + }, + { + "left": "issue:43611", + "right": "issue:47321", + "accept": false, + "reason": "Unrelated issues; one is a Transformers 5.0 loading regression, the other an AMD quark update problem." + }, + { + "left": "issue:27957", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention support for XLMRoberta is unrelated to the token-embedding resize/post-init reinitialization bug." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import slowness and unsafe `sys.modules` access are not the same concrete bug, even if both touch import-time behavior." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "A CI test flake and a model-loading regression are different issues." + }, + { + "left": "issue:45290", + "right": "issue:46752", + "accept": false, + "reason": "Both are `apply_chat_template` crashes, but on different edge cases: tool-call assistant messages versus an empty list." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Packaging/backend extras issue versus a general dependency issue; no same underlying code-path." + }, + { + "left": "issue:43673", + "right": "issue:46858", + "accept": false, + "reason": "Both involve cache/prefill, but the actual bugs differ: missing GenerationMixin cache versus device-tensor `get_seq_length()` breaking arithmetic on non-CUDA backends." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer broadcast TypeError and embedding reinitialization are unrelated." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Different model-loading failures with different causes; not duplicates." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Both relate to tied weights/checkpoints, but they affect different models and different save/load paths." + }, + { + "left": "issue:42796", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer BPE-marker handling and multimodal assistant-mask generation are unrelated." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "CPU-side `arange` device bug in XLNet versus a bare-except error handling problem in Fuyu; no shared underlying defect." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to removed-config references in auto-mappings." + }, + { + "left": "issue:44496", + "right": "issue:47217", + "accept": false, + "reason": "Model config recognition failure versus multimodal placeholder handling; different code paths and symptoms." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 42, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-530", + "nodes": [ + "issue:36246", + "issue:38617", + "issue:39692", + "issue:41628", + "issue:41950", + "issue:42907", + "issue:42994", + "issue:43295", + "issue:43335", + "issue:43381", + "issue:43441", + "issue:43526", + "issue:43650", + "issue:43673", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44220", + "issue:44279", + "issue:44295", + "issue:44327", + "issue:44336", + "issue:44496", + "issue:44683", + "issue:44792", + "issue:44938", + "issue:44987", + "issue:45042", + "issue:45083", + "issue:45335", + "issue:45446", + "issue:45542", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45632", + "issue:45759", + "issue:46082", + "issue:46121", + "issue:46234", + "issue:46424", + "issue:46506", + "issue:46515", + "issue:46752", + "issue:46932", + "issue:47332", + "issue:47333" + ], + "soft_pairs": [ + "issue:44938|issue:45542", + "issue:43335|issue:45593", + "issue:45632|issue:46234", + "issue:36246|issue:41628", + "issue:36246|issue:38617", + "issue:44496|issue:45042", + "issue:43295|issue:45335", + "issue:45083|issue:46506", + "issue:43976|issue:44987", + "issue:44295|issue:46506", + "issue:41950|issue:44016", + "issue:44496|issue:45759", + "issue:39692|issue:46932", + "issue:44683|issue:45446", + "issue:43673|issue:46424", + "issue:43526|issue:43901", + "issue:42994|issue:47333", + "issue:43381|issue:45593", + "issue:43673|issue:44336", + "issue:44016|issue:44220", + "issue:44279|issue:46515", + "issue:46082|issue:46121", + "issue:44016|issue:44062", + "issue:43650|issue:44220", + "issue:42994|issue:47332", + "issue:42907|issue:43441", + "issue:44792|issue:46424", + "issue:43441|issue:45588", + "issue:44327|issue:46752", + "issue:45335|issue:45584", + "issue:43976|issue:44279" + ], + "prepared_review_unit_hash": "a9f834ff13a8cd105610e8ca52d6530fcbad81c1188404ce1ff78468bd5e899f", + "component_budget": { + "node_count": 530, + "item_count": 530, + "soft_pair_count": 1954, + "serialized_chars": 1013004, + "estimated_input_tokens": 253251, + "estimated_eval_tokens": 506758 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36943, + "estimated_input_tokens": 9236, + "estimated_eval_tokens": 18728 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is heterogeneous: the soft-similarity pairs mostly share broad themes (imports, caching, saving, flash-attn, docs) but not the same concrete bug or code path, so I would not merge any of them as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:45584 is the clearest standalone bug report in the set, with a specific repro and a well-scoped failure path; it is not a duplicate canonical for the whole cluster, but it is the strongest representative issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Both are environment-related, but one is a Python 3.14 import/load failure and the other is a TensorBoard-without-TensorFlow backend error; different bugs and fixes." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "One is a SwitchTransformers config edge case, the other is missing auxiliary losses in D-FINE; unrelated model logic." + }, + { + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "Cache-path collisions for local trust_remote_code models and a missing import_utils helper are unrelated failures." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they target different symbols and code paths (`Qwen2_5_VLImageProcessor` vs `AutoImageProcessor`)." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Missing image-processor export and missing `layer_type_validation` are unrelated import problems." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Unrecognized model config and PIL image processors wrongly requiring torchvision are different loading/runtime bugs." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Processor/tokenizer regression and `resize_token_embeddings` not updating `decoder.embed_tokens` are distinct multimodal/model issues." + }, + { + "left": "issue:45083", + "right": "issue:46506", + "accept": false, + "reason": "A helper-length bug in `qwen3_omni_moe` and CPU/CUDA divergence in PPDocLayoutV3 are not the same defect." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Python-version incompatibility and a specific model-loading failure are too broad to be the same underlying bug." + }, + { + "left": "issue:44295", + "right": "issue:46506", + "accept": false, + "reason": "`position_ids` buffer access and CPU/CUDA output mismatches are unrelated code paths." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Pipeline image-processor lookup and a notebook syntax error are clearly unrelated." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Both involve model loading, but one is unrecognized model config and the other is `from_config` not unwrapping `text_config`; different fixes." + }, + { + "left": "issue:39692", + "right": "issue:46932", + "accept": false, + "reason": "A broken documentation example and a Gemma4 quantized-embedder dtype bug are not the same issue." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Both mention flex_attention, but one is a torch>=2.9 compiled failure and the other is a version-check/import-guard bug." + }, + { + "left": "issue:43673", + "right": "issue:46424", + "accept": false, + "reason": "Chunked-prefill cache missing and `max_cache_length` only affecting Quantized Cache are different cache behaviors." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "A BEiT fast image-processor label bug and stale docs for `return_all_scores` are unrelated." + }, + { + "left": "issue:42994", + "right": "issue:47333", + "accept": false, + "reason": "General quantized-model saving and disk-offloaded Qwen3 saving failures are not the same concrete save path." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Eval-mode gradient checkpointing and missing auxiliary losses are unrelated training issues." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Cache handling during chunked prefill and ANSI output formatting in loading_report have nothing in common beyond being bugs." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "A notebook syntax error and `_torch_extract_fbank_features()` failure are different parts of the project." + }, + { + "left": "issue:44279", + "right": "issue:46515", + "accept": false, + "reason": "A generic dependency issue and a torch 2.4.1 incompatibility are too broad to merge." + }, + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "Llama head-dim validation and RoPE parameter conversion with JSON-loaded lists are separate configuration bugs." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax and `AddedToken(..., special=...)` argument duplication are unrelated." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "`ADD THE DATA` is not a meaningful duplicate target for the audio feature extraction bug." + }, + { + "left": "issue:42994", + "right": "issue:47332", + "accept": false, + "reason": "Both concern saving, but one is quantized-model saving and the other is disk-offloaded Qwen3-VL saving; different mechanisms." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Dequantized-model saving and FlashAttention failures in Ministral-3 are different regressions." + }, + { + "left": "issue:44792", + "right": "issue:46424", + "accept": false, + "reason": "Janus image-generation test failure and cache max-length behavior are unrelated." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both mention flash attention, but they describe different failure modes and code paths, so they are not duplicate fixes." + }, + { + "left": "issue:44327", + "right": "issue:46752", + "accept": false, + "reason": "QA decode-spans top-k bounds error and empty chat-template IndexError are different edge cases." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize propagation and empty-transcription Whisper generation failure are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "A Transformers/Python version compatibility issue and a dependency issue are too broad to be the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 43, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-530", + "nodes": [ + "issue:39692", + "issue:41950", + "issue:42796", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43479", + "issue:43577", + "issue:43644", + "issue:43650", + "issue:43653", + "issue:43824", + "issue:43854", + "issue:43901", + "issue:43931", + "issue:43976", + "issue:44016", + "issue:44075", + "issue:44279", + "issue:44291", + "issue:44351", + "issue:44368", + "issue:44462", + "issue:44466", + "issue:44496", + "issue:44779", + "issue:44933", + "issue:45020", + "issue:45081", + "issue:45216", + "issue:45276", + "issue:45278", + "issue:45357", + "issue:45375", + "issue:45405", + "issue:45593", + "issue:45812", + "issue:45823", + "issue:46082", + "issue:46123", + "issue:46209", + "issue:46369", + "issue:46399", + "issue:46614", + "issue:47000", + "issue:47085", + "issue:47145", + "issue:47217" + ], + "soft_pairs": [ + "issue:43824|issue:44933", + "issue:43295|issue:44779", + "issue:43901|issue:44496", + "issue:41950|issue:45020", + "issue:43299|issue:45216", + "issue:44279|issue:45405", + "issue:43901|issue:47217", + "issue:39692|issue:43901", + "issue:42796|issue:43650", + "issue:44779|issue:45812", + "issue:43577|issue:45216", + "issue:46614|issue:47085", + "issue:43479|issue:45375", + "issue:41950|issue:45823", + "issue:46123|issue:46369", + "issue:44466|issue:45276", + "issue:43976|issue:45405", + "issue:43653|issue:45593", + "issue:44075|issue:44368", + "issue:43381|issue:47000", + "issue:44462|issue:45081", + "issue:43299|issue:45357", + "issue:43644|issue:47145", + "issue:43299|issue:43854", + "issue:43650|issue:46209", + "issue:43931|issue:47145", + "issue:44351|issue:45278", + "issue:44016|issue:44291", + "issue:46082|issue:46399" + ], + "prepared_review_unit_hash": "1f2d1a88e50184dca60eef4f777a59d26da7aac509fce5fd35ce81c6a292aa97", + "component_budget": { + "node_count": 530, + "item_count": 530, + "soft_pair_count": 1954, + "serialized_chars": 1013004, + "estimated_input_tokens": 253251, + "estimated_eval_tokens": 506758 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36572, + "estimated_input_tokens": 9143, + "estimated_eval_tokens": 18542 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a set of unrelated Transformers issues linked only by broad similarity (tokenizers, import errors, model loading, docs, regressions). I found no convincing duplicate pairs; all soft-edge candidates should stay separate.", + "confidence": 0.88, + "canonical_issue_reason": "If one anchor is needed, issue:45278 is the broadest regression umbrella in the set, but this cluster is heterogeneous and it should not be treated as a true duplicate canonical for the others.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue:45278 is the most globally representative of the cluster\u2019s broad version-regression theme, but only as a loose anchor, not as a duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Both are import-related, but one is a missing model export and the other is an image_utils import path problem; different code paths and fixes." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "One is a processor/tokenizer API regression for multimodal inputs; the other is Deepseek token ID corruption. Same broad area, not the same bug." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Documentation mismatch for a pipeline option versus an unrecognized-model/config loading failure; unrelated failures." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Video pipeline processor selection bug versus remote_code compatibility regressions; different concrete problems." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Both involve Qwen-family models, but one is a load-time MoE model issue and the other is incorrect save_pretrained serialization." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "Generic dependency issue versus a specific MIN_PEFT_VERSION bump to an unreleased package; not the same underlying bug." + }, + { + "left": "issue:43901", + "right": "issue:47217", + "accept": false, + "reason": "Docs mentioning return_all_scores versus a VL runtime failure with image placeholders; no shared fix." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Both are documentation issues, but they affect different examples and behaviors." + }, + { + "left": "issue:42796", + "right": "issue:43650", + "accept": false, + "reason": "Tokenizer BPE marker handling is unrelated to the 'ADD THE DATA' issue." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Two tokenizer regressions, but for different model families and different symptoms (wrong results vs wrong IDs)." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "Blip2 dtype propagation bug versus Qwen3.5 checkpoint serialization bug; different subsystems." + }, + { + "left": "issue:46614", + "right": "issue:47085", + "accept": false, + "reason": "Stale phonemizer language state is unrelated to fast tokenizer thread-safety." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Both are config issues, but they concern different multimodal models and different fields/defaults." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Pipeline processor lookup bug versus Gemma4 device placement mismatch in forward." + }, + { + "left": "issue:46123", + "right": "issue:46369", + "accept": false, + "reason": "Final-batch flag handling in a pipeline versus memory overflow in a specific SAM model path." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Serialization of tied weights depending on device is not the same bug as resize_token_embeddings not updating embeddings." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python compatibility breakage versus an unreleased dependency version bump; different causes and remedies." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "Tokenizer special-token registration versus D-FINE auxiliary-loss logic; unrelated." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "Optimizer arguments being ignored has no overlap with the Qwen3.5 tie_word_embeddings warning." + }, + { + "left": "issue:43381", + "right": "issue:47000", + "accept": false, + "reason": "Gradient checkpointing/eval-mode incompatibility versus RTDetrLoss infeasible cost matrix; separate failures." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "AutoTokenizer repo-file selection bug versus a Mistral regex patch crash; both tokenizer-related but different concrete code paths." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Both are Qwen3.5/Qwen3VL regressions, but one is model loading and the other is save_pretrained key serialization." + }, + { + "left": "issue:43644", + "right": "issue:47145", + "accept": false, + "reason": "Non-persistent buffer junk initialization versus FP8 weight_scale not being applied; different state-loading bugs." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Different models and different load failures; no shared underlying bug." + }, + { + "left": "issue:43650", + "right": "issue:46209", + "accept": false, + "reason": "The placeholder issue has no relation to FP8 inference on B200." + }, + { + "left": "issue:43931", + "right": "issue:47145", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch versus FP8 compressed-tensors scaling; different error classes." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "A single missing HybridCache export is not enough to merge with a broad 'many import errors' report." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error versus init_empty_weights argument mismatch; unrelated." + }, + { + "left": "issue:46082", + "right": "issue:46399", + "accept": false, + "reason": "LlamaConfig head_dim validation is unrelated to Qwen3.5 rotary-kernel registration failures." + }, + { + "left": "issue:43381", + "right": "issue:47000", + "accept": false, + "reason": "Re-listed? No; this pair remains unrelated because the failures affect different training components." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "Re-listed? No; same verdict: repo tokenizer selection and Mistral regex patching are distinct bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 44, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-530", + "nodes": [ + "issue:33290", + "issue:42175", + "issue:42994", + "issue:43317", + "issue:43441", + "issue:43479", + "issue:43525", + "issue:43575", + "issue:43643", + "issue:43673", + "issue:43761", + "issue:43784", + "issue:43873", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44186", + "issue:44242", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44336", + "issue:44623", + "issue:44671", + "issue:44683", + "issue:44749", + "issue:44779", + "issue:45081", + "issue:45103", + "issue:45200", + "issue:45325", + "issue:45372", + "issue:45397", + "issue:45542", + "issue:45588", + "issue:45656", + "issue:45800", + "issue:45823", + "issue:45834", + "issue:45859", + "issue:45907", + "issue:46082", + "issue:46512", + "issue:46851", + "issue:47000", + "issue:47145", + "issue:47217" + ], + "soft_pairs": [ + "issue:44683|issue:45542", + "issue:46082|issue:46512", + "issue:44242|issue:45200", + "issue:45081|issue:45907", + "issue:45588|issue:47000", + "issue:43873|issue:47145", + "issue:45103|issue:45372", + "issue:42994|issue:43317", + "issue:45859|issue:46851", + "issue:43441|issue:45834", + "issue:44336|issue:46851", + "issue:44671|issue:44779", + "issue:33290|issue:45656", + "issue:44246|issue:47217", + "issue:45542|issue:45800", + "issue:42175|issue:43976", + "issue:44623|issue:44749", + "issue:44016|issue:45823", + "issue:44186|issue:47000", + "issue:44623|issue:45397", + "issue:43525|issue:43881", + "issue:43479|issue:43525", + "issue:43901|issue:44246", + "issue:43784|issue:45542", + "issue:43673|issue:43761", + "issue:43525|issue:43643", + "issue:44261|issue:44263", + "issue:43575|issue:47145", + "issue:45325|issue:46851" + ], + "prepared_review_unit_hash": "90e54d5a6889df894af45e99ef2591b173b768b4dac9198d60cd2a8a02a78469", + "component_budget": { + "node_count": 530, + "item_count": 530, + "soft_pair_count": 1954, + "serialized_chars": 1013004, + "estimated_input_tokens": 253251, + "estimated_eval_tokens": 506758 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36378, + "estimated_input_tokens": 9095, + "estimated_eval_tokens": 18446 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is not a true duplicate cluster: the issues span unrelated bugs across configs, quantization/offload, tokenizers, docs, and model-specific regressions. I found no soft-edge pair that looks like the same underlying bug/change, so all candidate links should be rejected.", + "confidence": 0.46, + "canonical_issue_reason": "issue:43873 is the broadest and most active item here, centered on quantization/offload behavior, which is the closest thing to a shared theme in this otherwise mixed set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best anchor among weak candidates because it is open, discussion-heavy, and user-facing; however, it is still not a good duplicate representative for most of the other issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Different bugs: compiled flex_attention on newer torch vs missing TensorFlow backend wiring from tensorboard install." + }, + { + "left": "issue:46082", + "right": "issue:46512", + "accept": false, + "reason": "Unrelated config issues: LlamaConfig head_dim validation vs from_config(dtype=...) leaving config.dtype stale." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Different model/code paths: MoE load-balancing loss gating vs Gemma 4 multimodal token type defaults." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Mistral tokenizer regex patch crash is unrelated to list_repo_files not forwarding revision." + }, + { + "left": "issue:45588", + "right": "issue:47000", + "accept": false, + "reason": "Different failures: flash_attention s_aux=None crash vs RTDetrLoss infeasible cost matrix." + }, + { + "left": "issue:43873", + "right": "issue:47145", + "accept": false, + "reason": "Both touch quantization/offload, but one is about offloading not working while the other is silent corruption from missing weight_scale; not the same bug." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "Auto-docstring future-annotations crash is unrelated to the mistral_common ReasoningEffort import error." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Related to quantized models, but saving failure and dequantized loading/offload failure are distinct code paths and symptoms." + }, + { + "left": "issue:45859", + "right": "issue:46851", + "accept": false, + "reason": "Same family of position-related Qwen bugs, but one is CPU offload incompatibility and the other is variable-length position_ids behavior." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "Different models and failures: Ministral FlashAttention regression vs Kosmos2.5 OCR length index error." + }, + { + "left": "issue:44336", + "right": "issue:46851", + "accept": false, + "reason": "ANSI-code logging issue is unrelated to Qwen position_ids handling." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "CamemBERT masked-LM regression and Deepseek tokenizer corruption are different subsystems and bugs." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Both mention deepspeed/optimizer, but OOM in Adafactor and double optimizer.step() are different problems." + }, + { + "left": "issue:44246", + "right": "issue:47217", + "accept": false, + "reason": "Import performance issue is unrelated to VL image-placeholder handling." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "TensorBoard/TensorFlow backend packaging bug is unrelated to torch/transformers version incompatibility." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "Package extra backend omission and Python version incompatibility are not the same issue." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Processor save_pretrained missing files is unrelated to the Chinese-reported preprocessing slowdown." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error and Gemma4 device mismatch are different classes of failure." + }, + { + "left": "issue:44186", + "right": "issue:47000", + "accept": false, + "reason": "Tokenizer crash on NER/padding is unrelated to RTDetrLoss infeasible cost matrix." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Both involve model/processor loading, but missing saved files and gemma-4 zero3 from_pretrained are distinct bugs." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Missing pad_token_id in config and glm-4v-9b load failure are not the same concrete bug." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Both are config initialization issues, but they affect different model configs and different missing fields/defaults." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Docs mismatch for return_all_scores is unrelated to slow imports." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Sentence-transformers NameError and undefined TensorFlow backend are separate import failures." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Both are v5 regressions, but one is chunked_prefill cache handling and the other is CLIPVisionModel hidden_states output." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Missing model config field and AutoConfig trust_remote_code field loss are different causes and fixes." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "MLA rms_norm_eps precision issue is unrelated to GlmMoeDsaIndexer torch.split return values." + }, + { + "left": "issue:43575", + "right": "issue:47145", + "accept": false, + "reason": "Qwen2 OOM on tensor-parallel load and FP8 weight_scale omission are different quantization/loading bugs." + }, + { + "left": "issue:45325", + "right": "issue:46851", + "accept": false, + "reason": "Both mention position_ids, but the Qwen2.5-VL temporal scaling bug is distinct from Qwen3.5 variable-length input handling." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 45, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-530", + "nodes": [ + "issue:42491", + "issue:42617", + "issue:42796", + "issue:43299", + "issue:43441", + "issue:43526", + "issue:43540", + "issue:43550", + "issue:43723", + "issue:43824", + "issue:43976", + "issue:44162", + "issue:44188", + "issue:44246", + "issue:44295", + "issue:44297", + "issue:44336", + "issue:44373", + "issue:44496", + "issue:44589", + "issue:44871", + "issue:45003", + "issue:45072", + "issue:45083", + "issue:45103", + "issue:45362", + "issue:45397", + "issue:45561", + "issue:45563", + "issue:45588", + "issue:45600", + "issue:45712", + "issue:46291", + "issue:46399", + "issue:46506", + "issue:46614", + "issue:46655", + "issue:46665", + "issue:46726", + "issue:46752", + "issue:46821", + "issue:46829", + "issue:46851", + "issue:47145", + "issue:47176", + "issue:47177", + "issue:47217", + "issue:47333" + ], + "soft_pairs": [ + "issue:44589|issue:45362", + "issue:42796|issue:43441", + "issue:45600|issue:45712", + "issue:44188|issue:44336", + "issue:43824|issue:43976", + "issue:45362|issue:47333", + "issue:44246|issue:44496", + "issue:44336|issue:44373", + "issue:43723|issue:44162", + "issue:42617|issue:43976", + "issue:44871|issue:47145", + "issue:47176|issue:47177", + "issue:44297|issue:45397", + "issue:46291|issue:46399", + "issue:45083|issue:46851", + "issue:46655|issue:46726", + "issue:42491|issue:43299", + "issue:46399|issue:46851", + "issue:45003|issue:47217", + "issue:45072|issue:46829", + "issue:43526|issue:45003", + "issue:43540|issue:46752", + "issue:44246|issue:44871", + "issue:45003|issue:46821", + "issue:45103|issue:46399", + "issue:44295|issue:45397", + "issue:45588|issue:46851", + "issue:45561|issue:45563", + "issue:46614|issue:46665", + "issue:43550|issue:46506" + ], + "prepared_review_unit_hash": "106703d18fd7ab25468f0c5acb91a856ffac7444efc15e22b9bbe042497f458c", + "component_budget": { + "node_count": 530, + "item_count": 530, + "soft_pair_count": 1954, + "serialized_chars": 1013004, + "estimated_input_tokens": 253251, + "estimated_eval_tokens": 506758 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36711, + "estimated_input_tokens": 9178, + "estimated_eval_tokens": 18612 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose mix of mostly unrelated Transformers issues, many of them model-specific regression reports. None of the proposed soft edges look like the same underlying bug or change, so all should be rejected. No PRs were provided.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Different failures: Float8 storage lookup vs Qwen3.5 chat crash; no shared code path." + }, + { + "left": "issue:42796", + "right": "issue:43441", + "accept": false, + "reason": "Same model family but different components: tokenizer BPE handling vs FlashAttention runtime failure." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Different cleanup/CI problems: removed Sam3LiteText configs vs leftover dummy classes." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "Attention-kernel torch.compile branching vs ANSI codes in loading_report; unrelated subsystems." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Import error for a missing class vs Python version compatibility; distinct root causes." + }, + { + "left": "issue:45362", + "right": "issue:47333", + "accept": false, + "reason": "Qwen3.5 chat crash and disk-offloaded save failure are different features and failures." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Import slowness is unrelated to unrecognized model/config loading." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "Terminal ANSI output bug vs docstring typo; not the same bug." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer loading/import issue vs ESM2 model breakage; no concrete overlap." + }, + { + "left": "issue:42617", + "right": "issue:43976", + "accept": false, + "reason": "3d_parallel.py runtime issue and Python version support issue are unrelated." + }, + { + "left": "issue:44871", + "right": "issue:47145", + "accept": false, + "reason": "Both involve model loading/config, but one is eos_token_id mismatch and the other is missing FP8 weight_scale application." + }, + { + "left": "issue:47176", + "right": "issue:47177", + "accept": false, + "reason": "Both are security-related, but one is shell-operator allowlist bypass and the other is archive path traversal; different vulnerabilities." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch vs gemma-4 zero3 from_pretrained failure." + }, + { + "left": "issue:46291", + "right": "issue:46399", + "accept": false, + "reason": "Kernels import/version requirement failure vs Qwen3.5 rotary embedding registration crash; unrelated." + }, + { + "left": "issue:45083", + "right": "issue:46851", + "accept": false, + "reason": "Shared Qwen3 naming, but one is a helper length calculation bug and the other is variable-length position_ids handling." + }, + { + "left": "issue:46655", + "right": "issue:46726", + "accept": false, + "reason": "Video padding calculation bug vs missing-vision-backend processor error; different code paths." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both mention Qwen3 MoE, but the first is LoRA compatibility across hf4.x/hf5.x and the second is a model loading regression in 5.0.0.dev0." + }, + { + "left": "issue:46399", + "right": "issue:46851", + "accept": false, + "reason": "Rotary embedding registration error vs variable-length position_ids issue; not the same defect." + }, + { + "left": "issue:45003", + "right": "issue:47217", + "accept": false, + "reason": "Unsafe sys.modules access is unrelated to image placeholder handling in VL models." + }, + { + "left": "issue:45072", + "right": "issue:46829", + "accept": false, + "reason": "dtype mismatch in bfloat16 inference vs returning the wrong tensor in ImageClassifierOutput; distinct bugs." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug has no relation to sys.modules access." + }, + { + "left": "issue:43540", + "right": "issue:46752", + "accept": false, + "reason": "Qwen3OmniMoe video-processing ValueError and empty-list chat template IndexError are unrelated." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Slow import times vs eos_token_id config inconsistency; no shared underlying cause." + }, + { + "left": "issue:45003", + "right": "issue:46821", + "accept": false, + "reason": "sys.modules access safety issue and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:45103", + "right": "issue:46399", + "accept": false, + "reason": "Auto-docstring future-annotations crash vs rotary embedding registration bug; different modules." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "Position_ids buffer read error vs gemma-4 zero3 loading issue; not the same problem." + }, + { + "left": "issue:45588", + "right": "issue:46851", + "accept": false, + "reason": "FlashAttention crash on s_aux=None is unrelated to variable-length position_ids handling." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "pytest-xdist captured_info.txt race and stale generate() warning are different testing/generation issues." + }, + { + "left": "issue:46614", + "right": "issue:46665", + "accept": false, + "reason": "Stale phonemizer backend state vs inconsistent from_pretrained inside Python classes; similar statefulness theme, but different behavior and code path." + }, + { + "left": "issue:43550", + "right": "issue:46506", + "accept": false, + "reason": "torch.compile + SDPA failure in Bamba vs CPU/CUDA result divergence in PPDocLayoutV3; 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": 28, + "review_unit_index": 46, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-530", + "nodes": [ + "issue:36246", + "issue:41950", + "issue:42757", + "issue:42886", + "issue:42915", + "issue:43257", + "issue:43295", + "issue:43352", + "issue:43540", + "issue:43596", + "issue:43901", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44220", + "issue:44242", + "issue:44295", + "issue:44336", + "issue:44351", + "issue:44451", + "issue:44466", + "issue:44479", + "issue:44749", + "issue:44779", + "issue:44877", + "issue:44995", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45250", + "issue:45292", + "issue:45335", + "issue:45375", + "issue:45561", + "issue:45593", + "issue:45600", + "issue:45701", + "issue:45759", + "issue:46132", + "issue:46170", + "issue:46424", + "issue:46655", + "issue:46726", + "issue:46752", + "issue:47217", + "issue:47312", + "issue:47321" + ], + "soft_pairs": [ + "issue:44336|issue:46424", + "issue:43540|issue:46655", + "issue:36246|issue:43596", + "issue:42915|issue:47312", + "issue:44779|issue:45292", + "issue:44242|issue:45593", + "issue:43257|issue:45137", + "issue:43901|issue:45003", + "issue:44479|issue:46655", + "issue:41950|issue:44220", + "issue:46726|issue:47217", + "issue:45375|issue:45759", + "issue:45292|issue:45701", + "issue:36246|issue:44351", + "issue:36246|issue:42757", + "issue:43295|issue:45292", + "issue:42886|issue:46132", + "issue:45137|issue:45600", + "issue:44466|issue:45335", + "issue:44451|issue:46752", + "issue:43352|issue:45250", + "issue:44295|issue:44749", + "issue:46170|issue:47321", + "issue:44162|issue:45200", + "issue:44060|issue:44077", + "issue:44995|issue:45200", + "issue:44877|issue:45375", + "issue:45003|issue:45561" + ], + "prepared_review_unit_hash": "94a25f52ccb2203d62ea579f03cc3e9a85c404335913ac0fc2de20243d55d424", + "component_budget": { + "node_count": 530, + "item_count": 530, + "soft_pair_count": 1954, + "serialized_chars": 1013004, + "estimated_input_tokens": 253251, + "estimated_eval_tokens": 506758 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35359, + "estimated_input_tokens": 8840, + "estimated_eval_tokens": 17936 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All candidate soft edges are false positives: the paired issues usually share a broad subsystem label (e.g. video, Qwen, deepspeed, tokenization) but describe different failures, different code paths, or different models. No PRs are present.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 44479 is the strongest representative issue in this set: it describes a concrete, broad regression in video-input handling across multiple Qwen-family models, making it a plausible canonical duplicate target if one were needed.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44479 is the best overall issue candidate because it is specific, user-facing, and spans several related model variants rather than a narrow one-off symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44336", + "right": "issue:46424", + "accept": false, + "reason": "Unrelated bugs: ANSI color output in loading reports vs cache length behavior in quantized cache." + }, + { + "left": "issue:43540", + "right": "issue:46655", + "accept": false, + "reason": "Both mention video, but one is Qwen3OmniMoe input processing and the other is SmolVLM padding math; different models and failures." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "ImportError for a missing Qwen image processor is unrelated to a DeepSpeed/BertModel zero3 IndexError." + }, + { + "left": "issue:42915", + "right": "issue:47312", + "accept": false, + "reason": "Qwen3Moe FP8 loading failure and kernel compatibility are different problems with no shared code-path." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Tokenizer correctness regression is not the same as resize_token_embeddings not updating output embeddings." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Load balancing loss omission and D-FINE auxiliary loss behavior are different training bugs." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "MoE weight conversion with accelerate/deepspeed is unrelated to a deque underflow in ZeRO3 init." + }, + { + "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." + }, + { + "left": "issue:44479", + "right": "issue:46655", + "accept": false, + "reason": "Both concern video processors, but the regression is broader Qwen-family input handling while the other is a SmolVLM padding calculation bug." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification pipeline image-processor lookup and _torch_extract_fbank_features are different pipeline issues." + }, + { + "left": "issue:46726", + "right": "issue:47217", + "accept": false, + "reason": "Missing vision backend / unrecognized image processor is not the same as image placeholders inside user text causing VL model failure." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Missing config field dropped by strict parsing is unrelated to AutoModelForCausalLM not unwrapping text_config." + }, + { + "left": "issue:45292", + "right": "issue:45701", + "accept": false, + "reason": "resize_token_embeddings wiring bug and tokenization changes across versions are different symptoms and code paths." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Two unrelated import errors: missing Qwen2_5_VLImageProcessor vs missing HybridCache export." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Missing Qwen image processor and missing is_offline_mode are separate import surface regressions." + }, + { + "left": "issue:43295", + "right": "issue:45292", + "accept": false, + "reason": "Custom processor.tokenizer regression is not the same as resize_token_embeddings not affecting output embeddings." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Offline cache loading failure and AttentionInterface.register behavior change are unrelated." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "ZeRO3 deque/indexing crash is unrelated to auto_mappings still referencing removed configs." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Both involve tied/resized embeddings, but one is serialization inconsistency and the other is decoder.embed_tokens not updating." + }, + { + "left": "issue:44451", + "right": "issue:46752", + "accept": false, + "reason": "Model loading failure for ScandiBERT is unrelated to apply_chat_template on an empty list." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "Model-specific unsupported Flash Attention 2 warning is not the same as the general Flash Attention 2.0 issue." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "A position_ids buffer access error is different from a performance regression after upgrading Transformers." + }, + { + "left": "issue:46170", + "right": "issue:47321", + "accept": false, + "reason": "Windows/ROCm import failure due to torch.distributed is unrelated to AMD quark class updates." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids defaulting are different model bugs." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Incorrect tied-weights warning in Qwen3-Next is unrelated to patchtsmixer's post_init allowance." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "GlmMoeDsa stale indexer cache and Gemma 4 token type IDs are separate issues." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Strict config blocking granite_speech loading is not the same as missing deepstack_visual_indexes in Qwen3_5MoeVisionConfig." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Unsafe sys.modules access is unrelated to the xdist captured_info.txt race." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 47, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-530", + "nodes": [ + "issue:29870", + "issue:30333", + "issue:42199", + "issue:42886", + "issue:42994", + "issue:43065", + "issue:43408", + "issue:43475", + "issue:43540", + "issue:43653", + "issue:43723", + "issue:43906", + "issue:43931", + "issue:44038", + "issue:44162", + "issue:44188", + "issue:44242", + "issue:44361", + "issue:44368", + "issue:44479", + "issue:44623", + "issue:44749", + "issue:44857", + "issue:44877", + "issue:44977", + "issue:44987", + "issue:44995", + "issue:45229", + "issue:45397", + "issue:45412", + "issue:45459", + "issue:45563", + "issue:45588", + "issue:45656", + "issue:45685", + "issue:45987", + "issue:46082", + "issue:46123", + "issue:46170", + "issue:46202", + "issue:46369", + "issue:46431", + "issue:46506", + "issue:46710", + "issue:46726", + "issue:46851", + "issue:47312" + ], + "soft_pairs": [ + "issue:43475|issue:46369", + "issue:44479|issue:46170", + "issue:44987|issue:45459", + "issue:44995|issue:45588", + "issue:29870|issue:30333", + "issue:44623|issue:46726", + "issue:44038|issue:46506", + "issue:44877|issue:46170", + "issue:45685|issue:46431", + "issue:44242|issue:44857", + "issue:45397|issue:45656", + "issue:43475|issue:43540", + "issue:44368|issue:44977", + "issue:43653|issue:44162", + "issue:42994|issue:47312", + "issue:43723|issue:46710", + "issue:42199|issue:46851", + "issue:43065|issue:43408", + "issue:45412|issue:46123", + "issue:42886|issue:45229", + "issue:43931|issue:44368", + "issue:43906|issue:46202", + "issue:44188|issue:46202", + "issue:44361|issue:44749", + "issue:44368|issue:45563", + "issue:45987|issue:46082" + ], + "prepared_review_unit_hash": "7ad5713d6f7fbb818ee1aff5dc6508985e5036a6907b031b541ee0a3726926da", + "component_budget": { + "node_count": 530, + "item_count": 530, + "soft_pair_count": 1954, + "serialized_chars": 1013004, + "estimated_input_tokens": 253251, + "estimated_eval_tokens": 506758 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 34834, + "estimated_input_tokens": 8709, + "estimated_eval_tokens": 17674 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is not a true duplicate cluster; it contains many unrelated bugs across tokenizers, vision models, MoE, caching, and training/inference paths. No PRs are present. All soft-edge pairs should be rejected.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: the items are heterogeneous and do not share one underlying defect or code path.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue: none clearly subsumes the others, so selecting one as the representative would be arbitrary.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43475", + "right": "issue:46369", + "accept": false, + "reason": "Both involve SAM3, but one is an encoder attribute error and the other is a litetext memory overflow; different failures and code paths." + }, + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "Qwen video-input regression and a Windows/ROCm distributed import error are unrelated bugs." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "One is a model loading failure for a specific repo; the other is tokenizer error masking when protobuf is missing." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Different subsystems and symptoms: GlmMoeDsa stale cache on second forward versus flash-attention crashing on s_aux=None." + }, + { + "left": "issue:29870", + "right": "issue:30333", + "accept": false, + "reason": "A BART generate() UnboundLocalError and MLflow reporting on failed jobs are unrelated." + }, + { + "left": "issue:44623", + "right": "issue:46726", + "accept": false, + "reason": "Both mention processors, but saving missing files and loading with missing vision backend are distinct issues." + }, + { + "left": "issue:44038", + "right": "issue:46506", + "accept": false, + "reason": "A Qwen3-VL-Moe v5 bug and CPU/CUDA divergence in PPDocLayoutV3 do not share a concrete failure path." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "Strict Granite Speech config loading and a Windows ROCm torch.distributed import problem are unrelated." + }, + { + "left": "issue:45685", + "right": "issue:46431", + "accept": false, + "reason": "MoE histogram_mps on Int and missing chat template are different errors in different components." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Loss routing omission in MoE and an AMP/CUDA crash in LwDetrImageLoss are not the same bug." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Deepspeed from_pretrained loading and duplicated optimizer stepping are separate problems." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "Different SAM3 video/vision error versus Qwen3OmniMoe video input processing error." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "A warning about tie_word_embeddings in fine-tuning is not the same as a flash-attention generation failure." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and ESM2 breakage are unrelated." + }, + { + "left": "issue:42994", + "right": "issue:47312", + "accept": false, + "reason": "Quantized model save failure and kernel compatibility mismatch are different topics." + }, + { + "left": "issue:43723", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer loading in v5 and accuracy regression after an upgrade are not the same underlying bug." + }, + { + "left": "issue:42199", + "right": "issue:46851", + "accept": false, + "reason": "DETR cardinality/background-class logic and Qwen3.5 variable-length position_ids are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and a model-type mismatch warning are separate SAM3 issues." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "RT-DETR memory retention and MaskGenerationPipeline final-batch dropping are unrelated." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU CUDA OOM are different failures." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL-30B weight-shape mismatch and a Qwen3.5 warning about tied embeddings are not the same bug." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "An isolated reproduction of another issue and a Gemma pipeline roundtrip failure do not match as a concrete duplicate." + }, + { + "left": "issue:44188", + "right": "issue:46202", + "accept": false, + "reason": "Torch.compile attention-kernel divergence and Gemma roundtrip tokenization failure are unrelated." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "MLukeTokenizer AttributeError and a transformers performance regression are different problems." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "A fine-tuning warning and a stale generate() warning for num_return_sequences are not the same issue." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "StaticCache return-type contract violation and LlamaConfig head_dim validation are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 48, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-530", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:39692", + "issue:43065", + "issue:43475", + "issue:43643", + "issue:43646", + "issue:43701", + "issue:43723", + "issue:43784", + "issue:43994", + "issue:44162", + "issue:44188", + "issue:44297", + "issue:44373", + "issue:44483", + "issue:44623", + "issue:44749", + "issue:44871", + "issue:44964", + "issue:45103", + "issue:45137", + "issue:45230", + "issue:45375", + "issue:45397", + "issue:45478", + "issue:45561", + "issue:45593", + "issue:45656", + "issue:46123", + "issue:46132", + "issue:46202", + "issue:46326", + "issue:46399", + "issue:46421", + "issue:46463", + "issue:46726", + "issue:46752", + "issue:46821", + "issue:46851", + "issue:46858", + "issue:46877", + "issue:47000", + "issue:47020", + "issue:47068", + "issue:47145", + "issue:47217" + ], + "soft_pairs": [ + "issue:46752|issue:47020", + "issue:46132|issue:47145", + "issue:45103|issue:46858", + "issue:44483|issue:46202", + "issue:45593|issue:47068", + "issue:43994|issue:46726", + "issue:44188|issue:46421", + "issue:43701|issue:44749", + "issue:44749|issue:45656", + "issue:44297|issue:44623", + "issue:43065|issue:46123", + "issue:43646|issue:44162", + "issue:44964|issue:45137", + "issue:43475|issue:46821", + "issue:43475|issue:43643", + "issue:44623|issue:45656", + "issue:43784|issue:46399", + "issue:39692|issue:46726", + "issue:46463|issue:46877", + "issue:44373|issue:46851", + "issue:28282|issue:30990", + "issue:44871|issue:46132", + "issue:45561|issue:47217", + "issue:43723|issue:46326", + "issue:46877|issue:47000", + "issue:44188|issue:46851", + "issue:45375|issue:45478", + "issue:45230|issue:45397" + ], + "prepared_review_unit_hash": "422bc0a996841b5031dfb03cb65deaacfdb170ec6e2f1e917711738b0dbf8fad", + "component_budget": { + "node_count": 530, + "item_count": 530, + "soft_pair_count": 1954, + "serialized_chars": 1013004, + "estimated_input_tokens": 253251, + "estimated_eval_tokens": 506758 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35477, + "estimated_input_tokens": 8870, + "estimated_eval_tokens": 17996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the paired items share only superficial wording or broad subsystems, not the same underlying bug/change. I would not collapse any of the soft-edge pairs.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46752", + "right": "issue:47020", + "accept": false, + "reason": "Different tokenizer APIs and failures: empty chat template handling vs Unigram init type mismatch." + }, + { + "left": "issue:46132", + "right": "issue:47145", + "accept": false, + "reason": "Unrelated areas: attention registration behavior vs FP8 checkpoint weight scaling on load." + }, + { + "left": "issue:45103", + "right": "issue:46858", + "accept": false, + "reason": "Docstring/introspection crash vs cache length tensor arithmetic; no shared code path." + }, + { + "left": "issue:44483", + "right": "issue:46202", + "accept": false, + "reason": "API request rejection vs Gemma roundtrip tokenization issue; different failure modes." + }, + { + "left": "issue:45593", + "right": "issue:47068", + "accept": false, + "reason": "Both training-related, but one is loss composition and the other is a CUDA conditional sync bug." + }, + { + "left": "issue:43994", + "right": "issue:46726", + "accept": false, + "reason": "Both vision/model loading related, but one is a broken example and the other is missing backend handling." + }, + { + "left": "issue:44188", + "right": "issue:46421", + "accept": false, + "reason": "Compile-time attention kernel branching vs cache lazy-init recompilation; distinct mechanisms." + }, + { + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "Checkpoint key mismatch and training slowdown are unrelated." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "Performance regression from data filtering vs duplicate optimizer.step with DeepSpeed." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Both save_pretrained-related, but tokenizer metadata mismatch is not the same as missing processor files." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "SAM3 pixel decoder stub vs mask pipeline batch-end logic; no common bug." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Custom config field loss vs ESM2 model breakage; too different to merge." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Model loading failure vs DeepSpeed ZeRO3 deque error; unrelated code paths." + }, + { + "left": "issue:43475", + "right": "issue:46821", + "accept": false, + "reason": "Missing vision encoder attribute vs TimesFM window_size attribute error; different models and causes." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "Different missing-field symptoms in different objects; not the same defect." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Save-time artifact omission vs optimizer stepping twice; unrelated bugs." + }, + { + "left": "issue:43784", + "right": "issue:46399", + "accept": false, + "reason": "Import NameError in sentence-transformers vs Qwen3.5 kernel registration crash." + }, + { + "left": "issue:39692", + "right": "issue:46726", + "accept": false, + "reason": "Doc example mistakes vs backend-missing processor error; not duplicate." + }, + { + "left": "issue:46463", + "right": "issue:46877", + "accept": false, + "reason": "T5 validation messaging vs auto_docstring stdout logging; unrelated." + }, + { + "left": "issue:44373", + "right": "issue:46851", + "accept": false, + "reason": "Wrong docstring only vs runtime position_ids bug; different kinds of fixes." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "PyTorch-missing import error vs hanging load in sentence-transformers; unrelated." + }, + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "Gemma eos_token_id config mismatch vs attention registration behavior change." + }, + { + "left": "issue:45561", + "right": "issue:47217", + "accept": false, + "reason": "pytest-xdist file race vs multimodal placeholder parsing; no overlap." + }, + { + "left": "issue:43723", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer loading regression in v5 vs continue_final_message handling for mistral_common." + }, + { + "left": "issue:46877", + "right": "issue:47000", + "accept": false, + "reason": "Import-time doc-lint output vs RTDetr loss infeasibility; unrelated." + }, + { + "left": "issue:44188", + "right": "issue:46851", + "accept": false, + "reason": "Both involve Qwen3.5/positioning, but one is torch.compile kernel divergence and the other is variable-length input handling." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Missing config field silently dropped vs broader Qwen3.5 from_pretrained error; same family but different bug." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "Generic bug report placeholder vs gemma-4 ZeRO3 loading issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 49, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-530", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:33290", + "issue:35141", + "issue:36010", + "issue:41628", + "issue:42175", + "issue:42371", + "issue:42831", + "issue:42898", + "issue:43232", + "issue:43278", + "issue:43673", + "issue:43784", + "issue:43824", + "issue:43873", + "issue:43976", + "issue:44038", + "issue:44222", + "issue:44351", + "issue:44496", + "issue:44568", + "issue:44623", + "issue:44661", + "issue:44743", + "issue:44792", + "issue:44857", + "issue:44869", + "issue:44933", + "issue:44945", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45137", + "issue:45310", + "issue:45356", + "issue:45375", + "issue:45405", + "issue:45406", + "issue:45561", + "issue:45593", + "issue:45712", + "issue:45753", + "issue:46202", + "issue:46701", + "issue:46877", + "issue:47059", + "issue:47068" + ], + "soft_pairs": [ + "issue:44869|issue:45356", + "issue:44038|issue:44623", + "issue:43232|issue:43673", + "issue:45310|issue:45375", + "issue:41628|issue:44933", + "issue:36010|issue:41628", + "issue:44661|issue:47059", + "issue:43873|issue:44945", + "issue:43278|issue:45137", + "issue:42371|issue:45092", + "issue:45081|issue:45103", + "issue:44857|issue:46877", + "issue:45406|issue:46202", + "issue:46202|issue:46701", + "issue:45593|issue:46877", + "issue:44038|issue:45310", + "issue:43232|issue:44792", + "issue:41628|issue:44351", + "issue:42175|issue:44933", + "issue:44222|issue:45310", + "issue:30333|issue:33290", + "issue:44945|issue:45753", + "issue:45405|issue:46877", + "issue:45561|issue:47059", + "issue:44743|issue:47068", + "issue:42898|issue:44568", + "issue:42831|issue:44222", + "issue:43784|issue:43824", + "issue:42175|issue:45712", + "issue:43976|issue:44933", + "issue:44496|issue:45561", + "issue:30990|issue:35141" + ], + "prepared_review_unit_hash": "9b54c4fc9971f82ce906fd5cdae6c31c6f7b3c8738339ca6743377d345b96e3e", + "component_budget": { + "node_count": 530, + "item_count": 530, + "soft_pair_count": 1954, + "serialized_chars": 1013004, + "estimated_input_tokens": 253251, + "estimated_eval_tokens": 506758 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37293, + "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 not a duplicate set; it contains many unrelated bug reports that were only weakly text-similar. I would not merge any of the proposed soft edges.", + "confidence": 0.93, + "canonical_issue_reason": "If one issue must stand in for the cluster, issue:43873 is the most central and active: it is open, has the highest discussion/references, and is a broad transformer runtime bug rather than a narrowly model-specific report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best representative issue because it is active, broadly scoped, and has the strongest engagement signal in this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Both involve tokenization/codec behavior, but one is a Whisper timestamp crash and the other is a Kimi tokenizer regression with fix_mistral_regex; different code paths and symptoms." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe loading bug vs processor.save_pretrained missing files; same area, but not the same underlying defect." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Both are generation/cache-related, but one concerns _update_model_kwargs_for_generation after sync_gpus and the other cache absence in chunked_prefill; distinct bugs." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Both mention Qwen3.5 MoE, but one is a from_pretrained failure and the other is a missing config field in a vision config; not the same issue." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both are import errors, but they concern different symbols and modules; no evidence of the same missing export." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "GenerationMixin import failure and AutoImageProcessor import failure are separate API breakages." + }, + { + "left": "issue:44661", + "right": "issue:47059", + "accept": false, + "reason": "Model-registration logic in add-new-model-like is unrelated to a CLI completion regression from huggingface_hub." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Offloading/quantization behavior and incorrect pipeline-parallel outputs are different distributed inference problems." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Embedding dtype drift in eval is unrelated to a DeepSpeed ZeRO3 deque IndexError." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 API guidance and InternVL2 meta-init compatibility are unrelated." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Both crash with AttributeError, but one is Mistral tokenizer patching and the other is auto_docstring kwargs parsing; different causes." + }, + { + "left": "issue:44857", + "right": "issue:46877", + "accept": false, + "reason": "Training loss AMP crash and docstring import-time logging are unrelated." + }, + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Both involve Gemma, but one is a processor attribute crash in transformers serve and the other is a tokenizer roundtrip failure." + }, + { + "left": "issue:46202", + "right": "issue:46701", + "accept": false, + "reason": "Gemma pipeline roundtrip failure and DiffusionGemma image-text-to-text pipeline failure are different concrete bugs." + }, + { + "left": "issue:45593", + "right": "issue:46877", + "accept": false, + "reason": "D-FINE auxiliary-loss behavior is unrelated to auto_docstring stdout logging." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Related Qwen model family, but different models and failure modes; insufficient evidence they are the same bug." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are import-name issues, but they target different classes and likely different missing exports." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "FP8 save_pretrained behavior is distinct from a from_pretrained model-loading error." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLflow reporting on failed training jobs is unrelated to DeepSpeed OOM with Adafactor." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline-parallel output corruption is unrelated to a Qwen3_5 image infinite loop." + }, + { + "left": "issue:45405", + "right": "issue:46877", + "accept": false, + "reason": "PEFT version bump and docstring import-time diagnostics are unrelated." + }, + { + "left": "issue:45561", + "right": "issue:47059", + "accept": false, + "reason": "Pytest-xdist file race and CLI completion breakage are different testing/packaging issues." + }, + { + "left": "issue:44743", + "right": "issue:47068", + "accept": false, + "reason": "Qwen3_5 recurrent-state reset and DeepSpeed loss synchronization are unrelated runtime bugs." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer regressions, but one is clean-up spacing and the other is add_special_tokens/BOS/EOS behavior; not the same defect." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "Both mention FP8, but one is accuracy loss and the other is save_pretrained behavior for MoE; different problems." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Sentence-transformers import failure and Qwen2.5-VL import failure are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "One is missing TensorFlow in a torch extra install, the other is dummy PT object cleanup; not the same underlying issue." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python version compatibility and image_utils import cleanup are unrelated." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Model config recognition and xdist race conditions are unrelated." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Sentence-Transformers loading hang and embedding reinitialization after resize are different bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 50, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-530", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28282", + "issue:30333", + "issue:34689", + "issue:36331", + "issue:39692", + "issue:42222", + "issue:42673", + "issue:42796", + "issue:42898", + "issue:43116", + "issue:43295", + "issue:43479", + "issue:43704", + "issue:43723", + "issue:43874", + "issue:44016", + "issue:44060", + "issue:44075", + "issue:44079", + "issue:44186", + "issue:44190", + "issue:44295", + "issue:44448", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44843", + "issue:44869", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45200", + "issue:45310", + "issue:45600", + "issue:45656", + "issue:45812", + "issue:46077", + "issue:46123", + "issue:46231", + "issue:46693", + "issue:46829", + "issue:46909", + "issue:47059", + "issue:47085" + ], + "soft_pairs": [ + "issue:44568|issue:47085", + "issue:44843|issue:47085", + "issue:42898|issue:45812", + "issue:42673|issue:43704", + "issue:44186|issue:47085", + "issue:43479|issue:46829", + "issue:42673|issue:46693", + "issue:44623|issue:45310", + "issue:39692|issue:46909", + "issue:43723|issue:44568", + "issue:44060|issue:45125", + "issue:45600|issue:47059", + "issue:30333|issue:34689", + "issue:44016|issue:46231", + "issue:27957|issue:30333", + "issue:43479|issue:44079", + "issue:30333|issue:36331", + "issue:42898|issue:44779", + "issue:42673|issue:47085", + "issue:42898|issue:43295", + "issue:43479|issue:44869", + "issue:42898|issue:44448", + "issue:46077|issue:46123", + "issue:22355|issue:28282", + "issue:44295|issue:45656", + "issue:42222|issue:45200", + "issue:44734|issue:45103", + "issue:43874|issue:45092", + "issue:42796|issue:43723", + "issue:43116|issue:44190", + "issue:44075|issue:46231" + ], + "prepared_review_unit_hash": "92efe59ad41336342aba24b36c48777d641ea9a9b29b97d9ad49c722c9e1847d", + "component_budget": { + "node_count": 530, + "item_count": 530, + "soft_pair_count": 1954, + "serialized_chars": 1013004, + "estimated_input_tokens": 253251, + "estimated_eval_tokens": 506758 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36613, + "estimated_input_tokens": 9154, + "estimated_eval_tokens": 18564 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Only one soft edge is a true duplicate: the two Qwen3ForCausalLM VRAM-leak reports. The rest are same-subsystem or same-version regressions at a broad level, but they describe different concrete bugs and should stay separate.", + "confidence": 0.96, + "canonical_issue_reason": "issue:42673 is the strongest canonical candidate: it is the earliest, most detailed report of the exact Qwen3ForCausalLM multi-dataloader VRAM leak, and issue:43704 is essentially the same report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42673 is the best global representative because it captures the concrete bug most completely and is duplicated by issue:43704; it is the cleanest anchor for triage.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44568", + "right": "issue:47085", + "accept": false, + "reason": "Both mention tokenizer behavior, but one is a special-token regression for mDeBERTa and the other is a thread-safety regression in fast tokenizers; different bugs." + }, + { + "left": "issue:44843", + "right": "issue:47085", + "accept": false, + "reason": "Offline HF hub patching in AutoTokenizer is unrelated to tokenizer thread safety." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Both are v5 tokenizer regressions, but one is clean_up_tokenization_spaces behavior and the other is Granite token ID generation; not the same bug." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Same title and same concrete bug: Qwen3ForCausalLM VRAM leak when used in multiple dataloader threads." + }, + { + "left": "issue:44186", + "right": "issue:47085", + "accept": false, + "reason": "LayoutLMv2Tokenizer crash on NER/padding is unrelated to tokenizer thread-safety." + }, + { + "left": "issue:43479", + "right": "issue:46829", + "accept": false, + "reason": "Different model families and different failure modes: config initialization vs output field misassignment." + }, + { + "left": "issue:42673", + "right": "issue:46693", + "accept": false, + "reason": "One is a VRAM leak in multithreaded dataloaders; the other is a FA2 long-context performance regression." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Missing processor save files and Qwen3.5 Moe from_pretrained failure are different code paths." + }, + { + "left": "issue:39692", + "right": "issue:46909", + "accept": false, + "reason": "Both are documentation-example bugs, but they involve different models/examples and different error classes." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer v5 issues, but one is AutoTokenizer loading and the other is add_special_tokens behavior for a specific model." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Different Qwen3-Next/Qwen3.5-MoE model internals: tied-weights warning vs missing tensor-parallel plan." + }, + { + "left": "issue:45600", + "right": "issue:47059", + "accept": false, + "reason": "Broken auto-mapping for removed configs and a CLI completion API break are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "MLflow reporting on failed training is unrelated to model loading regression for Llama 3.2 Vision Instruct." + }, + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "Notebook syntax error and a docs parameter-name mismatch are different documentation issues." + }, + { + "left": "issue:27957", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 behavior for XLM-R is unrelated to MLflow reporting after job failure." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Config default handling and ModelOutput key assignment are different bugs." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "Training failure reporting vs CustomTrainer compute_loss signature mismatch are different trainer issues." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but they affect different models and different tokenization behaviors." + }, + { + "left": "issue:42673", + "right": "issue:47085", + "accept": false, + "reason": "The titles are identical in theme, but without concrete shared symptoms or code path evidence, treat as separate reports rather than a confirmed duplicate." + }, + { + "left": "issue:42898", + "right": "issue:43295", + "accept": false, + "reason": "Different regressions: clean_up_tokenization_spaces vs processor.tokenizer/image-passing compatibility." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Phi4 multimodal config initialization and Whisper timestamp decoding are unrelated." + }, + { + "left": "issue:42898", + "right": "issue:44448", + "accept": false, + "reason": "Both are v4-to-v5 output regressions, but on different models and behaviors; not one bug." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Gemma attention-mask construction and last-partial-batch handling are unrelated pipeline/model bugs." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Importing transformers.onnx and missing PyTorch for AutoModel are different dependency/import failures." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Position_ids buffer access and duplicate optimizer stepping with deepspeed are unrelated." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "Both involve multimodal models, but one is broken vitpose loading and the other is Gemma 4 text-only mm_token_type_ids behavior." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "KV-cache continuation crash in serve and auto_docstring annotation handling are unrelated." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Missing image patch count API and remote-code meta-init incompatibility are different multimodal issues." + }, + { + "left": "issue:42796", + "right": "issue:43723", + "accept": false, + "reason": "Tokenizer BPE-marker handling and AutoTokenizer loading failure are not the same defect." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Two example-script bugs, but in different scripts and with different failure modes." + }, + { + "left": "issue:44075", + "right": "issue:46231", + "accept": false, + "reason": "Optimizer argument handling is unrelated to a documentation parameter-name typo." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the one accepted soft edge (issue:42673 \u2194 issue:43704) is supported by identical titles and closely aligned metadata. The remaining soft-edge rejections are conservative and do not overclaim duplication from broad subsystem similarity alone. No obvious overstatement or mergeability problem." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 51, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-530", + "nodes": [ + "issue:30990", + "issue:38175", + "issue:41628", + "issue:42757", + "issue:42831", + "issue:42907", + "issue:43122", + "issue:43232", + "issue:43475", + "issue:43479", + "issue:43504", + "issue:43644", + "issue:43723", + "issue:44190", + "issue:44222", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44327", + "issue:44360", + "issue:44373", + "issue:44448", + "issue:44484", + "issue:44485", + "issue:44623", + "issue:44933", + "issue:44977", + "issue:45071", + "issue:45092", + "issue:45245", + "issue:45310", + "issue:45405", + "issue:45656", + "issue:45712", + "issue:45834", + "issue:46050", + "issue:46082", + "issue:46132", + "issue:46209", + "issue:46305", + "issue:46369", + "issue:46431", + "issue:46614", + "issue:46762", + "issue:46909", + "issue:46932", + "issue:47059", + "issue:47276" + ], + "soft_pairs": [ + "issue:45405|issue:45712", + "issue:44222|issue:44297", + "issue:46209|issue:46431", + "issue:44448|issue:46132", + "issue:44297|issue:45656", + "issue:42831|issue:44623", + "issue:43479|issue:43644", + "issue:45245|issue:46132", + "issue:44222|issue:44623", + "issue:44933|issue:45712", + "issue:44373|issue:44485", + "issue:43723|issue:44977", + "issue:44297|issue:45310", + "issue:43122|issue:46209", + "issue:41628|issue:42757", + "issue:43232|issue:47276", + "issue:43504|issue:47059", + "issue:46614|issue:46932", + "issue:45071|issue:46082", + "issue:43475|issue:46305", + "issue:43232|issue:45834", + "issue:30990|issue:38175", + "issue:44222|issue:44484", + "issue:44295|issue:44623", + "issue:44360|issue:46762", + "issue:44327|issue:47059", + "issue:44263|issue:45092", + "issue:46369|issue:46909", + "issue:44190|issue:46082", + "issue:42907|issue:46050" + ], + "prepared_review_unit_hash": "8326779039b4f6a68776d62814f456abbc21c10597d7d681514fae6a8213de2a", + "component_budget": { + "node_count": 530, + "item_count": 530, + "soft_pair_count": 1954, + "serialized_chars": 1013004, + "estimated_input_tokens": 253251, + "estimated_eval_tokens": 506758 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36297, + "estimated_input_tokens": 9075, + "estimated_eval_tokens": 18406 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated Transformers issues. The soft-similarity pairs share broad keywords like save_pretrained, from_pretrained, config, or generation, but they do not describe the same concrete bug/change, so none should be merged as duplicates.", + "confidence": 0.83, + "canonical_issue_reason": "issue:44222 is the most representative concrete bug in the set, centered on broken FP8 save_pretrained behavior and close to several other serialization-related issues, even though the nearby soft matches are not true duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44222 is the best single issue to anchor this cluster because it is specific, reproducible, and sits near the strongest serialization-related similarity edges.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "One is a PEFT version bump complaint; the other is about leftover dummy classes leaking into the API. Different problems." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "Both mention save_pretrained, but one is FP8 MoE serialization and the other is tokenizer_class metadata mismatch. Not the same bug." + }, + { + "left": "issue:46209", + "right": "issue:46431", + "accept": false, + "reason": "FP8 inference failure on B200 and missing chat template are unrelated code paths." + }, + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Pegasus output drift and AttentionInterface.register behavior are different model/runtime issues." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer save metadata mismatch is unrelated to deepspeed causing optimizer.step to run twice." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FP8 accuracy regression and processor.save_pretrained missing files are different serialization/runtime problems." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Config default initialization for multimodal vision/audio and non-persistent buffer junk are not the same defect." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Category cardinality limit and attention registration semantics are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "Both involve save_pretrained, but one is FP8 MoE model saving and the other is processor artifact omission. Different failure modes." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Missing import from image_utils and leftover dummy classes are separate API cleanup issues." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "A docstring mismatch for position_ids is not the same as a RoPE implementation bug." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer loading failure and flash-attention generation failure are unrelated." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer save metadata and Qwen3.5 MoE from_pretrained error are different problems." + }, + { + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "Tokenization differences across versions and FP8 inference on B200 do not share the same underlying bug." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Missing AutoImageProcessor and missing is_offline_mode are separate import/export regressions." + }, + { + "left": "issue:43232", + "right": "issue:47276", + "accept": false, + "reason": "One is a generation state bug after sync_gpus; the other is only a misleading warning message." + }, + { + "left": "issue:43504", + "right": "issue:47059", + "accept": false, + "reason": "Legacy field handling in BEiT loading is unrelated to a huggingface_hub CLI incompatibility." + }, + { + "left": "issue:46614", + "right": "issue:46932", + "accept": false, + "reason": "Stale phonemizer backend state and Gemma4 quantized dtype casting are unrelated." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "Both concern config validation, but type-checking breakage and head_dim rejection are not the same concrete issue." + }, + { + "left": "issue:43475", + "right": "issue:46305", + "accept": false, + "reason": "Missing fpn_position_embeddings and a sliding-window off-by-one are different model bugs." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation kwargs update after sync_gpus and long-ocr index overflow are unrelated." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Sentence Transformers loading hang and zero-probabilities from SigLIP2 are different symptom sets and code paths." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "Both touch saving, but FP8 MoE serialization and the 50GB shard-size question are not the same bug." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Reading a registered buffer and processor save_pretrained missing files are not the same issue." + }, + { + "left": "issue:44360", + "right": "issue:46762", + "accept": false, + "reason": "A DSA indexer activation concern and Minimax attention numerical drift are distinct implementation problems." + }, + { + "left": "issue:44327", + "right": "issue:47059", + "accept": false, + "reason": "Top-k decode crash and CLI completion attribute breakage are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "torch.split indexing in GlmMoeDsaIndexer and InternVL2 meta-init incompatibility are different code paths." + }, + { + "left": "issue:46369", + "right": "issue:46909", + "accept": false, + "reason": "SAM3 LiteText memory overflow and a broken documentation example do not match." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Local dataset loading in a training script and LlamaConfig head_dim validation are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Both involve save/load after quantization, but dequantized Ministrals/Devstrals saving and sinq round-trip breakage are different concrete bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 52, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-530", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28218", + "issue:39401", + "issue:41628", + "issue:42796", + "issue:42831", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43540", + "issue:43576", + "issue:43644", + "issue:43756", + "issue:43784", + "issue:43824", + "issue:43986", + "issue:44038", + "issue:44060", + "issue:44188", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44360", + "issue:44373", + "issue:44483", + "issue:44568", + "issue:44829", + "issue:44964", + "issue:45092", + "issue:45310", + "issue:45357", + "issue:45381", + "issue:45406", + "issue:45600", + "issue:45753", + "issue:46002", + "issue:46305", + "issue:46328", + "issue:46369", + "issue:46402", + "issue:46424", + "issue:46655", + "issue:46726", + "issue:46909", + "issue:47059", + "issue:47217" + ], + "soft_pairs": [ + "issue:45092|issue:45357", + "issue:43232|issue:46424", + "issue:22355|issue:27957", + "issue:43986|issue:46726", + "issue:44263|issue:44373", + "issue:44279|issue:46328", + "issue:43408|issue:46402", + "issue:46305|issue:46655", + "issue:45381|issue:46305", + "issue:42831|issue:45310", + "issue:41628|issue:43824", + "issue:22355|issue:28218", + "issue:44483|issue:45406", + "issue:44263|issue:44360", + "issue:44964|issue:47059", + "issue:42831|issue:44038", + "issue:44829|issue:46002", + "issue:44261|issue:45092", + "issue:43784|issue:45600", + "issue:44188|issue:44373", + "issue:39401|issue:44568", + "issue:42796|issue:43122", + "issue:43644|issue:46305", + "issue:43576|issue:43784", + "issue:43986|issue:47217", + "issue:43756|issue:44060", + "issue:42831|issue:45753", + "issue:43408|issue:46369", + "issue:43540|issue:46909", + "issue:45381|issue:46909" + ], + "prepared_review_unit_hash": "f896a617cadf3148fbf65defa3075559eef35a72dab7d65a633f9d2a039fa4c5", + "component_budget": { + "node_count": 530, + "item_count": 530, + "soft_pair_count": 1954, + "serialized_chars": 1013004, + "estimated_input_tokens": 253251, + "estimated_eval_tokens": 506758 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 35929, + "estimated_input_tokens": 8983, + "estimated_eval_tokens": 18222 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: it groups many unrelated Transformers issues across tokenization, vision-language loading, generation, CLI, and model-specific regressions. None of the soft pairs appear to be true duplicates of the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Both concern Qwen-related multimodal models, but one is a v5 meta-init incompatibility and the other is incorrect visual encoder keys on save_pretrained; different code paths and fixes." + }, + { + "left": "issue:43232", + "right": "issue:46424", + "accept": false, + "reason": "One is a generation kwargs sync bug after sync_gpus, the other is cache max length only being honored for quantized cache; same area, different defect." + }, + { + "left": "issue:22355", + "right": "issue:27957", + "accept": false, + "reason": "Unrelated issues: missing transformers.onnx module import vs XLMRoberta Flash Attention 2 support." + }, + { + "left": "issue:43986", + "right": "issue:46726", + "accept": false, + "reason": "Both involve processor/backend handling, but one is a video-model crash without torchvision and the other is an unrecognized image processor when a vision backend is missing." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "Different bugs: a torch.split/indexer implementation problem vs a wrong docstring for position_ids." + }, + { + "left": "issue:44279", + "right": "issue:46328", + "accept": false, + "reason": "A generic dependency issue is not the same as a SequenceFeatureExtractor.pad performance regression." + }, + { + "left": "issue:43408", + "right": "issue:46402", + "accept": false, + "reason": "One is a model-type warning during instantiation, the other is missing text-encoder weights in Sam3Model." + }, + { + "left": "issue:46305", + "right": "issue:46655", + "accept": false, + "reason": "Both are video-processing bugs, but one is a sliding-window mask off-by-one and the other is incorrect padding calculation." + }, + { + "left": "issue:45381", + "right": "issue:46305", + "accept": false, + "reason": "Qwen2.5-VL vision_position_ids bug vs MoonshineStreaming mask bug; different models and logic." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FineGrainedFP8 accuracy issue is unrelated to Qwen3.5 MoE from_pretrained loading failure." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different symbols and likely different missing exposure paths." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "Different tokenizer/import problems: ONNX module import vs extra space after added token." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "A chat-completions request rejection is not the same as a Gemma4Processor crash in transformers serve." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Same subsystem, but distinct bugs: split return values in GlmMoeDsaIndexer vs a missing ReLU in the DSA indexer." + }, + { + "left": "issue:44964", + "right": "issue:47059", + "accept": false, + "reason": "Phi-4 multimodal model loading failure is unrelated to the huggingface_hub CLI completion breakage." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "An FP8 accuracy regression is not the same as a Qwen3-VL-Moe bug." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Flash Attention 3 causes degenerate training, while the other is NaNs after checkout/init; different symptoms and likely causes." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "Layernorm eps precision mismatch and remote-code/meta-init incompatibility are unrelated defects." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Importing sentence-transformers fails with NameError in one case; the other is stale auto_mappings references breaking CI." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "torch.compile attention-kernel divergence is unrelated to a wrong docstring." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer regressions, but one is offset_mapping and the other is add_special_tokens not inserting BOS/EOS." + }, + { + "left": "issue:42796", + "right": "issue:43122", + "accept": false, + "reason": "The first is a specific BPE-marker handling bug for Ministral3, while the second is a broader version-to-version tokenization regression." + }, + { + "left": "issue:43644", + "right": "issue:46305", + "accept": false, + "reason": "Non-persistent buffer initialization junk is unrelated to a video sliding-window mask off-by-one." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "A broken transformers env command and a sentence-transformers import NameError are different failure modes." + }, + { + "left": "issue:43986", + "right": "issue:47217", + "accept": false, + "reason": "Both are VL processor/input issues, but one is missing torchvision handling and the other is failure when the image placeholder appears in user text." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Smollm3 RoPE layer loss and Qwen3-Next tied-weights warning are different model bugs." + }, + { + "left": "issue:43540", + "right": "issue:46909", + "accept": false, + "reason": "A Qwen3OmniMoe video-input ValueError is unrelated to a broken documentation example." + }, + { + "left": "issue:45381", + "right": "issue:46909", + "accept": false, + "reason": "Model video-position-id bug vs documentation bug; no shared underlying change." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "FP8 accuracy regression and Qwen3.5 infinite-loop-on-image are different defects." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 53, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-530", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:29159", + "issue:30990", + "issue:33357", + "issue:39379", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42757", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43066", + "issue:43116", + "issue:43122", + "issue:43329", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43646", + "issue:43824", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44117", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44360", + "issue:44485", + "issue:44488", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45290", + "issue:45478", + "issue:46002", + "issue:46172", + "issue:46326", + "issue:47059" + ], + "soft_pairs": [ + "issue:42886|issue:43066", + "issue:42886|issue:42994", + "issue:43646|issue:46002", + "issue:39379|issue:46172", + "issue:42757|issue:45278", + "issue:27957|issue:30990", + "issue:30990|issue:33357", + "issue:43122|issue:46326", + "issue:43329|issue:47059", + "issue:44295|issue:44297", + "issue:44625|issue:44829", + "issue:39401|issue:44488", + "issue:42907|issue:44964", + "issue:39401|issue:44521", + "issue:43976|issue:44945", + "issue:42907|issue:44945", + "issue:41628|issue:45278", + "issue:44117|issue:44704", + "issue:22355|issue:29159", + "issue:43122|issue:44521", + "issue:44704|issue:45290", + "issue:42371|issue:44263", + "issue:43408|issue:43475", + "issue:42907|issue:43937", + "issue:42907|issue:43452", + "issue:44038|issue:44297", + "issue:43824|issue:44351", + "issue:44038|issue:44295", + "issue:45216|issue:45478", + "issue:43116|issue:45200", + "issue:44360|issue:44485" + ], + "prepared_review_unit_hash": "5ea6f365e6bebd24a10deff74e9fe8c06755093f56cee80aafe7dfb3ac1f634d", + "component_budget": { + "node_count": 530, + "item_count": 530, + "soft_pair_count": 1954, + "serialized_chars": 1013004, + "estimated_input_tokens": 253251, + "estimated_eval_tokens": 506758 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36522, + "estimated_input_tokens": 9131, + "estimated_eval_tokens": 18518 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are mostly unrelated, with only superficial overlap around imports, tokenizers, and version regressions. None of the soft-edge pairs look like the same underlying bug or change, so I reject them all. The broadest representative issue is the general upgrade-regression report about many import errors after moving to 5.5.0.", + "confidence": 0.91, + "canonical_issue_reason": "issue:45278 is the broadest umbrella report in the set: it describes widespread import breakage after a version upgrade, which makes it the best representative issue if one needs a single anchor for this mixed cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Same as canonical: it is the most general, cluster-like report rather than a narrow model- or tokenizer-specific bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Both involve tokenization/versioning, but one is offline cache loading and the other is wrong decoder type in v5; different failure modes and code paths." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Offline tokenizer cache loading and quantized model saving are unrelated I/O paths." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Both mention init-time problems, but one is a Transformers 5.0 custom-model init break and the other is NaNs in classification heads; not the same bug." + }, + { + "left": "issue:39379", + "right": "issue:46172", + "accept": false, + "reason": "Different models and different internal logic: mllama mask handling vs deepseek-v4 tensor transposition." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "42978-style broad import regressions are not the same as a specific missing huggingface_hub symbol; related symptom class, different underlying issue." + }, + { + "left": "issue:27957", + "right": "issue:30990", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 support and Sentence Transformers hanging on load are unrelated." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Both are runtime failures, but one is a loading hang and the other is a MacOS bus error with a CLIP model." + }, + { + "left": "issue:43122", + "right": "issue:46326", + "accept": false, + "reason": "Both are tokenizer-related, but one is general version-to-version tokenization drift and the other is a specific continue_final_message bug for mistral_common tokenizers." + }, + { + "left": "issue:43329", + "right": "issue:47059", + "accept": false, + "reason": "Multimodal token counting on video and a CLI completion attribute error in huggingface_hub are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "A position_ids buffer read error and a tokenizer_class mismatch on save_pretrained affect different parts of the stack." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and flash_attention_3 training collapse are different bugs." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Wrong offset_mapping for Qwen3 tokenizer and a load failure for cjvt/sleng-bert are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Saving dequantized Ministrals/Devstrals and loading Phi-4 multimodal-instruct are different model and serialization paths." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer offset mapping and multimodal assistant mask generation are distinct tokenizer/template behaviors." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python-version compatibility in 5.1.0 and incorrect pipeline-parallelism output are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Quantized save failure and pipeline parallelism output corruption are different problems." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "A missing AutoImageProcessor import is a specific export issue, not the same as broad upgrade-wide import breakage." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "Tokenizer mapping returning None and AutoProcessor not forwarding kwargs to cached_file are separate logic bugs." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "Missing transformers.onnx module import and slow/fast tokenizer inconsistency are unrelated." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "General tokenization drift and multimodal assistant-mask zeros are different behaviors with different causes." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "AutoProcessor argument forwarding and chat-template crashes on tool-call messages are distinct code paths." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 API warning and a torch.split return-value bug in GlmMoeDsaIndexer are unrelated." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "SAM3 tracker/model-type warning and a missing fpn_position_embeddings attribute are different SAM3 issues." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Model saving failure and GLM-5 generation config validation are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Dequantized save failure and gguf_file load issues affect different serialization flows." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe compatibility and tokenizer_class mismatch on save are not the same bug." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Two missing imports, but for different symbols and different model subsystems; not one underlying defect." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Qwen3-VL-Moe issue and position_ids buffer error are unrelated." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Both concern Qwen3.5 and version 5.4+, but one is save_pretrained checkpoint correctness and the other is from_pretrained failure; strict duplicate criteria not met." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Example-script multi-label classification returning empty results and Gemma 4 mm_token_type_ids defaults are unrelated." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "A missing ReLU in the DSA indexer and GLM-5 RoPE implementation are different algorithmic components." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 54, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-530", + "nodes": [ + "issue:22355", + "issue:28348", + "issue:29127", + "issue:36296", + "issue:38617", + "issue:39379", + "issue:39401", + "issue:42175", + "issue:42222", + "issue:42673", + "issue:42757", + "issue:42898", + "issue:43116", + "issue:43122", + "issue:43232", + "issue:43278", + "issue:43493", + "issue:43611", + "issue:43976", + "issue:44038", + "issue:44188", + "issue:44222", + "issue:44351", + "issue:44483", + "issue:44625", + "issue:44779", + "issue:44938", + "issue:44945", + "issue:44995", + "issue:45072", + "issue:45083", + "issue:45278", + "issue:45357", + "issue:45446", + "issue:45478", + "issue:45753", + "issue:46002", + "issue:46172", + "issue:46231", + "issue:46328", + "issue:46614", + "issue:46640", + "issue:46697", + "issue:46762", + "issue:46877", + "issue:47217", + "issue:47312" + ], + "soft_pairs": [ + "issue:43122|issue:44779", + "issue:44038|issue:44222", + "issue:46172|issue:46762", + "issue:22355|issue:29127", + "issue:43278|issue:44945", + "issue:42175|issue:44938", + "issue:39401|issue:46614", + "issue:42222|issue:47312", + "issue:39379|issue:43232", + "issue:42757|issue:44351", + "issue:36296|issue:43116", + "issue:43493|issue:45753", + "issue:44995|issue:46697", + "issue:44188|issue:46328", + "issue:28348|issue:46640", + "issue:43976|issue:45446", + "issue:46231|issue:46877", + "issue:42673|issue:45072", + "issue:44483|issue:47217", + "issue:42898|issue:46614", + "issue:43611|issue:46002", + "issue:45357|issue:45478", + "issue:44625|issue:46002", + "issue:38617|issue:45278", + "issue:45083|issue:45446" + ], + "prepared_review_unit_hash": "0dc5e25c8951b07e739aa85d9ae8f49d0682b1092bee37209ec25132767c16a7", + "component_budget": { + "node_count": 530, + "item_count": 530, + "soft_pair_count": 1954, + "serialized_chars": 1013004, + "estimated_input_tokens": 253251, + "estimated_eval_tokens": 506758 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 25, + "serialized_chars": 34107, + "estimated_input_tokens": 8527, + "estimated_eval_tokens": 17310 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issue titles; I found one plausible duplicate-style pair around v5 import regressions, but the rest are distinct bugs/features across different models and subsystems.", + "confidence": 0.84, + "canonical_issue_reason": "issue:45278 is the best umbrella issue here: it describes the broad upgrade-related import regression, and is the most representative of the narrower missing-symbol import failure in issue:38617.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 best captures the shared symptom class among the only close match in the set (post-upgrade import errors).", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but one is a broad v5 tokenization difference and the other is Deepseek-specific incorrect results; not clearly the same bug." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Different problems: Qwen3-VL-Moe compatibility vs FP8 save_pretrained behavior for MoE." + }, + { + "left": "issue:46172", + "right": "issue:46762", + "accept": false, + "reason": "Both mention numerical issues, but they concern different models and attention implementations." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "Completely unrelated: ONNX import failure vs LayoutLMv3 box-validation error messaging." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "Different failure modes: dtype drift between train/eval vs incorrect output under pipeline parallelism." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Installation/backend dependency issue vs Python 3.14 load failure; no shared concrete code path." + }, + { + "left": "issue:39401", + "right": "issue:46614", + "accept": false, + "reason": "Tokenizer offset mapping bug vs stale phonemizer language backend; different subsystems and symptoms." + }, + { + "left": "issue:42222", + "right": "issue:47312", + "accept": false, + "reason": "VitPose model breakage is unrelated to kernel compatibility with 0.16." + }, + { + "left": "issue:39379", + "right": "issue:43232", + "accept": false, + "reason": "Different generation-path bugs with no clear shared underlying defect." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different symbols and different packages; not the same bug." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor parallel training bug vs multi-label classification example returning empty results; unrelated." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "Different models and failures: SigLIP2 implementation mismatch vs Qwen3_5 infinite loop on a specific image." + }, + { + "left": "issue:44995", + "right": "issue:46697", + "accept": false, + "reason": "Stale cache crash in GlmMoeDsa vs image over-padding in Swin2SR; unrelated." + }, + { + "left": "issue:44188", + "right": "issue:46328", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile is unrelated to SequenceFeatureExtractor padding inefficiency." + }, + { + "left": "issue:28348", + "right": "issue:46640", + "accept": false, + "reason": "A feature request for GPT2 flash-attention support is not the same as a general Flash Attention 2 issue." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Version-check incompatibility in Transformers vs a PyTorch version check bug for flex_attention; different code paths." + }, + { + "left": "issue:46231", + "right": "issue:46877", + "accept": false, + "reason": "Docs parameter-name mismatch vs import-time docstring/lint output; not the same underlying issue." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak in multi-threaded Qwen3ForCausalLM usage vs dtype mismatches in inference." + }, + { + "left": "issue:44483", + "right": "issue:47217", + "accept": false, + "reason": "Both involve chat/VL behavior, but one is a generic v5.3 request rejection and the other is a placeholder-in-text failure; too different." + }, + { + "left": "issue:42898", + "right": "issue:46614", + "accept": false, + "reason": "Tokenization cleanup behavior change is unrelated to phonemizer backend state retention." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "Model-loading breakage with base_model_prefix is unrelated to NaNs in classification heads." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "Both are Qwen3.5 serialization/load issues, but one is about incorrect visual encoder keys in save_pretrained and the other is a from_pretrained error; not enough to treat as the same bug." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "Configuration propagation in Qwen3.5 has no clear relation to NaNs in classification heads." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": true, + "reason": "This looks like the same upgrade regression: a specific missing import from configuration_utils under the broader 'many import errors after update' report." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "Unexpected helper output in qwen3_omni_moe is unrelated to a PyTorch version check bug in flex_attention." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The one accepted pair (issue:38617 \u2194 issue:45278) is a reasonable umbrella-style match based on post-update import regressions, and the rejected soft pairs are generally well-justified as distinct bug classes rather than overstated duplicates." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 55, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-530", + "nodes": [ + "issue:33453", + "issue:39379", + "issue:39401", + "issue:42371", + "issue:42673", + "issue:42796", + "issue:43064", + "issue:43066", + "issue:43116", + "issue:43493", + "issue:43618", + "issue:43673", + "issue:43688", + "issue:43824", + "issue:43825", + "issue:43827", + "issue:43874", + "issue:43937", + "issue:43992", + "issue:44075", + "issue:44117", + "issue:44291", + "issue:44355", + "issue:44466", + "issue:44485", + "issue:44610", + "issue:44704", + "issue:44779", + "issue:44936", + "issue:45071", + "issue:45081", + "issue:45092", + "issue:45362", + "issue:45405", + "issue:45446", + "issue:45478", + "issue:45563", + "issue:45588", + "issue:46002", + "issue:46231", + "issue:46328", + "issue:46710", + "issue:46726", + "issue:46762", + "issue:46829", + "issue:46909", + "issue:46981", + "issue:47116" + ], + "soft_pairs": [ + "issue:44075|issue:44936", + "issue:43066|issue:44779", + "issue:44610|issue:46909", + "issue:43116|issue:43493", + "issue:43937|issue:44485", + "issue:45362|issue:45478", + "issue:43066|issue:46710", + "issue:44355|issue:46231", + "issue:42673|issue:42796", + "issue:46726|issue:46981", + "issue:43116|issue:43825", + "issue:42371|issue:43874", + "issue:43618|issue:46829", + "issue:43827|issue:45446", + "issue:43992|issue:44704", + "issue:45405|issue:45446", + "issue:46328|issue:47116", + "issue:33453|issue:39401", + "issue:43824|issue:46981", + "issue:44291|issue:45071", + "issue:39379|issue:43688", + "issue:44117|issue:45588", + "issue:43673|issue:46328", + "issue:43064|issue:43673", + "issue:44117|issue:45081", + "issue:45092|issue:46762", + "issue:43937|issue:45563", + "issue:44466|issue:46002" + ], + "prepared_review_unit_hash": "0b8a83fbfe49bfb0083cb7b9a5f948e4643b557ad02a3b2334629ca6fe28bceb", + "component_budget": { + "node_count": 530, + "item_count": 530, + "soft_pair_count": 1954, + "serialized_chars": 1013004, + "estimated_input_tokens": 253251, + "estimated_eval_tokens": 506758 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36047, + "estimated_input_tokens": 9012, + "estimated_eval_tokens": 18280 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous. Several items are tokenizer or v5-regression themed, but the soft pairs usually differ in concrete bug, model, or code path, so they should not be deduplicated.", + "confidence": 0.73, + "canonical_issue_reason": "No single canonical issue stands out: the items span tokenizer regressions, model-specific bugs, training/runtime failures, and docs/API issues rather than one underlying defect.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43066 is the best representative of the tokenizer/v5 regression subset because it is concrete, user-visible, and closest in theme to the other tokenizer-related complaints.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Different failures: unused SGD args vs evaluate() breaking after train()." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but they describe different concrete problems and code paths." + }, + { + "left": "issue:44610", + "right": "issue:46909", + "accept": false, + "reason": "Model input-size bug vs a broken documentation example; not the same issue." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Multi-label example output bug vs SigLIP2 implementation discrepancy." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "Invalid GenerationConfig vs RoPE implementation discussion; same model family but different bugs." + }, + { + "left": "issue:45362", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen3.5 failures: chat crash vs from_pretrained error." + }, + { + "left": "issue:43066", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer decoder-type regression is not the same as a model accuracy regression after upgrade." + }, + { + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "Compiled Python file errors vs a documentation parameter-name mismatch." + }, + { + "left": "issue:42673", + "right": "issue:42796", + "accept": false, + "reason": "VRAM leak in dataloader threads vs tokenizer BPE-marker handling." + }, + { + "left": "issue:46726", + "right": "issue:46981", + "accept": false, + "reason": "Different AutoProcessor failure modes: missing vision backend vs repeated 429 retries." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Example script multi-label output bug vs pipeline error-message wording." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 configuration guidance vs a missing image-processor method." + }, + { + "left": "issue:43618", + "right": "issue:46829", + "accept": false, + "reason": "Both touch model outputs, but they are different attributes and different models." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs referencing removed pipeline APIs vs a PyTorch version check bug." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Missing encoder weights vs AutoProcessor not forwarding kwargs." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "Dependency-version bump issue vs an unrelated import/version check bug." + }, + { + "left": "issue:46328", + "right": "issue:47116", + "accept": false, + "reason": "Pad performance issue vs streaming pipeline regression." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Tokenizer loading regression vs wrong offset mapping; related area but not the same bug." + }, + { + "left": "issue:43824", + "right": "issue:46981", + "accept": false, + "reason": "Import error for a specific model class vs HTTP retry behavior in AutoProcessor." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Unexpected meta-init argument vs PretrainedConfig type-checking breakage." + }, + { + "left": "issue:39379", + "right": "issue:43688", + "accept": false, + "reason": "Mllama mask handling vs auxiliary-loss normalization; unrelated model bugs." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer mapping assumption vs flash-attention aux-sentinel crash." + }, + { + "left": "issue:43673", + "right": "issue:46328", + "accept": false, + "reason": "Generation cache bug vs SequenceFeatureExtractor padding performance." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Distributed optimizer-state bug vs generation cache missing; different subsystems." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Mapping-name None handling vs Mistral regex patch backend_tokenizer crash." + }, + { + "left": "issue:45092", + "right": "issue:46762", + "accept": false, + "reason": "Meta-initialization incompatibility vs numerical attention differences." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "GenerationConfig validation error vs a stale warning in paged generate()." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "Serialization inconsistency vs NaNs in classification heads." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 56, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-530", + "nodes": [ + "issue:38617", + "issue:39379", + "issue:39401", + "issue:41628", + "issue:42222", + "issue:42617", + "issue:43122", + "issue:43208", + "issue:43408", + "issue:43421", + "issue:43441", + "issue:43450", + "issue:43742", + "issue:43937", + "issue:43986", + "issue:44220", + "issue:44263", + "issue:44380", + "issue:44410", + "issue:44483", + "issue:44496", + "issue:44704", + "issue:44779", + "issue:44829", + "issue:44877", + "issue:44964", + "issue:44977", + "issue:45071", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45464", + "issue:45561", + "issue:45632", + "issue:46077", + "issue:46231", + "issue:46298", + "issue:46328", + "issue:46512", + "issue:46752", + "issue:46762", + "issue:46894", + "issue:46897", + "issue:46981", + "issue:47000", + "issue:47059", + "issue:47110" + ], + "soft_pairs": [ + "issue:44380|issue:46077", + "issue:42222|issue:47000", + "issue:42617|issue:45341", + "issue:43937|issue:44977", + "issue:39379|issue:46897", + "issue:43408|issue:43742", + "issue:43450|issue:43986", + "issue:42222|issue:43441", + "issue:42222|issue:46752", + "issue:44263|issue:46762", + "issue:45071|issue:46512", + "issue:43208|issue:46894", + "issue:39401|issue:44779", + "issue:44829|issue:45216", + "issue:44410|issue:45310", + "issue:44877|issue:46231", + "issue:45071|issue:47059", + "issue:45632|issue:46981", + "issue:45341|issue:45561", + "issue:45341|issue:46328", + "issue:44704|issue:47110", + "issue:39401|issue:43421", + "issue:38617|issue:41628", + "issue:43122|issue:46298", + "issue:43937|issue:44496", + "issue:38617|issue:44220", + "issue:44483|issue:45464", + "issue:44964|issue:45278" + ], + "prepared_review_unit_hash": "700157a6fd4ad7086806122b9213041a6a9187dea7a5ce39c379b908becb9326", + "component_budget": { + "node_count": 530, + "item_count": 530, + "soft_pair_count": 1954, + "serialized_chars": 1013004, + "estimated_input_tokens": 253251, + "estimated_eval_tokens": 506758 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35830, + "estimated_input_tokens": 8958, + "estimated_eval_tokens": 18172 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a loose cluster of mostly unrelated Transformers bugs and regressions. The soft links are usually just superficial similarity (same subsystem, same model family, or both being \u201cbugs\u201d) rather than the same underlying defect.", + "confidence": 0.93, + "canonical_issue_reason": "issue:45278 is the broadest representative in the set (\u201cmany import errors after update from 4.57.0 to 5.5.0\u201d) and is the closest thing to a cluster umbrella; most others are narrow model- or feature-specific bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the most general issue here and the only one that plausibly groups a broader class of upgrade/import regressions, unlike the other highly specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "Both concern attention behavior, but one is GPT-2 backend scaling and the other is Gemma4 bidirectional masking; different models and different code paths." + }, + { + "left": "issue:42222", + "right": "issue:47000", + "accept": false, + "reason": "Completely different problems: vitpose model loading/breakage vs RTDetrLoss infeasible cost matrix during training." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "One is a runtime failure for 3d_parallel.py; the other is a small testing_utils bug. No shared underlying defect." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "Both are generation-related, but one is a malformed GenerationConfig on GLM-5 and the other is Qwen3.5 flash-attention generation behavior." + }, + { + "left": "issue:39379", + "right": "issue:46897", + "accept": false, + "reason": "Different models and different bugs: incorrect mllama masking vs Florence2 training-loss double-shift." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "SAM3 tracker/model-type warning is unrelated to a MobileLLM loading KeyError." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Both touch video processing, but one is batched output shape and the other is a missing torchvision dependency crash during AutoProcessor loading." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "Unrelated model families and failure modes: vitpose breakage vs Ministral-3 FlashAttention failure." + }, + { + "left": "issue:42222", + "right": "issue:46752", + "accept": false, + "reason": "Vitpose model breakage and empty-list apply_chat_template crash are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:46762", + "accept": false, + "reason": "Different functionality and symptoms: torch.split return handling in a MoE indexer vs Minimax MSA numerical differences." + }, + { + "left": "issue:45071", + "right": "issue:46512", + "accept": false, + "reason": "Both mention config/dtype, but one is a type-checking regression in PretrainedConfig and the other is stale config.dtype after from_config." + }, + { + "left": "issue:43208", + "right": "issue:46894", + "accept": false, + "reason": "xLSTM training bugs for small models are unrelated to CohereASR's training-loss double-shift issue." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and likely different tokenization logic." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "One is a flash-attention training degeneration bug; the other is an incorrect saved checkpoint from save_pretrained." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Both involve Qwen variants, but one is missing layer projections and the other is a from_pretrained error in Qwen3.5 MoE." + }, + { + "left": "issue:44877", + "right": "issue:46231", + "accept": false, + "reason": "Strict granite_speech config loading and a docs parameter-name mismatch are not the same bug." + }, + { + "left": "issue:45071", + "right": "issue:47059", + "accept": false, + "reason": "A PretrainedConfig type-checking regression is unrelated to a CLI completion attribute error from huggingface_hub." + }, + { + "left": "issue:45632", + "right": "issue:46981", + "accept": false, + "reason": "Cache-path collisions for local trust_remote_code models are unrelated to repeated 429 retries in AutoProcessor.from_pretrained." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "Both are testing_utils-related, but one is only described as a small bug while the other is a specific xdist race on captured_info.txt; insufficient evidence they are the same defect." + }, + { + "left": "issue:45341", + "right": "issue:46328", + "accept": false, + "reason": "A testing_utils bug and a SequenceFeatureExtractor.pad performance issue are unrelated." + }, + { + "left": "issue:44704", + "right": "issue:47110", + "accept": false, + "reason": "Passing kwargs to cached_file in AutoProcessor is unrelated to special_tokens being a list without keys()." + }, + { + "left": "issue:39401", + "right": "issue:43421", + "accept": false, + "reason": "Tokenizer offset_mapping correctness and runtime post-processor updates are different tokenizer bugs." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols and likely different packaging/export issues." + }, + { + "left": "issue:43122", + "right": "issue:46298", + "accept": false, + "reason": "Tokenizer behavior drift across versions is unrelated to a noisy logging message." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "GenerationConfig invalid vs unrecognized model/config.json model_type are different loading failures." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "ImportError for layer_type_validation and an audio feature extraction issue are unrelated." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Both hit chat/completions, but one is a general request rejection and the other is a streaming inference failure for a specific Qwen3.5 model." + }, + { + "left": "issue:44964", + "right": "issue:45278", + "accept": false, + "reason": "A specific Phi-4 multimodal model-load failure is not the same defect as a broad set of import errors after upgrading to 5.5.0." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 57, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-530", + "nodes": [ + "issue:27957", + "issue:41628", + "issue:42371", + "issue:42831", + "issue:43012", + "issue:43066", + "issue:43097", + "issue:43122", + "issue:43208", + "issue:43352", + "issue:43441", + "issue:43452", + "issue:43531", + "issue:43577", + "issue:43582", + "issue:43673", + "issue:43874", + "issue:43931", + "issue:43957", + "issue:43986", + "issue:44038", + "issue:44075", + "issue:44077", + "issue:44117", + "issue:44230", + "issue:44261", + "issue:44263", + "issue:44351", + "issue:44360", + "issue:44410", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44829", + "issue:44987", + "issue:45071", + "issue:45310", + "issue:45341", + "issue:45478", + "issue:45588", + "issue:45656", + "issue:46050", + "issue:46172", + "issue:46752", + "issue:46762", + "issue:46897", + "issue:46981", + "issue:47116" + ], + "soft_pairs": [ + "issue:42371|issue:44261", + "issue:44075|issue:45656", + "issue:43097|issue:44493", + "issue:42371|issue:42831", + "issue:44261|issue:46762", + "issue:44484|issue:45310", + "issue:43066|issue:43122", + "issue:44077|issue:46981", + "issue:44410|issue:45478", + "issue:43931|issue:44410", + "issue:44263|issue:44485", + "issue:43673|issue:45341", + "issue:41628|issue:45071", + "issue:43097|issue:43452", + "issue:43208|issue:46897", + "issue:43931|issue:44038", + "issue:43441|issue:44829", + "issue:43012|issue:43577", + "issue:46752|issue:47116", + "issue:43874|issue:44261", + "issue:27957|issue:43352", + "issue:44117|issue:44987", + "issue:44484|issue:45478", + "issue:44263|issue:46172", + "issue:43531|issue:45341", + "issue:43957|issue:44351", + "issue:44360|issue:46172", + "issue:43097|issue:45588", + "issue:43582|issue:45341", + "issue:44038|issue:44230", + "issue:44261|issue:44485", + "issue:43986|issue:45341", + "issue:43097|issue:46050" + ], + "prepared_review_unit_hash": "9a9c91a1c299c408e7fedbf6a14c970d0c4d1e1d8c658ffdf8a140aeba3e2eb8", + "component_budget": { + "node_count": 530, + "item_count": 530, + "soft_pair_count": 1954, + "serialized_chars": 1013004, + "estimated_input_tokens": 253251, + "estimated_eval_tokens": 506758 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37182, + "estimated_input_tokens": 9296, + "estimated_eval_tokens": 18848 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is broadly heterogeneous: most items are separate Transformers regressions across precision, tokenizer, flash-attention, loading, and optimizer behavior. None of the provided soft edges look like the same underlying bug/change, so I would not merge any of them as duplicates. The clearest standalone issue in the set is the Qwen3.5 MoE from_pretrained failure (45310), which also has a near-identical later follow-up (45478).", + "confidence": 0.87, + "canonical_issue_reason": "issue:45310 is the clearest concrete bug report in the set and appears to have a near-identical follow-up in issue:45478; it is specific, reproducible, and earlier than the duplicate-looking follow-up.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the best representative issue: it describes a specific model-loading failure with enough detail to anchor a fix, and it is the strongest apparent duplicate target among the listed issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "Both are precision-related, but one is TF32 API guidance and the other is a missing rms_norm_eps causing MLA accuracy drift; different code paths and fixes." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "Different optimizer bugs: SGD args ignored vs deepspeed causing the optimizer step to run twice." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "One is about tie_embeddings_and_encoder_decoder removal in v5; the other is unexpected position-id keys. Both are v5 regressions but not the same bug." + }, + { + "left": "issue:42371", + "right": "issue:42831", + "accept": false, + "reason": "TF32 control API behavior and FineGrainedFP8 accuracy issues are distinct precision topics with unrelated failure modes." + }, + { + "left": "issue:44261", + "right": "issue:46762", + "accept": false, + "reason": "Different model/math issues: MLA q_a_layernorm epsilon handling vs Minimax MSA attention numerical differences." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "save_pretrained shard-size behavior is unrelated to a Qwen3.5 MoE from_pretrained loading error." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Both involve tokenizer behavior in v5, but one is wrong decoder type and the other is changed tokenization output; not clearly the same defect." + }, + { + "left": "issue:44077", + "right": "issue:46981", + "accept": false, + "reason": "Optional post_init validation in a model config is unrelated to AutoProcessor retry behavior on 429s." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen-family loading problems: missing attn projections in qwen3next vs Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Weight-shape mismatch for Qwen3-VL-30B-A3B-Instruct is not the same as missing layer-0 projections in qwen3next." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "torch.split return values in a GLM MoE indexer is unrelated to the GLM-5 RoPE implementation question." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Generation cache missing during chunked_prefill and a small testing_utils bug are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "Missing AutoImageProcessor import and PretrainedConfig type-checking regression affect different APIs and code paths." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "A removed embedding-tie config and gguf_file loading failures are different from_pretrained/config issues, not one bug." + }, + { + "left": "issue:43208", + "right": "issue:46897", + "accept": false, + "reason": "xLSTM training blockers and Florence2 double-shift loss bug are separate model-specific training problems." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Both are Qwen3-VL-related, but one is a weight mismatch and the other is a transformers v5 + Qwen3-VL-Moe issue; too different to merge." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "FlashAttention failures in Ministral-3 and degenerate training with flash_attention_3 are different implementations and symptoms." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "A PyTorch warning when compiling bfloat16 models is not the same as Blip2 submodules staying float32 on load." + }, + { + "left": "issue:46752", + "right": "issue:47116", + "accept": false, + "reason": "Empty-list chat template crash and streaming pipeline regression are unrelated API paths." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Image patch counting in GLM46V and MLA epsilon precision drift are different multimodal/model-numerics bugs." + }, + { + "left": "issue:27957", + "right": "issue:43352", + "accept": false, + "reason": "Both mention Flash Attention 2, but they are different models with separate support issues." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Tokenizer mapping None handling and loading physical-intelligence/fast are not the same concrete failure." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "Shard-size defaults in save_pretrained are unrelated to the Qwen3.5 MoE loading error." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "GLM MoE DSA indexer split semantics and deepseek-v4 dtype/transpose code are distinct bugs." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and a testing_utils bug do not share the same code path." + }, + { + "left": "issue:43957", + "right": "issue:44351", + "accept": false, + "reason": "Meta-device loading breakage in some models and cannot import HybridCache are unrelated import/loading regressions." + }, + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "A missing ReLU in the DSA indexer is not the same as the deepseek-v4 comb.to(dtype).transpose(-1, -2) bug." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "Removed tie_embeddings behavior and flash_attention.py crashing on sink-less models are different regressions." + }, + { + "left": "issue:43582", + "right": "issue:45341", + "accept": false, + "reason": "Apple Silicon warmup TypeError and a testing utility bug are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Qwen3-VL-Moe inference support and qwen3-vl-fp8/qwen3.5 moe fp8 inference support are different feature requests/failures." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "Missing rms_norm_eps in MLA q_a_layernorm and GLM-5 RoPE implementation are separate numerical correctness issues." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "AutoProcessor without torchvision and a testing_utils bug are unrelated." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "Embedding tie removal in v5 and quantized model save/load corruption are different model persistence issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 58, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-530", + "nodes": [ + "issue:38617", + "issue:42757", + "issue:42890", + "issue:43012", + "issue:43064", + "issue:43097", + "issue:43208", + "issue:43502", + "issue:43550", + "issue:43673", + "issue:43873", + "issue:43874", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44062", + "issue:44117", + "issue:44246", + "issue:44263", + "issue:44315", + "issue:44351", + "issue:44380", + "issue:44410", + "issue:44451", + "issue:44484", + "issue:44704", + "issue:44936", + "issue:44938", + "issue:45103", + "issue:45372", + "issue:45375", + "issue:45440", + "issue:45753", + "issue:46123", + "issue:46172", + "issue:46178", + "issue:46298", + "issue:46365", + "issue:46369", + "issue:46421", + "issue:46655", + "issue:46664", + "issue:46701", + "issue:46710", + "issue:46752", + "issue:46821", + "issue:46981", + "issue:47116" + ], + "soft_pairs": [ + "issue:43986|issue:45372", + "issue:45753|issue:46369", + "issue:44246|issue:46981", + "issue:45440|issue:46172", + "issue:43097|issue:43873", + "issue:44410|issue:45375", + "issue:44062|issue:44117", + "issue:43673|issue:46123", + "issue:43012|issue:46821", + "issue:44117|issue:46701", + "issue:43874|issue:44263", + "issue:44038|issue:44410", + "issue:38617|issue:42757", + "issue:46655|issue:46664", + "issue:43208|issue:43550", + "issue:46298|issue:46752", + "issue:44936|issue:46365", + "issue:43064|issue:44315", + "issue:46172|issue:46710", + "issue:43986|issue:44484", + "issue:42890|issue:46298", + "issue:44704|issue:45103", + "issue:38617|issue:44351", + "issue:43502|issue:43992", + "issue:44451|issue:47116", + "issue:44380|issue:46421", + "issue:44938|issue:46178", + "issue:43064|issue:47116", + "issue:43012|issue:43550" + ], + "prepared_review_unit_hash": "7029afebe72103d7d974f9e766b52d9c5d3bd12ccc33c823345efbd3f36ea341", + "component_budget": { + "node_count": 530, + "item_count": 530, + "soft_pair_count": 1954, + "serialized_chars": 1013004, + "estimated_input_tokens": 253251, + "estimated_eval_tokens": 506758 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36167, + "estimated_input_tokens": 9042, + "estimated_eval_tokens": 18340 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is a loose collection of unrelated issues; none of the soft-edge pairs look like true duplicates or mergeable twin PRs, so all soft edges are rejected. I picked a single broad, concrete bug report as the best representative issue.", + "confidence": 0.2, + "canonical_issue_reason": "issue:43502 is a clear, self-contained bug with broad user impact: `local_files_only=True` still causes network/API requests. It has a concrete behavior mismatch and a straightforward reproduction target, making it a strong representative issue.", + "canonical_pr_reason": null, + "best_issue_reason": "Same as canonical: issue:43502 is the strongest high-signal issue here because it describes a specific, impactful regression with well-defined expected behavior.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Both are ImportErrors, but they involve different missing symbols, different dependencies, and different loading paths; not the same underlying bug." + }, + { + "left": "issue:45753", + "right": "issue:46369", + "accept": false, + "reason": "Different models and different failure modes: an infinite loop on a specific image vs a memory overflow. No shared underlying code-path bug is evident." + }, + { + "left": "issue:44246", + "right": "issue:46981", + "accept": false, + "reason": "One is slow `import transformers`; the other is repeated retry behavior in `AutoProcessor.from_pretrained` with `HF_ENDPOINT`. Different operations and fixes." + }, + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "Both mention DeepSeek models, but one is a divergence from remote implementation and the other is a tensor dtype/transpose bug. Different concrete issues." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "Unrelated problems: a removed config attribute in v5 vs offloading behavior under quantization." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Different Qwen-family model bugs: missing projections in one model and a missing vision config field in another." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "Tokenizer construction error vs a mapping-name lookup returning None. They touch tokenizer code but are not the same defect." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "Both are generation-related regressions, but one is cache availability in chunked prefill and the other is a pipeline batching flag bug. Different code paths." + }, + { + "left": "issue:43012", + "right": "issue:46821", + "accept": false, + "reason": "PyTorch warning about bfloat16 precision vs an `AttributeError` on `window_size`. No meaningful duplicate relationship." + }, + { + "left": "issue:44117", + "right": "issue:46701", + "accept": false, + "reason": "Tokenizer mapping assumption bug vs an image-text-to-text pipeline failure. Different components and symptoms." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Both are GLM-related, but one is a missing image-processor method and the other is a `torch.split` return-value issue. Not the same bug." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Different Qwen-family regressions with different missing pieces and different failure surfaces." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they concern unrelated symbols from different modules; no shared root cause is shown." + }, + { + "left": "issue:46655", + "right": "issue:46664", + "accept": false, + "reason": "Same broad SmolVLM area, but one is padding math and the other is the meaning of `num_frames`. Distinct bugs." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training bugs are unrelated to a Bamba torch.compile/SDPA failure." + }, + { + "left": "issue:46298", + "right": "issue:46752", + "accept": false, + "reason": "Noisy logging and an `IndexError` in `apply_chat_template` are unrelated." + }, + { + "left": "issue:44936", + "right": "issue:46365", + "accept": false, + "reason": "A post-train evaluation failure and an import-time Trainer conflict with `datasets` are different failure modes." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "One is a rank-sharded optimizer-state bug with FSDP2/PEFT; the other is Liger Kernel not applied under `model_init`. Different code paths." + }, + { + "left": "issue:46172", + "right": "issue:46710", + "accept": false, + "reason": "A specific tensor operation bug in DeepSeek-V4 is not the same as an accuracy regression after upgrading Transformers." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "A crash loading a video model without torchvision is unrelated to a question about `max_shard_size` defaults." + }, + { + "left": "issue:42890", + "right": "issue:46298", + "accept": false, + "reason": "Test flakiness from missing `set_seed()` is unrelated to a noisy logging message." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "Both mention kwargs handling, but one is `AutoProcessor.from_pretrained` not forwarding kwargs and the other is a docstring parser crash with future annotations." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Both are missing-import complaints, but the missing names and affected APIs differ; these are separate export regressions." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "`local_files_only` network leakage and a missing `embed_tokens.weight` in UMT5 are different bugs in different loading paths." + }, + { + "left": "issue:44451", + "right": "issue:47116", + "accept": false, + "reason": "Model load failure for ScandiBERT vs a streaming pipeline regression. No common underlying defect is indicated." + }, + { + "left": "issue:44380", + "right": "issue:46421", + "accept": false, + "reason": "Attention-scaling being ignored under SDPA/FlashAttention is unrelated to cache lazy initialization causing recompilation." + }, + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "Python 3.14 import failure and a backend mapping error for `tensorflow_text` are not the same issue." + }, + { + "left": "issue:43064", + "right": "issue:47116", + "accept": false, + "reason": "A distributed-training optimizer-state bug is unrelated to a streaming pipeline regression." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "A precision warning during bfloat16 compilation is not the same as a model failure under SDPA with torch.compile." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 59, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-530", + "nodes": [ + "issue:36010", + "issue:36683", + "issue:42175", + "issue:42757", + "issue:42831", + "issue:42890", + "issue:42907", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43352", + "issue:43526", + "issue:43582", + "issue:43618", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43825", + "issue:43827", + "issue:43906", + "issue:43976", + "issue:43992", + "issue:44077", + "issue:44162", + "issue:44222", + "issue:44261", + "issue:44368", + "issue:44380", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44514", + "issue:44655", + "issue:44734", + "issue:45478", + "issue:45479", + "issue:45584", + "issue:45712", + "issue:45753", + "issue:46132", + "issue:46172", + "issue:46298", + "issue:46365", + "issue:47059", + "issue:47116", + "issue:47276" + ], + "soft_pairs": [ + "issue:42907|issue:45753", + "issue:45712|issue:46298", + "issue:43066|issue:43906", + "issue:42907|issue:44655", + "issue:43208|issue:43526", + "issue:45584|issue:46365", + "issue:43825|issue:44655", + "issue:43012|issue:44368", + "issue:43352|issue:43976", + "issue:43992|issue:44484", + "issue:43827|issue:47116", + "issue:44734|issue:47116", + "issue:44077|issue:46365", + "issue:44380|issue:46132", + "issue:44162|issue:46172", + "issue:36683|issue:43582", + "issue:43352|issue:44380", + "issue:42757|issue:43824", + "issue:44380|issue:45479", + "issue:43097|issue:46298", + "issue:43012|issue:47276", + "issue:42175|issue:46365", + "issue:43756|issue:44485", + "issue:44222|issue:45478", + "issue:36010|issue:42757", + "issue:43064|issue:44380", + "issue:42890|issue:47059", + "issue:44483|issue:44514", + "issue:42831|issue:44261", + "issue:43618|issue:43761" + ], + "prepared_review_unit_hash": "dcdf7d39a23f37282dcc2194566ed2eba35db592d5a5faae030089afe37bd44b", + "component_budget": { + "node_count": 530, + "item_count": 530, + "soft_pair_count": 1954, + "serialized_chars": 1013004, + "estimated_input_tokens": 253251, + "estimated_eval_tokens": 506758 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36590, + "estimated_input_tokens": 9148, + "estimated_eval_tokens": 18552 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose theme of Transformers v5 regressions and model-specific bugs, not a set of true duplicates. I did not find any soft pair that clearly shares the same underlying bug/change.", + "confidence": 0.87, + "canonical_issue_reason": "issue:43824 is the clearest, most self-contained user-facing regression in the set, with strong discussion and inbound references, making it the best representative issue for this mixed cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43824 has the strongest signal for triage: a concrete import failure, clear repro surface, and enough activity to serve as the cluster anchor.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Different bugs and models: failing to save dequantized Ministrals/Devstrals versus Qwen3_5 image-induced infinite loop." + }, + { + "left": "issue:45712", + "right": "issue:46298", + "accept": false, + "reason": "Unrelated maintenance issues: leftover dummy classes versus a noisy logging message." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Both are vague v5-related issues, but they do not describe the same concrete bug or code path." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Both involve saving, but one is about dequantized model saving and the other about saving Pipeline objects; different code paths." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "Completely different areas: xLSTM training bugs versus BEiT image processor label reduction." + }, + { + "left": "issue:45584", + "right": "issue:46365", + "accept": false, + "reason": "Whisper generation failure and Trainer import dependency conflict are unrelated." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "One is a pipeline error message regression, the other is pipeline serialization; not the same issue." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "Different warnings from different mechanisms: bf16 compilation precision warning versus tie_word_embeddings advice." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "One is a model Flash Attention support limitation, the other is a Python version compatibility problem." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing embed_tokens weights on load and max_shard_size behavior in save_pretrained are different problems." + }, + { + "left": "issue:43827", + "right": "issue:47116", + "accept": false, + "reason": "Docs still referencing pipeline() and a streaming pipeline runtime regression are not the same bug." + }, + { + "left": "issue:44734", + "right": "issue:47116", + "accept": false, + "reason": "Different pipeline-related failures: server KV-cache indexing versus streaming pipeline regression." + }, + { + "left": "issue:44077", + "right": "issue:46365", + "accept": false, + "reason": "PatchTSMixer post_init validation and Trainer import dependency issues are unrelated." + }, + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "Both touch attention code, but one is a backend-specific config being ignored while the other is register() behavior changing." + }, + { + "left": "issue:44162", + "right": "issue:46172", + "accept": false, + "reason": "ESM2 breakage and deepseek-v4 tensor/transposition behavior are unrelated model-specific bugs." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Gemma3Config missing vocab_size and Apple Silicon allocator TypeError have no shared root cause." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Flash Attention support for Nemotron and GPT2 attention scaling being ignored are different issues." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they involve different packages, symbols, and failure modes." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Attention scaling being ignored is unrelated to single-label classification producing zero loss." + }, + { + "left": "issue:43097", + "right": "issue:46298", + "accept": false, + "reason": "A removed config flag and a noisy logging message are unrelated." + }, + { + "left": "issue:43012", + "right": "issue:47276", + "accept": false, + "reason": "Both mention warnings, but they concern different features and code paths." + }, + { + "left": "issue:42175", + "right": "issue:46365", + "accept": false, + "reason": "Torch extra backend selection and Trainer import failure via datasets are different dependency problems." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Both mention RoPE, but they are distinct model implementations with different symptoms." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "Both are MoE-related, but one is FP8 save_pretrained and the other is from_pretrained loading failure; not the same concrete bug." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Different import failures from different modules and symbols." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "Trainer/FSDP2 optimizer-state corruption is unrelated to GPT2 attention scaling being ignored." + }, + { + "left": "issue:42890", + "right": "issue:47059", + "accept": false, + "reason": "Test flakiness from missing set_seed and a huggingface_hub CLI incompatibility are unrelated." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Chat completions API rejection and Qwen2_5_VLProcessor batched-template crash are different endpoints and bugs." + }, + { + "left": "issue:42831", + "right": "issue:44261", + "accept": false, + "reason": "Both concern precision, but one is a broad FineGrainedFP8 accuracy issue and the other is a missing rms_norm_eps in MLA q_a_layernorm." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Both are CLIP regressions, but hidden_states not returned and attentions no longer assigned are separate outputs/code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 60, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-530", + "nodes": [ + "issue:29870", + "issue:33453", + "issue:36296", + "issue:36683", + "issue:38617", + "issue:43010", + "issue:43064", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43611", + "issue:43618", + "issue:43867", + "issue:43976", + "issue:43992", + "issue:44075", + "issue:44077", + "issue:44263", + "issue:44355", + "issue:44380", + "issue:44393", + "issue:44492", + "issue:44625", + "issue:44655", + "issue:44855", + "issue:44908", + "issue:44938", + "issue:45216", + "issue:45276", + "issue:45278", + "issue:45310", + "issue:45440", + "issue:45593", + "issue:46077", + "issue:46202", + "issue:46365", + "issue:46512", + "issue:46851", + "issue:46877", + "issue:47000", + "issue:47059", + "issue:47110", + "issue:47317", + "issue:47321", + "issue:47332", + "issue:47337" + ], + "soft_pairs": [ + "issue:38617|issue:43502", + "issue:45276|issue:46077", + "issue:44625|issue:46365", + "issue:43299|issue:43867", + "issue:44655|issue:47321", + "issue:44655|issue:47332", + "issue:43618|issue:44380", + "issue:43611|issue:44655", + "issue:44625|issue:46077", + "issue:36683|issue:43475", + "issue:43352|issue:45593", + "issue:36683|issue:44077", + "issue:44355|issue:46877", + "issue:43976|issue:44938", + "issue:46077|issue:46512", + "issue:43867|issue:45216", + "issue:44263|issue:45440", + "issue:44938|issue:47059", + "issue:43618|issue:45216", + "issue:36683|issue:47110", + "issue:36683|issue:44625", + "issue:29870|issue:36296", + "issue:44355|issue:44855", + "issue:44908|issue:46851", + "issue:43010|issue:45278", + "issue:43867|issue:46202", + "issue:43992|issue:47317", + "issue:44075|issue:46365", + "issue:29870|issue:33453", + "issue:43992|issue:45310", + "issue:43064|issue:44492", + "issue:44393|issue:47000", + "issue:44393|issue:47337" + ], + "prepared_review_unit_hash": "7359977461f904586429252bd3e3ac95692d23e33d10935df91b58870a39c40b", + "component_budget": { + "node_count": 530, + "item_count": 530, + "soft_pair_count": 1954, + "serialized_chars": 1013004, + "estimated_input_tokens": 253251, + "estimated_eval_tokens": 506758 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 36591, + "estimated_input_tokens": 9148, + "estimated_eval_tokens": 18552 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the items mostly share superficial themes like loading, config, or version regressions, but not the same underlying bug. I would not merge any of the soft pairs as duplicates; issue 36683 is only the most central item in the similarity graph, not a true canonical duplicate.", + "confidence": 0.18, + "canonical_issue_reason": "Issue 36683 is the most connected and discussed item among the soft-similarity links, so it is the best single anchor for the cluster, even though the nearby issues are not the same bug.", + "canonical_pr_reason": null, + "best_issue_reason": "36683 has the strongest cluster connectivity and is a concrete runtime failure, making it the best representative issue despite the lack of true duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "Different bugs: import-time API breakage vs offline-loading network requests." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Same model family, but different code paths and symptoms: embedding resize vs attention-mask construction." + }, + { + "left": "issue:44625", + "right": "issue:46365", + "accept": false, + "reason": "Unrelated failures: Qwen3.5 config propagation vs Trainer import conflict." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Both are loading issues, but for different models and different failure modes." + }, + { + "left": "issue:44655", + "right": "issue:47321", + "accept": false, + "reason": "Different subsystems: pipeline serialization vs AMD quark class update state." + }, + { + "left": "issue:44655", + "right": "issue:47332", + "accept": false, + "reason": "Different save paths and root causes; offloading save is not the same as pipeline save_pretrained." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "Attention-related but not the same bug: CLIP output fields vs GPT-2 backend scaling." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "One is model loading with base_model_prefix; the other is pipeline saving." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "Different model configs and different behavior: label propagation vs attention masking." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Both are attribute errors, but on different model outputs and different missing fields." + }, + { + "left": "issue:43352", + "right": "issue:45593", + "accept": false, + "reason": "Unrelated: flash-attention support check vs denoising auxiliary-loss logic." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Different configuration bugs in different models; no shared code path." + }, + { + "left": "issue:44355", + "right": "issue:46877", + "accept": false, + "reason": "Both touch import-time behavior, but one is compiled-file errors and the other is docstring lint output." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Both are Python-version compatibility reports, but for different versions and likely different causes." + }, + { + "left": "issue:46077", + "right": "issue:46512", + "accept": false, + "reason": "Different regression types: attention-mask construction vs stale config dtype after from_config." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "Both involve model checkpoint/loading, but the reported failures and affected models differ." + }, + { + "left": "issue:44263", + "right": "issue:45440", + "accept": false, + "reason": "Different MoE/model-implementation bugs with no concrete shared code path." + }, + { + "left": "issue:44938", + "right": "issue:47059", + "accept": false, + "reason": "Python 3.14 import failure vs CLI breakage from huggingface_hub API change." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "Different models and different regressions: missing attentions vs incorrect saved checkpoint." + }, + { + "left": "issue:36683", + "right": "issue:47110", + "accept": false, + "reason": "Both are attribute errors, but on unrelated objects and different APIs." + }, + { + "left": "issue:36683", + "right": "issue:44625", + "accept": false, + "reason": "Related only at a very high level; the missing/propagated field is different and model-specific." + }, + { + "left": "issue:29870", + "right": "issue:36296", + "accept": false, + "reason": "Completely different failures: generate() mask bug vs tensor-parallel training issue." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Both are Python/import related, but one is compiled-file handling and the other is torch.jit parsing." + }, + { + "left": "issue:44908", + "right": "issue:46851", + "accept": false, + "reason": "Different features: scheduler kwargs handling vs variable-length position_ids in Qwen3.5." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "One is a cache no_grad proposal; the other is a broad import regression report." + }, + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "Different issue domains: state_dict loading vs tokenizer roundtrip failure." + }, + { + "left": "issue:43992", + "right": "issue:47317", + "accept": false, + "reason": "Unrelated: missing encoder weight in from_pretrained vs a training-loss bug." + }, + { + "left": "issue:44075", + "right": "issue:46365", + "accept": false, + "reason": "Optimizer argument handling is unrelated to Trainer import failure." + }, + { + "left": "issue:29870", + "right": "issue:33453", + "accept": false, + "reason": "Different bugs in different subsystems: generation mask error vs tokenizer loading regression." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Both are model-loading regressions, but for different models and likely different missing-key causes." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "Training/optimizer state bug vs a cache-strategy typo; no shared root cause." + }, + { + "left": "issue:44393", + "right": "issue:47000", + "accept": false, + "reason": "Different vision tasks and failure modes: bbox hallucination/output vs RTDetr loss infeasibility." + }, + { + "left": "issue:44393", + "right": "issue:47337", + "accept": false, + "reason": "Both are vision-related, but one is model output error and the other is a flaky test." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 61, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-530", + "nodes": [ + "issue:28282", + "issue:30333", + "issue:33453", + "issue:36296", + "issue:41669", + "issue:42548", + "issue:42890", + "issue:42898", + "issue:43010", + "issue:43065", + "issue:43502", + "issue:43525", + "issue:43575", + "issue:43576", + "issue:43618", + "issue:43723", + "issue:43824", + "issue:43867", + "issue:43874", + "issue:43976", + "issue:44062", + "issue:44077", + "issue:44112", + "issue:44222", + "issue:44246", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44387", + "issue:44485", + "issue:44556", + "issue:44734", + "issue:44749", + "issue:44964", + "issue:44977", + "issue:45071", + "issue:45125", + "issue:45357", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45561", + "issue:45850", + "issue:46132", + "issue:46617", + "issue:46664", + "issue:47110", + "issue:47317" + ], + "soft_pairs": [ + "issue:44222|issue:45125", + "issue:36296|issue:43575", + "issue:41669|issue:44246", + "issue:43618|issue:44077", + "issue:43867|issue:45375", + "issue:43010|issue:43976", + "issue:42890|issue:45561", + "issue:43867|issue:45357", + "issue:28282|issue:33453", + "issue:43010|issue:45850", + "issue:42548|issue:44351", + "issue:45125|issue:45478", + "issue:43618|issue:44977", + "issue:45125|issue:45375", + "issue:44360|issue:45440", + "issue:43502|issue:44062", + "issue:43525|issue:47317", + "issue:42890|issue:44112", + "issue:42890|issue:44964", + "issue:44734|issue:46617", + "issue:44387|issue:44556", + "issue:43723|issue:44556", + "issue:42898|issue:46664", + "issue:43824|issue:46617", + "issue:43010|issue:43065", + "issue:45071|issue:47317", + "issue:43576|issue:46132", + "issue:43502|issue:44485", + "issue:44355|issue:44749", + "issue:30333|issue:33453", + "issue:45850|issue:47110", + "issue:43874|issue:46617" + ], + "prepared_review_unit_hash": "723900a7f123346185b2cbd9f77f932e7cd4397581cf015b2f219f0db7269d7c", + "component_budget": { + "node_count": 530, + "item_count": 530, + "soft_pair_count": 1954, + "serialized_chars": 1013004, + "estimated_input_tokens": 253251, + "estimated_eval_tokens": 506758 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36789, + "estimated_input_tokens": 9198, + "estimated_eval_tokens": 18652 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a noisy, heterogeneous issue cluster: a few items are broadly import/loading/performance themed, but most soft pairs point to different failures and different code paths. I would not merge any of the proposed soft edges; the best representative issue is a broad import-slowdown report, but only weakly.", + "confidence": 0.82, + "canonical_issue_reason": "Issue 44246 is the most generic user-facing symptom in the cluster and best matches the broad import/performance theme, though the overall cluster is not a clean duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "44246 is the most searchable, broadly phrased issue here and can serve as the least-bad anchor for this mixed set, even if it does not truly subsume the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "Different problems: FP8 save_pretrained behavior vs missing tensor-parallel plan for Qwen3.5 MoE." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Both mention tensor parallelism, but one is a generic training bug and the other is an OOM while loading a specific model." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": false, + "reason": "Related to import cost, but one is a refactor removing import * while the other is an intermittent import-slowdown report." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "Unrelated: CLIP attentions assignment vs a patchtsmixer post_init policy issue." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "Different serialization/config issues: sorted state_dict load failure vs missing vision config field under strict parsing." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "No shared bug path: no_grad decoration for cache updates vs Python version compatibility." + }, + { + "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 file race." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "Load-time state_dict ordering bug vs save_pretrained writing wrong visual encoder keys." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "Different import/model loading failures: missing PyTorch backend vs tokenizer-loading regression." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "A specific cache-update correctness request is not the same as a broad 'many models break' complaint." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different symbols and likely different underlying causes." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "The latter is a general Qwen3.5 MoE from_pretrained regression; no clear evidence it is the same as the missing _tp_plan issue." + }, + { + "left": "issue:43618", + "right": "issue:44977", + "accept": false, + "reason": "Different models and failures: CLIPOutput metadata vs Qwen3.5 flash-attention generation." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Both are Qwen3.5-related, but one is tensor-parallel support and the other is a strict vision-config field omission." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "Completely different subsystems: DSA indexing vs DeepSeekV3MoE implementation divergence." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "Unrelated bugs: offline loading still makes requests vs AddedToken keyword duplication." + }, + { + "left": "issue:43525", + "right": "issue:47317", + "accept": false, + "reason": "Different model families and symptoms: missing pad_token_id vs a training-loss bug." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Both are CI/test problems, but the causes are different and not the same failing test path." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "Seed-related test instability is not the same as a model-loading failure for Phi-4 multimodal." + }, + { + "left": "issue:44734", + "right": "issue:46617", + "accept": false, + "reason": "Serve-time KV-cache indexing crash vs trust_remote_code cache FileNotFoundError are different loading/runtime paths." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Memory regression under int4 quantization is not the same as checkpoint incompatibility after upgrade." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Tokenizer-loading regression and checkpoint reload incompatibility are different failures." + }, + { + "left": "issue:45850", + "right": "issue:47110", + "accept": false, + "reason": "A broad complaint that many models break is not the same as a specific special_tokens type error." + }, + { + "left": "issue:43874", + "right": "issue:46617", + "accept": false, + "reason": "Different failures: multimodal token counting helper missing vs trust_remote_code cache file lookup." + }, + { + "left": "issue:43824", + "right": "issue:46617", + "accept": false, + "reason": "ImportError for a model class and a cache FileNotFoundError are not the same bug." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "No shared code path: no_grad on cache updates vs a dummy Conv2d in Sam3PixelDecoder." + }, + { + "left": "issue:45071", + "right": "issue:47317", + "accept": false, + "reason": "Type-checking regression in PretrainedConfig is unrelated to a model training-loss bug." + }, + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "Both are API-behavior complaints, but one is a CLI env command and the other is attention registration semantics." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "Offline-loading network requests and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled-Python-file errors and a reported upgrade slowdown are not the same bug." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLFlow reporting on failed training jobs is unrelated to tokenizer-loading regression." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 62, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-530", + "nodes": [ + "issue:29870", + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33357", + "issue:33453", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:42548", + "issue:42757", + "issue:43010", + "issue:43232", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43525", + "issue:43576", + "issue:43673", + "issue:43824", + "issue:43827", + "issue:43901", + "issue:44038", + "issue:44222", + "issue:44230", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44961", + "issue:45071", + "issue:45125", + "issue:45362", + "issue:45375", + "issue:45850", + "issue:46095", + "issue:46143", + "issue:46144", + "issue:46209", + "issue:46617", + "issue:46664", + "issue:46726", + "issue:47059", + "issue:47110" + ], + "soft_pairs": [ + "issue:30990|issue:31795", + "issue:41628|issue:42548", + "issue:44222|issue:44230", + "issue:43010|issue:43232", + "issue:43299|issue:44556", + "issue:46143|issue:46144", + "issue:46664|issue:46726", + "issue:43502|issue:44222", + "issue:30333|issue:36296", + "issue:43827|issue:44961", + "issue:29870|issue:31795", + "issue:33357|issue:33453", + "issue:44038|issue:45125", + "issue:44355|issue:45071", + "issue:43502|issue:44961", + "issue:43576|issue:43824", + "issue:43576|issue:45071", + "issue:44230|issue:46095", + "issue:43576|issue:47059", + "issue:42757|issue:43576", + "issue:31795|issue:38617", + "issue:36296|issue:43901", + "issue:43475|issue:46617", + "issue:44351|issue:46617", + "issue:44315|issue:44360", + "issue:45362|issue:45850", + "issue:45375|issue:47110", + "issue:43525|issue:47110", + "issue:44485|issue:44961", + "issue:43673|issue:44492", + "issue:44315|issue:46209", + "issue:43352|issue:44961" + ], + "prepared_review_unit_hash": "303366f2afeb1755352f787840cec1775ec7a4b24594fbee01f4d15a4f8dd3fb", + "component_budget": { + "node_count": 530, + "item_count": 530, + "soft_pair_count": 1954, + "serialized_chars": 1013004, + "estimated_input_tokens": 253251, + "estimated_eval_tokens": 506758 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36693, + "estimated_input_tokens": 9174, + "estimated_eval_tokens": 18604 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose mix of unrelated Transformers v5 regressions, import errors, model-specific bugs, and docs/tooling issues. None of the soft pairs look like true duplicates or mergeable into one fix.", + "confidence": 0.86, + "canonical_issue_reason": "issue:45071 is the most concrete representative of the cluster\u2019s broad v5 compatibility-regression theme: it names a specific breakage in PretrainedConfig type checking, unlike the more generic, model-specific, or docs-only reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45071 is the strongest standalone issue in the set because it is specific, version-scoped, and broadly indicative of the kind of v5 breakages seen across the cluster; the other issues are either narrower, less actionable, or clearly unrelated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Loading hang vs documentation confusion; different failure mode and no shared code-path evidence." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Both are import errors, but for different symbols and likely different causes." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "FP8 save/load bug vs FP8 inference support request; related area, but not the same concrete issue." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Different generation/cache bugs with different triggers and code paths." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Both are upgrade regressions, but one is Qwen3VL loading and the other is checkpoint reload compatibility." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "`**kwargs` forwarding bug vs attention-interface implementation issue; too different to be duplicates." + }, + { + "left": "issue:46664", + "right": "issue:46726", + "accept": false, + "reason": "Video processor semantics vs missing-vision-backend error; unrelated causes." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "Offline/local-files-only network leak vs FP8 moe save_pretrained support; different subsystems." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLFlow reporting on failed jobs vs tensor-parallel training bug; no overlap beyond training context." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs referencing removed pipeline APIs vs an unrelated placeholder issue." + }, + { + "left": "issue:29870", + "right": "issue:31795", + "accept": false, + "reason": "Runtime UnboundLocalError in generate vs documentation ambiguity; not the same bug." + }, + { + "left": "issue:33357", + "right": "issue:33453", + "accept": false, + "reason": "MacOS CLIP bus error vs tokenizer loading regression; different model and symptom." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "General Qwen3-VL-Moe breakage vs missing tensor-parallel plan for Qwen3_5Moe; related family, but not one fix." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled Python file errors vs PretrainedConfig type checking regression; unrelated." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "Local-files-only network leak vs unrelated placeholder issue." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "Broken `transformers env` CLI vs Qwen2.5-VL import error; different tools and failures." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "CLI breakage and config type-checking regression are distinct problems." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "FP8 inference support request vs weight-conversion question; not the same underlying bug." + }, + { + "left": "issue:43576", + "right": "issue:47059", + "accept": false, + "reason": "Different CLI failures: `transformers env` vs hub completion attribute error." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "Importing `is_offline_mode` from hub vs broken transformers env command; unrelated." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Docs confusion vs missing `layer_type_validation` import; different scope." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor-parallel training bug vs docs mismatch about `return_all_scores`; not duplicates." + }, + { + "left": "issue:43475", + "right": "issue:46617", + "accept": false, + "reason": "Missing SAM3 attribute vs cache file lookup error; different models and code paths." + }, + { + "left": "issue:44351", + "right": "issue:46617", + "accept": false, + "reason": "Import error for `HybridCache` vs cache FileNotFoundError; separate failures." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger Kernel/model_init issue vs DSA indexer discussion; no shared bug." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "Specific Qwen3.5-35B chat crash vs generic 'v5 breaks too many models' complaint; not one concrete issue." + }, + { + "left": "issue:45375", + "right": "issue:47110", + "accept": false, + "reason": "Missing config field in Qwen3_5MoeVisionConfig vs special_tokens list-type error; different object and failure." + }, + { + "left": "issue:43525", + "right": "issue:47110", + "accept": false, + "reason": "Missing pad_token_id on Llama4Config vs special_tokens list attribute error; unrelated attribute mismatches." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "GLM-5 RoPE implementation discussion vs unrelated placeholder issue." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Generation cache missing in chunked prefill vs cache-strategy typo; different severity and topic." + }, + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "Model_init/Liger Kernel application bug vs FP8 inference on B200; different code paths." + }, + { + "left": "issue:43352", + "right": "issue:44961", + "accept": false, + "reason": "Flash Attention support limitation vs unrelated placeholder issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 63, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-530", + "nodes": [ + "issue:41669", + "issue:42371", + "issue:42890", + "issue:43298", + "issue:43408", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43867", + "issue:43976", + "issue:44077", + "issue:44246", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44393", + "issue:44466", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44655", + "issue:44704", + "issue:44861", + "issue:44908", + "issue:44961", + "issue:45003", + "issue:45071", + "issue:45092", + "issue:45230", + "issue:45341", + "issue:45381", + "issue:45468", + "issue:45542", + "issue:45753", + "issue:45850", + "issue:46018", + "issue:46095", + "issue:46172", + "issue:46218", + "issue:46328", + "issue:46664", + "issue:47059", + "issue:47110", + "issue:47176" + ], + "soft_pairs": [ + "issue:44961|issue:45468", + "issue:44273|issue:45542", + "issue:44077|issue:44861", + "issue:43867|issue:47110", + "issue:45381|issue:46664", + "issue:44623|issue:45230", + "issue:44273|issue:45003", + "issue:44485|issue:46664", + "issue:41669|issue:43673", + "issue:44466|issue:44556", + "issue:43525|issue:45850", + "issue:43572|issue:45850", + "issue:44393|issue:45753", + "issue:44393|issue:45071", + "issue:44556|issue:45092", + "issue:42371|issue:44492", + "issue:45850|issue:47059", + "issue:44246|issue:44273", + "issue:44655|issue:44861", + "issue:43408|issue:44315", + "issue:44492|issue:45850", + "issue:41669|issue:46218", + "issue:44492|issue:46328", + "issue:43976|issue:44393", + "issue:44295|issue:45230", + "issue:42890|issue:44908", + "issue:44297|issue:45230", + "issue:44704|issue:44908", + "issue:44908|issue:45071", + "issue:41669|issue:45341", + "issue:43576|issue:44908", + "issue:43576|issue:47176", + "issue:41669|issue:44351", + "issue:46018|issue:46172", + "issue:43976|issue:46218", + "issue:43976|issue:47176", + "issue:43298|issue:46095" + ], + "prepared_review_unit_hash": "1c048d3c78bd4e729cd55b83baa4d1c7488c02f60c6691b975f1a7e85930712c", + "component_budget": { + "node_count": 530, + "item_count": 530, + "soft_pair_count": 1954, + "serialized_chars": 1013004, + "estimated_input_tokens": 253251, + "estimated_eval_tokens": 506758 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 37, + "serialized_chars": 38147, + "estimated_input_tokens": 9537, + "estimated_eval_tokens": 19330 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This batch is mostly heterogeneous. The closest recurring theme is import/lazy-loading behavior, but the soft pairs are still too weakly connected to treat as duplicates; I would not merge any of them.", + "confidence": 0.34, + "canonical_issue_reason": "issue:44246 is the clearest and broadest actionable report in the set: a concrete import-time performance symptom that best represents the import/lazy-loading thread.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44246 is the best canonical issue candidate because it states a direct user-facing regression clearly and broadly enough to subsume related import-performance complaints.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "Unrelated model-specific issues; no shared code path or symptom." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Both are v5-era regressions, but one is lazy loading and the other is a TensorBoard/TF backend error." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "Different problems in config validation vs tied-weight key handling." + }, + { + "left": "issue:43867", + "right": "issue:47110", + "accept": false, + "reason": "Both are attribute errors, but on different objects and code paths." + }, + { + "left": "issue:45381", + "right": "issue:46664", + "accept": false, + "reason": "Both concern vision/video inputs, but the concrete bugs are different." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "One is a specific save_pretrained bug; the other is too vague to establish sameness." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Related to loading/lazy import behavior, but the reports describe different failures." + }, + { + "left": "issue:44485", + "right": "issue:46664", + "accept": false, + "reason": "Different model features and different bug descriptions." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-performance issue versus missing cache during chunked prefill; not the same bug." + }, + { + "left": "issue:44466", + "right": "issue:44556", + "accept": false, + "reason": "Both involve checkpoint serialization/loading, but the symptoms and failure modes differ." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "A single config attribute error is not the same as a broad complaint that many models break." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "StableLmConfig pad-token mismatch is a specific model bug, not the same as a general breakage report." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Same general model family, but distinct symptoms and inputs." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Model output bug versus a framework-wide type-checking regression." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both are upgrade/loading issues, but they affect different checkpoint and initialization paths." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "Completely different topics: TF32 settings versus cache-strategy typo." + }, + { + "left": "issue:45850", + "right": "issue:47059", + "accept": false, + "reason": "Generic v5 breakage versus a CLI compatibility failure with huggingface_hub." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Potentially related to import/lazy loading, but one is performance and the other is a broader lazy-loading bug report." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Pipeline save_pretrained failure is not the same as tied-weight key attribute handling." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "Different model subsystems and unrelated failure modes." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "A typo in cache-strategy naming is unrelated to broad v5 regressions." + }, + { + "left": "issue:41669", + "right": "issue:46218", + "accept": false, + "reason": "Both mention import-related behavior, but one is performance and the other is a missing import symbol." + }, + { + "left": "issue:44492", + "right": "issue:46328", + "accept": false, + "reason": "Typo in cache strategies versus a slow padding implementation; no shared bug." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Version/platform compatibility issue versus a specific Qwen3-VL output bug." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "Buffer access bug is concrete; the other report is too generic to match it." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Test seeding flakiness and scheduler kwargs handling are unrelated." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer save metadata mismatch is a specific bug, not a generic report." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "AutoProcessor kwargs forwarding and scheduler kwargs forwarding are unrelated code paths." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler configuration bug versus framework type-checking regression." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import-time slowdown is unrelated to the testing_utils bug." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "CLI env command issue and scheduler kwargs issue are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:47176", + "accept": false, + "reason": "Environment command breakage is not the same as a shell-command allowlist bypass." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-time slowdown versus a missing HybridCache symbol; different symptoms and fixes." + }, + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "DeepSeek-V4 gating/architecture issue versus a tensor transpose bug." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Python-version compatibility problem versus missing import name; not duplicates." + }, + { + "left": "issue:43976", + "right": "issue:47176", + "accept": false, + "reason": "Unrelated: interpreter/version support versus shell operator security behavior." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Continuous batching support for audio models is not the same as a DeepSeek-V4 weight-conversion question." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 64, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-530", + "nodes": [ + "issue:28348", + "issue:29870", + "issue:30333", + "issue:31515", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:38617", + "issue:41669", + "issue:42371", + "issue:42913", + "issue:43066", + "issue:43352", + "issue:43502", + "issue:43519", + "issue:43576", + "issue:43606", + "issue:43618", + "issue:43704", + "issue:43976", + "issue:44230", + "issue:44263", + "issue:44273", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44485", + "issue:44492", + "issue:44623", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:44998", + "issue:45230", + "issue:45250", + "issue:45290", + "issue:45310", + "issue:45341", + "issue:45468", + "issue:45656", + "issue:45850", + "issue:46218", + "issue:46655", + "issue:46894", + "issue:47059", + "issue:47110", + "issue:47176", + "issue:47177" + ], + "soft_pairs": [ + "issue:31795|issue:33453", + "issue:43519|issue:46655", + "issue:44315|issue:44829", + "issue:44485|issue:47176", + "issue:45230|issue:45656", + "issue:45468|issue:46894", + "issue:44360|issue:45468", + "issue:43976|issue:47177", + "issue:43576|issue:44273", + "issue:43519|issue:44485", + "issue:44485|issue:47177", + "issue:44861|issue:47110", + "issue:44273|issue:44908", + "issue:31795|issue:34689", + "issue:43519|issue:44908", + "issue:41669|issue:43704", + "issue:43576|issue:46218", + "issue:42913|issue:43066", + "issue:44485|issue:45468", + "issue:43704|issue:44485", + "issue:42371|issue:43704", + "issue:45850|issue:47177", + "issue:45850|issue:47176", + "issue:43352|issue:47177", + "issue:43606|issue:45468", + "issue:43502|issue:43519", + "issue:44861|issue:47059", + "issue:43519|issue:44623", + "issue:45850|issue:46218", + "issue:44263|issue:45468", + "issue:43704|issue:45341", + "issue:28348|issue:45250", + "issue:43352|issue:46218", + "issue:44351|issue:46218", + "issue:44861|issue:45290", + "issue:44230|issue:44623", + "issue:44908|issue:44998", + "issue:44998|issue:47177", + "issue:44998|issue:47176", + "issue:28348|issue:43352", + "issue:44492|issue:44998", + "issue:43618|issue:44998", + "issue:44230|issue:45310", + "issue:31515|issue:38617", + "issue:29870|issue:31515", + "issue:30333|issue:31515" + ], + "prepared_review_unit_hash": "43b8eb55a9400a7325edad12264dff861bc08163b673489dab97ae291391d965", + "component_budget": { + "node_count": 530, + "item_count": 530, + "soft_pair_count": 1954, + "serialized_chars": 1013004, + "estimated_input_tokens": 253251, + "estimated_eval_tokens": 506758 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 46, + "serialized_chars": 40661, + "estimated_input_tokens": 10166, + "estimated_eval_tokens": 20588 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated Transformers issues; the only near-match is the tokenizer v4/v5 regression pair, but it is still too broad/specifc to merge safely. All soft edges should be rejected.", + "confidence": 0.74, + "canonical_issue_reason": "issue:42913 is the clearest broad issue in the set and the best representative of the tokenizer-v5 regression theme, though it is still not a safe duplicate match with issue:43066.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42913 has the most general, well-framed problem statement among the items and is the best issue to anchor this mini-cluster around.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Docs/forward-arg confusion vs tokenizer loading regression; different bugs." + }, + { + "left": "issue:43519", + "right": "issue:46655", + "accept": false, + "reason": "Both are processor math issues, but timestamp calculation and video padding are different code paths." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "model_init/Liger-kernel application bug vs flash_attention_3 training degeneration; unrelated." + }, + { + "left": "issue:44485", + "right": "issue:47176", + "accept": false, + "reason": "RoPE implementation discussion vs shell-command allowlist bypass; different domains." + }, + { + "left": "issue:45230", + "right": "issue:45656", + "accept": false, + "reason": "Generic bug report vs deepspeed optimizer-step double-call; no concrete overlap." + }, + { + "left": "issue:45468", + "right": "issue:46894", + "accept": false, + "reason": "Gemma audio positional encoding vs CohereASR training-loss double-shift; different model/code paths." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer/ReLU discussion vs audio positional encoding bug; unrelated." + }, + { + "left": "issue:43976", + "right": "issue:47177", + "accept": false, + "reason": "Python version compatibility vs tar/zip-slip RCE; unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken env command vs lazy loading malfunction; different features." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Timestamp math in Qwen3VL processor vs GLM-5 RoPE implementation; not the same bug." + }, + { + "left": "issue:44485", + "right": "issue:47177", + "accept": false, + "reason": "RoPE implementation vs archive-slip security issue; unrelated." + }, + { + "left": "issue:44861", + "right": "issue:47110", + "accept": false, + "reason": "Tied-weights helper crash vs special_tokens dict/list error; different failure modes." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading issue vs inverse_sqrt scheduler kwargs bug; unrelated." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Forward signature documentation vs Llama 3.2 model loading regression; different issues." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Processor timestamp bug vs scheduler kwargs omission; unrelated." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "import * refactor/perf issue vs VRAM leak in multi-threaded dataloading; unrelated." + }, + { + "left": "issue:43576", + "right": "issue:46218", + "accept": false, + "reason": "Env CLI breakage vs module import failure for Qwen3_5; different code paths." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both concern tokenizer-v5 behavior, but one is broad regression reporting and the other is a specific decoder-type bug; not the same concrete issue." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "GLM-5 RoPE implementation vs Gemma audio positional encoding; different models and bugs." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak in threaded dataloading vs RoPE implementation; unrelated." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 API/settings issue vs VRAM leak issue; unrelated." + }, + { + "left": "issue:45850", + "right": "issue:47177", + "accept": false, + "reason": "Broad model-breakage complaint vs archive-slip RCE; unrelated." + }, + { + "left": "issue:45850", + "right": "issue:47176", + "accept": false, + "reason": "Broad model-breakage complaint vs shell-operator allowlist bypass; unrelated." + }, + { + "left": "issue:43352", + "right": "issue:47177", + "accept": false, + "reason": "Flash Attention 2.0 support gap vs archive-slip RCE; unrelated." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch vs Gemma audio positional encoding; unrelated." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "local_files_only network leak vs timestamp calculation bug; different behaviors." + }, + { + "left": "issue:44861", + "right": "issue:47059", + "accept": false, + "reason": "_tied_weights_keys crash vs CLI completion API breakage; unrelated." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Timestamp calculation vs processor.save_pretrained missing files; different processor bugs." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "Generic model-breakage complaint vs Qwen3_5 import failure; not the same bug." + }, + { + "left": "issue:44230", + "right": "issue:45468", + "accept": false, + "reason": "fp8 inference support request vs audio positional encoding bug; unrelated." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "torch.split return-value issue in indexer vs audio positional encoding; unrelated." + }, + { + "left": "issue:43704", + "right": "issue:45341", + "accept": false, + "reason": "VRAM leak vs a small testing_utils bug; unrelated." + }, + { + "left": "issue:28348", + "right": "issue:45250", + "accept": false, + "reason": "GPT2-specific Flash Attention 2.0 support request vs generic Flash Attention 2.0 issue; too vague to merge." + }, + { + "left": "issue:43352", + "right": "issue:46218", + "accept": false, + "reason": "Flash Attention support gap vs module import failure; unrelated." + }, + { + "left": "issue:44351", + "right": "issue:46218", + "accept": false, + "reason": "HybridCache import failure vs Qwen3_5 module import failure; different missing symbols." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied-weight helper crash vs chat-template/tool-call crash; unrelated." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "fp8 support request vs missing save_pretrained files; unrelated." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs bug vs unrelated low-information issue title." + }, + { + "left": "issue:44998", + "right": "issue:47177", + "accept": false, + "reason": "Unemployment vs archive-slip RCE; unrelated." + }, + { + "left": "issue:44998", + "right": "issue:47176", + "accept": false, + "reason": "Unemployment vs shell-command bypass; unrelated." + }, + { + "left": "issue:28348", + "right": "issue:43352", + "accept": false, + "reason": "Both mention Flash Attention 2.0, but one is GPT2-specific support and the other is NemotronH support; not the same concrete change." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "Cache-strategy typo vs unrelated low-information issue." + }, + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "CLIPOutput attentions regression vs unrelated low-information issue." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "fp8 support request vs Qwen3.5 from_pretrained error; different problems." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Slow checkpoint loading vs missing layer_type_validation import; unrelated." + }, + { + "left": "issue:29870", + "right": "issue:31515", + "accept": false, + "reason": "BART generate decoder_attention_mask error vs slow from_pretrained loading; unrelated." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLFlow run-finalization bug vs slow checkpoint loading; unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 28, + "review_unit_index": 65, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-530", + "nodes": [ + "issue:31515", + "issue:31795", + "issue:36296", + "issue:37934", + "issue:42936", + "issue:43240", + "issue:43298", + "issue:43668", + "issue:43717", + "issue:43813", + "issue:44031", + "issue:44230", + "issue:46018", + "issue:46144" + ], + "soft_pairs": [ + "issue:31515|issue:36296", + "issue:43298|issue:44230", + "issue:31515|issue:31795", + "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": "ff5ba67badca7ed56f5b5c877be2abca170aec350ceb534f9d66ab5d51192e85", + "component_budget": { + "node_count": 530, + "item_count": 530, + "soft_pair_count": 1954, + "serialized_chars": 1013004, + "estimated_input_tokens": 253251, + "estimated_eval_tokens": 506758 + }, + "budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 15, + "serialized_chars": 12258, + "estimated_input_tokens": 3065, + "estimated_eval_tokens": 6386 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is highly heterogeneous: loading/performance, docs, config typing, tokenizer warnings, architecture quirks, and unrelated model bugs. None of the soft pairs look like the same underlying issue/change, so no merges are justified.", + "confidence": 0.9, + "canonical_issue_reason": "If one issue must represent the set, #46144 is the clearest actionable code-path bug and the only open issue; the rest are largely unrelated docs/typo/config/model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "#46144 is the most concrete and merge-worthy issue in the list: it points to an implementation problem in attention wiring rather than a doc typo or narrow configuration nit.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Unrelated symptoms: checkpoint loading speed vs tensor-parallel training correctness." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Audio continuous batching support and fp8 inference support are different feature gaps." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Performance/loading bug vs documentation confusion; not the same underlying problem." + }, + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Mamba init-weight behavior is unrelated to RoFormer attention interface usage." + }, + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Mask2Former ignore_value handling and DeepSeek shared-expert gating are different model bugs." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "Incorrect type hint in config vs tokenizer regex warning after a version change." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Unused ignore_value and kwargs not forwarded to loss calculation are separate code paths." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "Loss-function kwargs forwarding is unrelated to RoFormer attention implementation details." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Model loss handling and tokenizer warning behavior do not share the same bug." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "Different subsystems: segmentation loss config vs attention interface wiring." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Mask2Former loss handling is unrelated to the quantization-operation typo." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "Both are small metadata/doc-style issues, but they concern different symbols and fixes." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Loss kwargs propagation and config type-hint correctness are unrelated." + }, + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "Llama4 norm-implementation question is unrelated to a ModernBERT type hint." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Mask2Former loss usage bug and ModernBERT config typing bug are distinct." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-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": "eec0657430f517550f3c0d745bce124452098fa7893dfcf361ab59b0b982370b", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2874, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2874, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These three issues are unrelated: tokenizer truncation behavior, a ReduceLROnPlateau-like training feature, and Wav2Vec2 word boundary timestamps. None of the soft pairs describe the same underlying bug or change.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue fits this cluster because the issues cover three different feature requests in different parts of the library.", + "canonical_pr_reason": "No pull requests were provided.", + "best_issue_reason": "issue:10519 is the clearest, most concrete feature request and is the best representative issue if one must be chosen.", + "best_pr_reason": "No pull requests were provided.", + "soft_edge_verdicts": [ + { + "left": "issue:10519", + "right": "issue:11307", + "accept": false, + "reason": "Different domains and requests: tokenizer truncation control vs. Wav2Vec2 word timestamp extraction." + }, + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "Truncation direction for tokenization is unrelated to a ReduceLROnPlateau-like learning-rate scheduling feature." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "A learning-rate scheduler request and Wav2Vec2 word offset timestamps are unrelated issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 3, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-13244-3", + "nodes": [ + "issue:13244", + "issue:15980", + "issue:16618" + ], + "soft_pairs": [ + "issue:13244|issue:16618", + "issue:15980|issue:16618" + ], + "prepared_review_unit_hash": "0669f6e8c060e1b60675c739899f0111098ee18772844d6344f7c9e66866810f", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2478, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2478, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster is mostly a false-positive mix: one tokenization issue and two model-loading issues. The two model-loading reports are related at a broad subsystem level, but they do not clearly describe the same underlying bug.", + "confidence": 0.58, + "canonical_issue_reason": "Issue 16618 is the broadest and most central of the set, with the clearest model-loading failure wording and the highest discussion activity.", + "canonical_pr_reason": null, + "best_issue_reason": "16618 is the best representative issue for this cluster because it anchors the only apparent theme shared by multiple items: model loading failures.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Tapas tokenization versus a model-loading failure are different bugs and different code paths; the similarity is only superficial." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "Both concern model loading, but 15980 is specifically about the error message when downloading a private model without login, while 16618 is a generic 'can't load the model' report; 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": 4, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-19631-3", + "nodes": [ + "issue:19631", + "issue:20362", + "issue:22372" + ], + "soft_pairs": [ + "issue:19631|issue:22372", + "issue:19631|issue:20362" + ], + "prepared_review_unit_hash": "0727ee12fa81236531394837f8f78dc03ae7f509fc72d716e83c161750b4bcf7", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2351, + "estimated_input_tokens": 588, + "estimated_eval_tokens": 1432 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2351, + "estimated_input_tokens": 588, + "estimated_eval_tokens": 1432 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three distinct feature requests to add different models (EDSR/MDSR, FlexiBERT, Restormer). They share only a broad \u201cadd model\u201d theme and are not the same underlying issue.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:19631", + "right": "issue:22372", + "accept": false, + "reason": "Different requested models in different domains: EDSR/MDSR are super-resolution networks, while Restormer is a separate transformer-based restoration model. No evidence they refer to the same implementation or code-path change." + }, + { + "left": "issue:19631", + "right": "issue:20362", + "accept": false, + "reason": "EDSR/MDSR and FlexiBERT are unrelated model additions. They do not describe the same bug or feature, only the same generic request type ('add a model')." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 5, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-26350-2", + "nodes": [ + "issue:26350", + "issue:33260" + ], + "soft_pairs": [ + "issue:26350|issue:33260" + ], + "prepared_review_unit_hash": "09bcac63a0f78bf855bab52abc5e4d92ad7abd3e71c9c550c86fea7f626c4c99", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are related only by wording around community architecture support; they request different features in different code paths (Flash Attention 2 vs GGUF). They should not be clustered as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue: these are distinct feature requests with different targets and implementation surfaces.", + "canonical_pr_reason": null, + "best_issue_reason": "If one issue must anchor the cluster, #33260 is the broader, newer architecture-support request and has more inbound references.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Related only at a high level; one is for Flash Attention 2 support and the other for GGUF support, so they do not represent the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 6, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-27088-12", + "nodes": [ + "issue:27088", + "issue:28936", + "issue:30191", + "issue:30240", + "issue:38435", + "issue:43834", + "issue:44365", + "issue:44370", + "issue:46222", + "issue:46226", + "issue:46931", + "issue:47299" + ], + "soft_pairs": [ + "issue:27088|issue:44370", + "issue:27088|issue:44365", + "issue:27088|issue:43834", + "issue:27088|issue:30191", + "issue:27088|issue:47299", + "issue:28936|issue:43834", + "issue:27088|issue:28936", + "issue:28936|issue:44365", + "issue:28936|issue:30240", + "issue:28936|issue:38435", + "issue:30191|issue:30240", + "issue:28936|issue:30191", + "issue:30240|issue:44370", + "issue:30240|issue:44365", + "issue:30240|issue:43834", + "issue:30240|issue:47299", + "issue:27088|issue:30240", + "issue:38435|issue:44370", + "issue:38435|issue:44365", + "issue:38435|issue:43834", + "issue:38435|issue:47299", + "issue:38435|issue:46226", + "issue:43834|issue:44370", + "issue:43834|issue:44365", + "issue:43834|issue:47299", + "issue:43834|issue:46226", + "issue:43834|issue:46931", + "issue:44365|issue:44370", + "issue:44365|issue:47299", + "issue:44365|issue:46226", + "issue:44365|issue:46931", + "issue:44370|issue:47299", + "issue:44370|issue:46226", + "issue:44370|issue:46931", + "issue:46222|issue:47299", + "issue:44370|issue:46222", + "issue:44365|issue:46222", + "issue:43834|issue:46222", + "issue:46222|issue:46226", + "issue:46226|issue:46931", + "issue:46226|issue:47299", + "issue:46931|issue:47299" + ], + "prepared_review_unit_hash": "827aa168085b5677e0f0f29712f81a2a6ff346fff2758e8bb153bea9174737c8", + "component_budget": { + "node_count": 12, + "item_count": 12, + "soft_pair_count": 42, + "serialized_chars": 22276, + "estimated_input_tokens": 5569, + "estimated_eval_tokens": 11394 + }, + "budget": { + "node_count": 12, + "item_count": 12, + "soft_pair_count": 42, + "serialized_chars": 22276, + "estimated_input_tokens": 5569, + "estimated_eval_tokens": 11394 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly composed of language-specific documentation translation requests, plus a few garbled/spam-like entries. The titles/body patterns are highly similar, but they do not indicate the same underlying request, so the soft links should not be merged as duplicates.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 43834 is the best cluster exemplar because it is the generic translation-request template that most closely matches the repeated pattern across the set, even though the language-specific requests still appear distinct.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43834 is the clearest representative of the cluster's repeated template and is the most central example of the translation-request pattern.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Different translation requests; no evidence they target the same language or same underlying change." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Different translation requests; same template style is not enough to treat them as duplicates." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Concrete Turkish request vs generic template issue; not the same underlying request." + }, + { + "left": "issue:27088", + "right": "issue:30191", + "accept": false, + "reason": "Turkish vs Persian translation request; distinct language targets." + }, + { + "left": "issue:27088", + "right": "issue:47299", + "accept": false, + "reason": "The latter looks garbled/spam-like, not the same docs translation request." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Spanish request vs generic template placeholder; likely separate language-specific issue." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Turkish vs Spanish translation request; distinct targets, not duplicates." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Different language requests; similar wording is just the shared template." + }, + { + "left": "issue:28936", + "right": "issue:30240", + "accept": false, + "reason": "Spanish vs Polish translation request; different underlying requests." + }, + { + "left": "issue:28936", + "right": "issue:38435", + "accept": false, + "reason": "Spanish vs Romanian translation request; distinct language targets." + }, + { + "left": "issue:28936", + "right": "issue:30191", + "accept": false, + "reason": "Spanish vs Persian translation request; not the same issue." + }, + { + "left": "issue:30191", + "right": "issue:30240", + "accept": false, + "reason": "Persian vs Polish translation request; same template, different concrete request." + }, + { + "left": "issue:30240", + "right": "issue:44370", + "accept": false, + "reason": "Polish request vs generic placeholder issue; no concrete shared target." + }, + { + "left": "issue:30240", + "right": "issue:44365", + "accept": false, + "reason": "Same translation template, but not enough evidence of the same language/request." + }, + { + "left": "issue:30240", + "right": "issue:43834", + "accept": false, + "reason": "Polish request vs generic template issue; not the same concrete change." + }, + { + "left": "issue:30240", + "right": "issue:47299", + "accept": false, + "reason": "The latter is garbled/spam-like and does not match the Polish translation request." + }, + { + "left": "issue:27088", + "right": "issue:30240", + "accept": false, + "reason": "Turkish vs Polish translation request; separate language targets." + }, + { + "left": "issue:38435", + "right": "issue:44370", + "accept": false, + "reason": "Romanian request vs generic template placeholder; no concrete duplicate evidence." + }, + { + "left": "issue:38435", + "right": "issue:44365", + "accept": false, + "reason": "Romanian request vs generic template placeholder; likely separate issues." + }, + { + "left": "issue:38435", + "right": "issue:43834", + "accept": false, + "reason": "Romanian request vs generic template issue; same theme, different concrete request." + }, + { + "left": "issue:38435", + "right": "issue:47299", + "accept": false, + "reason": "Garbled/spam-like issue does not look like the Romanian translation request." + }, + { + "left": "issue:38435", + "right": "issue:46226", + "accept": false, + "reason": "Romanian translation request vs garbled Thai text; unrelated underlying content." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": false, + "reason": "Both are template-like translation requests, but there is no evidence they are the same language-specific issue." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": false, + "reason": "Near-identical template text, but no concrete shared target language or request." + }, + { + "left": "issue:43834", + "right": "issue:47299", + "accept": false, + "reason": "Generic translation template vs spam/garbled title; not the same request." + }, + { + "left": "issue:43834", + "right": "issue:46226", + "accept": false, + "reason": "Template-like translation issue vs garbled Thai content; no shared concrete bug/change." + }, + { + "left": "issue:43834", + "right": "issue:46931", + "accept": false, + "reason": "Template-like translation issue vs unrelated Thai text; not duplicates." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": false, + "reason": "Titles/body look templated, but no explicit target language or concrete identical request." + }, + { + "left": "issue:44365", + "right": "issue:47299", + "accept": false, + "reason": "Generic translation template vs spam/garbled content; different underlying issue." + }, + { + "left": "issue:44365", + "right": "issue:46226", + "accept": false, + "reason": "Template-like translation issue vs garbled Thai text; no shared concrete request." + }, + { + "left": "issue:44365", + "right": "issue:46931", + "accept": false, + "reason": "Same template family, but the Thai text is unrelated to docs translation." + }, + { + "left": "issue:44370", + "right": "issue:47299", + "accept": false, + "reason": "Generic translation template vs spam/garbled content; not the same issue." + }, + { + "left": "issue:44370", + "right": "issue:46226", + "accept": false, + "reason": "Template-like translation issue vs garbled Thai content; no concrete overlap." + }, + { + "left": "issue:44370", + "right": "issue:46931", + "accept": false, + "reason": "Template-like translation issue vs unrelated Thai text; not duplicates." + }, + { + "left": "issue:46222", + "right": "issue:47299", + "accept": false, + "reason": "Both are garbled/spam-like, but there is no evidence they are the same concrete request." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": false, + "reason": "Generic translation template vs garbled Thai content; different underlying issues." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": false, + "reason": "Generic translation template vs garbled Thai content; not the same request." + }, + { + "left": "issue:43834", + "right": "issue:46222", + "accept": false, + "reason": "Template-like translation issue vs garbled Thai content; no shared concrete target." + }, + { + "left": "issue:46222", + "right": "issue:46226", + "accept": false, + "reason": "Both are garbled Thai text, but there is no concrete evidence they describe the same change or bug." + }, + { + "left": "issue:46226", + "right": "issue:46931", + "accept": false, + "reason": "Garbled Thai content in both, but not enough evidence of the same underlying request." + }, + { + "left": "issue:46226", + "right": "issue:47299", + "accept": false, + "reason": "Garbled/spam-like entries only; no clear same concrete issue." + }, + { + "left": "issue:46931", + "right": "issue:47299", + "accept": false, + "reason": "Unrelated garbled titles; no evidence of 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": 7, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-36718-22", + "nodes": [ + "issue:36718", + "issue:36817", + "issue:36879", + "issue:37015", + "issue:37334", + "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:37015|issue:37334", + "issue:36879|issue:37015", + "issue:37334|issue:41115", + "issue:37334|issue:43837", + "issue:37334|issue:43671", + "issue:37334|issue:42503", + "issue:41115|issue:43837", + "issue:41115|issue:44121", + "issue:41115|issue:42503", + "issue:41211|issue:43671", + "issue:37015|issue:42503", + "issue:42503|issue:43837", + "issue:42503|issue:43671", + "issue:42738|issue:45027", + "issue:42503|issue:42738", + "issue:42738|issue:42954", + "issue:42738|issue:46653", + "issue:42954|issue:44205", + "issue:37334|issue:42954", + "issue:42954|issue:43671", + "issue:42503|issue:42954", + "issue:42954|issue:45177", + "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:41115|issue:45027", + "issue:43837|issue:45027", + "issue:37015|issue:45027", + "issue:37334|issue:45027", + "issue:43837|issue:45177", + "issue:45322|issue:46133", + "issue:42954|issue:46653", + "issue:42503|issue:46653", + "issue:45027|issue:46653" + ], + "prepared_review_unit_hash": "8db3fe801a57badc5ad401c5cd878422fea1d89e64e367bb4065b03b2de8c90f", + "component_budget": { + "node_count": 22, + "item_count": 22, + "soft_pair_count": 55, + "serialized_chars": 31689, + "estimated_input_tokens": 7923, + "estimated_eval_tokens": 16102 + }, + "budget": { + "node_count": 22, + "item_count": 22, + "soft_pair_count": 55, + "serialized_chars": 31689, + "estimated_input_tokens": 7923, + "estimated_eval_tokens": 16102 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This is a loose topic cluster of unrelated model-request issues (vision, audio, language, detectors, matchers, and config additions). The similarities are mostly generic \u201cAdd model\u201d wording, so the soft edges should all be rejected.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue: these are different requested models and features across unrelated code paths and modalities, not duplicates of one underlying bug/change.", + "canonical_pr_reason": null, + "best_issue_reason": "If a representative issue is needed, 42503 is the closest to a generic model-add request, but it still does not cover the rest of the cluster well.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36718", + "right": "issue:47004", + "accept": false, + "reason": "Different keypoint projects (RoMa matcher vs LoMa detector+matcher); same domain, but not the same requested change." + }, + { + "left": "issue:36718", + "right": "issue:41115", + "accept": false, + "reason": "RoMa matcher is a vision matching request; MiniCPM3 is a model architecture request in a different area." + }, + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "EuroBert config support and DEIMv2 are different model additions." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert config support is unrelated to Qwen3-TTS speech support." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "EuroBert and RF-DETR are distinct models with different integration work." + }, + { + "left": "issue:36817", + "right": "issue:42954", + "accept": false, + "reason": "EuroBert config work is unrelated to XiaoMi MiMo." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR vision detection and DEIMv2 are separate model requests." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "RF-DETR and LFM2.5 Audio target different modalities and code paths." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "RF-DETR detection support is unrelated to the weight-sparse transformer request." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR vision detection and Qwen3-ASR speech recognition are different changes." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR and Qwen3-TTS are different tasks and model families." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT is a language model request; Qwen3-ASR is an audio transcription request." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT and the OpenAI weight-sparse transformer are unrelated model additions." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT and LFM2.5 Audio 1.5B are different model families in different modalities." + }, + { + "left": "issue:37015", + "right": "issue:37334", + "accept": false, + "reason": "NeoBERT and LLMDet are distinct requests; one is a BERT-like LM, the other a detector." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR detection support is not the same change as NeoBERT support." + }, + { + "left": "issue:37334", + "right": "issue:41115", + "accept": false, + "reason": "LLMDet support and MiniCPM3 architecture are separate model requests." + }, + { + "left": "issue:37334", + "right": "issue:43837", + "accept": false, + "reason": "LLMDet detection support is unrelated to Qwen3-ASR speech recognition." + }, + { + "left": "issue:37334", + "right": "issue:43671", + "accept": false, + "reason": "LLMDet and Qwen3-TTS are different tasks and model code paths." + }, + { + "left": "issue:37334", + "right": "issue:42503", + "accept": false, + "reason": "LLMDet and ModernVBERT are different model additions, not one duplicated request." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture work and Qwen3-ASR are unrelated requests." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 and the weight-sparse transformer are different models and changes." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 support is not the same as adding ModernVBERT models." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 detection support and Qwen3-TTS are unrelated." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are different BERT-like model requests, not duplicates." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT model addition and Qwen3-ASR speech recognition are unrelated." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT and Qwen3-TTS are different model families and tasks." + }, + { + "left": "issue:42503", + "right": "issue:46653", + "accept": false, + "reason": "ModernVBERT model support has nothing to do with the Mirko Privitera issue." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like models with RoPE and Voxtral TTS are different feature requests." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT models and BERT-like models with RoPE overlap only in broad language-model wording, not the same change." + }, + { + "left": "issue:42738", + "right": "issue:42954", + "accept": false, + "reason": "BERT-like RoPE support and XiaoMi MiMo are separate model requests." + }, + { + "left": "issue:42738", + "right": "issue:46653", + "accept": false, + "reason": "BERT-like models with RoPE is unrelated to the Mirko Privitera issue." + }, + { + "left": "issue:42954", + "right": "issue:44205", + "accept": false, + "reason": "XiaoMi MiMo and SAM3-LiteText are different model additions." + }, + { + "left": "issue:37334", + "right": "issue:42954", + "accept": false, + "reason": "LLMDet and XiaoMi MiMo are different requested models and tasks." + }, + { + "left": "issue:42954", + "right": "issue:43671", + "accept": false, + "reason": "XiaoMi MiMo and Qwen3-TTS are unrelated model requests." + }, + { + "left": "issue:42503", + "right": "issue:42954", + "accept": false, + "reason": "ModernVBERT and XiaoMi MiMo are different models; only the request style is similar." + }, + { + "left": "issue:42954", + "right": "issue:45177", + "accept": false, + "reason": "XiaoMi MiMo and DeepSeek-OCR2 are different requests across different model types." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS and Qwen3-ASR are related brands but different concrete tasks and implementations." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS and Voxtral-4B-TTS-2603 are different TTS model requests." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS support is unrelated to the weight-sparse transformer request." + }, + { + "left": "issue:43671", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-TTS and EUPE are different model families and integration work." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR and LFM2.5 Audio are different audio model requests, not the same change." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR and EUPE are unrelated." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR support is not the same as the weight-sparse transformer change." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio and SAM3-LiteText are different modalities and code paths." + }, + { + "left": "issue:43909", + "right": "issue:46645", + "accept": false, + "reason": "LFM2.5 Audio support is unrelated to the Granite SWA+sink option." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Weight-sparse transformer support and EUPE are distinct model requests." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 architecture work and Voxtral-4B-TTS support are unrelated." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral TTS are different speech models and tasks." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT and Voxtral TTS are unrelated model requests." + }, + { + "left": "issue:37334", + "right": "issue:45027", + "accept": false, + "reason": "LLMDet detection support is unrelated to Voxtral TTS." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR and DeepSeek-OCR2 are different modalities and changes." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "EUPE and TIPSv2 are different model additions from different authors and tasks." + }, + { + "left": "issue:42954", + "right": "issue:46653", + "accept": false, + "reason": "XiaoMi MiMo and Mirko Privitera are entirely different issues." + }, + { + "left": "issue:42503", + "right": "issue:46653", + "accept": false, + "reason": "ModernVBERT and Mirko Privitera are unrelated." + }, + { + "left": "issue:45027", + "right": "issue:46653", + "accept": false, + "reason": "Voxtral TTS support and Mirko Privitera are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 8, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-38740-2", + "nodes": [ + "issue:38740", + "issue:46443" + ], + "soft_pairs": [ + "issue:38740|issue:46443" + ], + "prepared_review_unit_hash": "6de9d99d6b1eb5931d8959cfbffa4643ebf387d7140e30e1509507fe76f4fba2", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1505, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1505, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The only pair is a weak text-similarity match, but the issues are unrelated: one is a docs request to add Pruna, the other is a Vision RoPE refactor. This is not a duplicate cluster.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: the docs request and the Vision RoPE refactor are different topics and do not describe the same bug or change.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue: neither item can represent the cluster because they are unrelated; 46443 is the more technical task, but it is not a duplicate of 38740.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38740", + "right": "issue:46443", + "accept": false, + "reason": "Different subjects and scopes: documentation about adding Pruna vs a Vision RoPE refactor. The similarity is only superficial, 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": 9, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41084-2", + "nodes": [ + "issue:41084", + "issue:43037" + ], + "soft_pairs": [ + "issue:41084|issue:43037" + ], + "prepared_review_unit_hash": "3708a8e6d459fd56de454109be97c96cb965650c75575db531343fbfb7f96193", + "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": "The two issues are not duplicates: one is a generic request about block decoding, while the other is a model-specific support request for DeepSeek v3.2. They do not describe the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue #43037 is the more specific and actionable request, but it is not a duplicate of #41084.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different scope and intent: 'Set Block Decoding' is a generic decoding-related request, while 'DeepSeek v3.2 support' is about adding support for a specific model. No clear shared underlying bug/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 10, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41306-2", + "nodes": [ + "issue:41306", + "issue:41826" + ], + "soft_pairs": [ + "issue:41306|issue:41826" + ], + "prepared_review_unit_hash": "6a7d7147d9e00f448b8b0906e3837f80a4cf2f892eb031271aec73f3bfcdfff0", + "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 a specific `from_pretrained()` flag request for TiledFusedLogitsLoss/FLCE, the other is a broader TiledMLP memory-footprint feature request. The shared \"Tiled\" theme is superficial.", + "confidence": 0.94, + "canonical_issue_reason": "Issue #41306 is the more concrete, narrowly scoped request tied to a specific code path (`from_pretrained()` behavior for TiledFusedLogitsLoss/FLCE).", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #41306 is the best representative because it is more actionable and specific; #41826 is a separate broader enhancement about TiledMLP memory usage.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41306", + "right": "issue:41826", + "accept": false, + "reason": "Different underlying requests: one is about a `from_pretrained()` flag for FLCE/TiledFusedLogitsLoss, the other is about integrating TiledMLP for lower memory use. Similar terminology is not enough to treat them as the same bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 11, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43598-2", + "nodes": [ + "issue:43598", + "issue:43600" + ], + "soft_pairs": [ + "issue:43598|issue:43600" + ], + "prepared_review_unit_hash": "8cd29eef3765601e22e27df15865302114c194c5f674fcc96bf8ae483ad16d6e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are related to Trainer extensibility, but they describe different problems: one is about the `remove_unused_column` behavior, the other about FLOPS estimation for custom trainers. They should not be treated as duplicates.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 43598 is more specific about a concrete Trainer customization pain point (`remove_unused_column`) and has a clearer actionable scope.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43598 is the better canonical issue because it targets a specific Trainer option and likely maps to a narrower, more directly fixable code path.", + "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: one concerns unused-column removal, the other concerns FLOPS estimation logic. Not the same change or defect." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 12, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "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": "32f42af16420db0b029771312aaac1fb67234bb94899285d4a641a235bbd695a", + "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 two different feature requests in the same broad Transformers area, but they target different model families and different task heads. They should not be clustered as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "Issue #43684 is the broader and more central request: registering Qwen3-Omni with AutoModel and AutoModelForConditionalGeneration. It describes a concrete missing model registration path rather than a narrow task-head variant.", + "canonical_pr_reason": null, + "best_issue_reason": "#43684 is the best representative issue because it covers the main registration gap and is more general than the sequence-classification-only request in #44405.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different underlying requests: Qwen3-Omni model registration for AutoModel/AutoModelForConditionalGeneration vs Qwen3.5 sequence-classification support for AutoModelForSequenceClassification. Same general ecosystem, but not the same bug/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-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": "9342bb68cacc26fb4c306ff37d4710a1b4c2346d1feddd72197ba3e43d82a68b", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4262, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4262, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Issue 43845 remains the best canonical placeholder for the repeated low-information \"huggingface \" reports, but the pairwise evidence is too thin to confidently mark those items as true duplicates; they should be treated as likely similar/unresolved. \"Fett\" appears unrelated. No PRs are present.", + "confidence": 0.76, + "canonical_issue_reason": "issue:43845 is the earliest of the identically titled \"huggingface \" issues and is the most reasonable placeholder canonical among that cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43845 is the best issue placeholder because it is one of the repeated identical-title reports and the earliest available member of that cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different titles and no body-level evidence tying \"Fett\" to the low-information \"huggingface \" report." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Different titles and no concrete shared problem details; only weak similarity signals are present." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Different titles and no concrete shared problem details; only weak similarity signals are present." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": false, + "reason": "Same title fragment, but the bodies are unavailable and deterministic_accept is false, so this is not enough to confirm a duplicate; treat as likely similar/unresolved." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": false, + "reason": "Same title fragment, but there is no body evidence and deterministic_accept is false; keep this unresolved rather than accepting a duplicate." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": false, + "reason": "Same title fragment, but the bodies are unavailable and deterministic_accept is false, so duplicate status is unproven." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The canonical placeholder choice is reasonable, but the soft-edge verdicts are too strong. In the packet, the three \"huggingface \" items only share title-level similarity and soft_similarity signals; the bodies are not available, and every pair is explicitly marked deterministic_accept=false. That is not enough to confidently accept them as duplicates. Please keep those verdicts conservative (e.g., likely similar / unresolved) unless you have stronger evidence from the issue bodies." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 14, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "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": "5889c1884ae448147daae06cab5c976c92301c55c6f4c76446c21eca3c72c4d7", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 12, + "serialized_chars": 7355, + "estimated_input_tokens": 1839, + "estimated_eval_tokens": 3934 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 12, + "serialized_chars": 7355, + "estimated_input_tokens": 1839, + "estimated_eval_tokens": 3934 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These look like unrelated low-content/spam or vague issues, not duplicates of one underlying bug. No soft edge has enough concrete overlap to merge.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:47036 is the most specific/legible item in the set, but it is still too vague to serve as a true canonical duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are spam-like titles with no concrete bug details; no shared underlying issue is visible." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Both are spam-like titles with no actionable content, so they do not appear to describe the same bug." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "One is a generic documentation suggestion, the other is spam; no duplicate bug/change can be inferred." + }, + { + "left": "issue:44371", + "right": "issue:47036", + "accept": false, + "reason": "These titles are unrelated and too vague to indicate the same underlying issue." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "Unrelated spam/generic titles with no shared concrete problem statement." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "Generic documentation enhancement versus spam; not the same issue." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "Generic documentation enhancement versus spam; no evidence of duplication." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Both are spam-like placeholders, but there is no concrete bug or change to match." + }, + { + "left": "issue:44572", + "right": "issue:47036", + "accept": false, + "reason": "No shared concrete subject matter beyond vague, low-information titles." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "Unrelated vague/spam titles; no common underlying bug or request is visible." + }, + { + "left": "issue:44573", + "right": "issue:47036", + "accept": false, + "reason": "No concrete overlap; the titles do not indicate the same problem." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "The items are unrelated and too sparse to support a duplicate merge." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 15, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45145-2", + "nodes": [ + "issue:45145", + "issue:45151" + ], + "soft_pairs": [ + "issue:45145|issue:45151" + ], + "prepared_review_unit_hash": "efd101d63df9118bcc7b607f7948a293cda0771bc959c269bdd3530a184b5470", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues are highly similar and likely related, but the evidence is limited to matching titles, similar body lengths, and weak soft-similarity signals. #45145 is still the best canonical issue because it is earlier and has the only inbound reference, but the duplicate call should be treated as tentative rather than certain.", + "confidence": 0.82, + "canonical_issue_reason": "#45145 is the earlier issue and has the only inbound reference, so it is the best canonical anchor if these are deduplicated.", + "canonical_pr_reason": null, + "best_issue_reason": "#45145 is the better issue to keep as the representative record because it predates #45151 and has stronger linkage, though the duplication evidence is not definitive.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": false, + "reason": "The titles match and the body lengths are close, but we do not have body content, explicit links, or targets. That is enough to suspect a duplicate, not enough to confidently assert the same underlying report." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The canonical choice of issue #45145 is grounded: it is earlier and has the only inbound reference. However, the duplicate verdict is a bit too strong for the packet. We only know the titles match, body lengths are similar, and there are no explicit links/targets; we do not have body content, so claims like \"same report content\" or \"no meaningful differences\" overstate the evidence. The soft match should be treated as tentative rather than asserted as near-certain." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 16, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "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": 17, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45762-2", + "nodes": [ + "issue:45762", + "issue:45763" + ], + "soft_pairs": [ + "issue:45762|issue:45763" + ], + "prepared_review_unit_hash": "561b1f6512395a8c741218878d48fe58ebb19510de4e0588e26e74ac22aacb50", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster contains two unrelated closed issues with personal-name/date titles and no technical content; they do not appear to be duplicates of the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": "Issue 45762 is the earliest-created item and, with no substantive issue details on either side, it is the cleanest representative if a single issue must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45762 is the best issue representative only by chronology; neither issue has enough technical signal to prefer one on content.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "Different names and dates with no shared problem description, code path, or issue target; these do not look like 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": "issue", + "component_index": 18, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45764-2", + "nodes": [ + "issue:45764", + "issue:45765" + ], + "soft_pairs": [ + "issue:45764|issue:45765" + ], + "prepared_review_unit_hash": "15cf1939f3a92a71d710301805684c1ab8b708314a9cd820a26226a57ef5b7ea", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are unrelated low-content items with different personal-name/date titles and no shared bug or feature context, so they should not be clustered as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a good canonical representative because neither contains actionable problem detail; if forced, no single issue stands out as the same underlying report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "Different names and dates, no body text, no shared targets or evidence of 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": "issue", + "component_index": 19, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45810-2", + "nodes": [ + "issue:45810", + "issue:46295" + ], + "soft_pairs": [ + "issue:45810|issue:46295" + ], + "prepared_review_unit_hash": "c533ef251bea22f1d7ba288209c105a5f7c92c05cc859d0aac8a331bcebf65e7", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1540, + "estimated_input_tokens": 385, + "estimated_eval_tokens": 1026 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1540, + "estimated_input_tokens": 385, + "estimated_eval_tokens": 1026 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are not duplicates: one requests a new Qwen3_5 token-classification model class, while the other asks for FP8 training support. They concern different features and code paths.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45810 is the more concrete, self-contained feature request, but it is not a substitute for 46295 and should not be treated as the same bug/change.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45810", + "right": "issue:46295", + "accept": false, + "reason": "No same underlying bug or change: model-class addition for token classification vs. FP8 training support are separate capabilities with different implementation targets." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 20, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "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": "9a006a6e12fce010532cb05154220f1e676b846f494b263e69043f5ffa211e3c", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5726, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5726, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "There are two likely duplicate issue pairs: 45870/45871 and 45872/45873. The evidence supports duplicate triage, but not a claim of proven exact body matches. Issue 45869 appears unrelated to those pairs.", + "confidence": 0.88, + "canonical_issue_reason": "45870 is the earliest member of the strongest likely-duplicate pair with 45871, and it is a reasonable representative to keep for that request.", + "canonical_pr_reason": null, + "best_issue_reason": "45870 is the strongest overall issue candidate to retain because it is part of a likely duplicate pair with the earliest timestamp, while 45869 is unrelated and the 45872/45873 pair is later.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Different requests: a dataset bundle versus a financial prediction example." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Different requests: a dataset bundle versus a financial prediction example." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Same title and matching metadata strongly suggest the same underlying issue; likely duplicates." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Different request area: financial prediction example versus scraping-service integration." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Different request area: financial prediction example versus scraping-service integration." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "Only broad domain overlap; not the same underlying issue." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Only broad domain overlap; not the same underlying issue." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Same title and matching metadata strongly suggest the same underlying issue; likely duplicates." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The grouping is directionally plausible, but the analyst overstates the evidence. The packet only shows identical titles and matching body lengths/other metadata, not exact body text, so calling 45870/45871 and 45872/45873 \u201cexact duplicates\u201d or \u201cexact title/body twins\u201d is too strong. The conservative conclusion is that they are likely duplicate issues, not proven exact matches." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 21, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "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": "70a9df9077e3bc51497e9ebbbf7e43343aa9c03708ec078aaa1012b2f29c1d74", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1641, + "estimated_input_tokens": 411, + "estimated_eval_tokens": 1078 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1641, + "estimated_input_tokens": 411, + "estimated_eval_tokens": 1078 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are related to static cache handling in linear-attention models, but they describe different failure modes and likely different root causes: one is a shape corruption/RuntimeError during early initialization, the other is a Qwen3.5-specific KeyError for `linear_attention`.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 46439 is the better canonical issue because it describes the broader underlying static-cache/linear-attention initialization problem in a model-agnostic way.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46441 is the most actionable report for reproduction because it names the affected model and gives a concrete failure signature (`KeyError: 'linear_attention'`).", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46439", + "right": "issue:46441", + "accept": false, + "reason": "Reject: both involve static cache and linear attention, but one fails with shape corruption/RuntimeError during early initialization while the other is a Qwen3.5 `KeyError`; they do not clearly look like the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 22, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46551-2", + "nodes": [ + "issue:46551", + "issue:46552" + ], + "soft_pairs": [ + "issue:46551|issue:46552" + ], + "prepared_review_unit_hash": "cc81fe7f9d0835648e5f39e7387802d0e262e564e091507324fe06d1959ecf5d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1707, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1707, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster contains two identical reports of the same Wav2Vec2CTCTokenizer v5 bug. #46552 is the better living issue because it is open and already has inbound references; #46551 is an older closed instance of the same report.", + "confidence": 0.95, + "canonical_issue_reason": "#46552 is the open, referenced tracker for the same report, so it is the better canonical issue.", + "canonical_pr_reason": null, + "best_issue_reason": "#46552 is the strongest issue to keep because it is active and has inbound references while matching #46551\u2019s title/body exactly.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46551", + "right": "issue:46552", + "accept": true, + "reason": "Same underlying bug report with identical title/body; #46552 is the better living tracker." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The packet supports that these two issues have identical titles/bodies and that #46552 is the better living tracker because it is open and has inbound references. However, the analysis overstates the evidence by calling #46551 a \u201cclosed duplicate\u201d and by presenting the pair as definitively duplicate rather than clearly same/near-identical reports. The soft-edge verdict should stay more conservative." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 23, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "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": "28da07af1dfbb9866f97121fb30e5855b06bc1f9055822b4c13b56d961a197cf", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1569, + "estimated_input_tokens": 393, + "estimated_eval_tokens": 1042 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1569, + "estimated_input_tokens": 393, + "estimated_eval_tokens": 1042 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues both concern model training, but they describe different failures: a tensor shape mismatch versus out-of-memory after several epochs. The shared wording is too broad to treat them as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 46657 is the more concrete, technically specific failure report and is the better representative of the cluster\u2019s training-bug theme, though it is not actually a duplicate of 46692.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46657 is the best single issue to surface here because it describes a clearer code-path problem (tensor size mismatch) than the more generic OOM report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46657", + "right": "issue:46692", + "accept": false, + "reason": "Reject: one report is a tensor-size mismatch during object detection training, the other is an out-of-memory condition after some epochs in RT-DETR v2 training. These are different failure modes and would not plausibly be fixed by the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 24, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46822-2", + "nodes": [ + "issue:46822", + "issue:46823" + ], + "soft_pairs": [ + "issue:46822|issue:46823" + ], + "prepared_review_unit_hash": "d2bc4fbda5de0d0c77845f41e51cc2d7ef5c91c453cc2ef516f68880f5350897", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1673, + "estimated_input_tokens": 419, + "estimated_eval_tokens": 1094 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1673, + "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 different loading bugs: one is ZeRO-3 zero.Init failing to partition a composite submodule and causing OOM, the other is 4-bit auto device mapping with max_memory incorrectly sending modules to CPU and raising ValueError. They should not be treated as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical duplicate here: 46822 is about ZeRO-3 composite submodule partitioning/OOM, while 46823 is about 4-bit load_in_4bit + device_map='auto' + max_memory mis-dispatching to CPU.", + "canonical_pr_reason": null, + "best_issue_reason": "46822 is the better standalone issue to keep as a representative of its specific bug report because it is a clear, concrete ZeRO-3 failure mode and is still open.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46822", + "right": "issue:46823", + "accept": false, + "reason": "They describe different underlying bugs, different code paths, and different failure signatures; the shared loading context is too broad to merge them." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 25, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46906-20", + "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", + "issue:47265", + "issue:47279", + "issue:47309", + "issue:47377", + "issue:47390" + ], + "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:47120|issue:47279", + "issue:47120|issue:47265", + "issue:47120|issue:47377", + "issue:47182|issue:47377", + "issue:47182|issue:47256", + "issue:47182|issue:47265", + "issue:47182|issue:47279", + "issue:47227|issue:47377", + "issue:47227|issue:47256", + "issue:47227|issue:47279", + "issue:47182|issue:47227", + "issue:47227|issue:47265", + "issue:47256|issue:47265", + "issue:47256|issue:47279", + "issue:47102|issue:47256", + "issue:47265|issue:47279", + "issue:47265|issue:47309", + "issue:47265|issue:47377", + "issue:47279|issue:47309", + "issue:47279|issue:47377", + "issue:47309|issue:47377", + "issue:47182|issue:47309", + "issue:47227|issue:47309", + "issue:47377|issue:47390", + "issue:47279|issue:47390", + "issue:47227|issue:47390", + "issue:47256|issue:47390", + "issue:47182|issue:47390" + ], + "prepared_review_unit_hash": "84dd606a34c8c1b451acfe7dd1e04f9dfdec8980f2252a1e945d771daf9a3e37", + "component_budget": { + "node_count": 20, + "item_count": 20, + "soft_pair_count": 64, + "serialized_chars": 34212, + "estimated_input_tokens": 8553, + "estimated_eval_tokens": 17362 + }, + "budget": { + "node_count": 20, + "item_count": 20, + "soft_pair_count": 64, + "serialized_chars": 34212, + "estimated_input_tokens": 8553, + "estimated_eval_tokens": 17362 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are dated daily triage issues for the same Serde/\"serge\" integration-failure workflow, not duplicate reports of one underlying bug. They should stay separate; at most, one can be treated as the best representative thread for the series.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 47279 is the strongest representative of the series: it has the highest engagement/inbound references among the dated triage issues and sits near the middle of the run.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 47279 is the best umbrella issue if one must be chosen, because it is the most central and active triage thread in this dated sequence.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46906", + "right": "issue:46940", + "accept": false, + "reason": "Reject: same triage template, but these are date-specific integration-failure reports; no evidence they describe one identical underlying bug." + }, + { + "left": "issue:46906", + "right": "issue:46948", + "accept": false, + "reason": "Reject: same triage template, but these are date-specific integration-failure reports; no evidence they describe one identical underlying bug." + }, + { + "left": "issue:46906", + "right": "issue:46969", + "accept": false, + "reason": "Reject: same triage template, but these are date-specific integration-failure reports; no evidence they describe one identical underlying bug." + }, + { + "left": "issue:46906", + "right": "issue:46985", + "accept": false, + "reason": "Reject: same triage template, but these are date-specific integration-failure reports; no evidence they describe one identical underlying bug." + }, + { + "left": "issue:46906", + "right": "issue:47037", + "accept": false, + "reason": "Reject: same triage template, but these are date-specific integration-failure reports; no evidence they describe one identical underlying bug." + }, + { + "left": "issue:46940", + "right": "issue:46948", + "accept": false, + "reason": "Reject: same triage template, but these are date-specific integration-failure reports; no evidence they describe one identical underlying bug." + }, + { + "left": "issue:46940", + "right": "issue:46969", + "accept": false, + "reason": "Reject: same triage template, but these are date-specific integration-failure reports; no evidence they describe one identical underlying bug." + }, + { + "left": "issue:46940", + "right": "issue:46985", + "accept": false, + "reason": "Reject: same triage template, but these are date-specific integration-failure reports; no evidence they describe one identical underlying bug." + }, + { + "left": "issue:46940", + "right": "issue:46998", + "accept": false, + "reason": "Reject: same triage template, but these are date-specific integration-failure reports; no evidence they describe one identical underlying bug." + }, + { + "left": "issue:46948", + "right": "issue:46969", + "accept": false, + "reason": "Reject: same triage template, but these are date-specific integration-failure reports; no evidence they describe one identical underlying bug." + }, + { + "left": "issue:46948", + "right": "issue:46985", + "accept": false, + "reason": "Reject: same triage template, but these are date-specific integration-failure reports; no evidence they describe one identical underlying bug." + }, + { + "left": "issue:46948", + "right": "issue:46998", + "accept": false, + "reason": "Reject: same triage template, but these are date-specific integration-failure reports; no evidence they describe one identical underlying bug." + }, + { + "left": "issue:46969", + "right": "issue:46985", + "accept": false, + "reason": "Reject: same triage template, but these are date-specific integration-failure reports; no evidence they describe one identical underlying bug." + }, + { + "left": "issue:46969", + "right": "issue:47037", + "accept": false, + "reason": "Reject: same triage template, but these are date-specific integration-failure reports; no evidence they describe one identical underlying bug." + }, + { + "left": "issue:46969", + "right": "issue:47091", + "accept": false, + "reason": "Reject: same triage template, but these are date-specific integration-failure reports; no evidence they describe one identical underlying bug." + }, + { + "left": "issue:46985", + "right": "issue:47037", + "accept": false, + "reason": "Reject: same triage template, but these are date-specific integration-failure reports; no evidence they describe one identical underlying bug." + }, + { + "left": "issue:46985", + "right": "issue:47049", + "accept": false, + "reason": "Reject: same triage template, but these are date-specific integration-failure reports; no evidence they describe one identical underlying bug." + }, + { + "left": "issue:46998", + "right": "issue:47053", + "accept": false, + "reason": "Reject: same triage template, but these are date-specific integration-failure reports; no evidence they describe one identical underlying bug." + }, + { + "left": "issue:46998", + "right": "issue:47037", + "accept": false, + "reason": "Reject: same triage template, but these are date-specific integration-failure reports; no evidence they describe one identical underlying bug." + }, + { + "left": "issue:46998", + "right": "issue:47049", + "accept": false, + "reason": "Reject: same triage template, but these are date-specific integration-failure reports; no evidence they describe one identical underlying bug." + }, + { + "left": "issue:46985", + "right": "issue:46998", + "accept": false, + "reason": "Reject: same triage template, but these are date-specific integration-failure reports; no evidence they describe one identical underlying bug." + }, + { + "left": "issue:46998", + "right": "issue:47091", + "accept": false, + "reason": "Reject: same triage template, but these are date-specific integration-failure reports; no evidence they describe one identical underlying bug." + }, + { + "left": "issue:47037", + "right": "issue:47049", + "accept": false, + "reason": "Reject: same triage template, but these are date-specific integration-failure reports; no evidence they describe one identical underlying bug." + }, + { + "left": "issue:47037", + "right": "issue:47091", + "accept": false, + "reason": "Reject: same triage template, but these are date-specific integration-failure reports; no evidence they describe one identical underlying bug." + }, + { + "left": "issue:47037", + "right": "issue:47053", + "accept": false, + "reason": "Reject: same triage template, but these are date-specific integration-failure reports; no evidence they describe one identical underlying bug." + }, + { + "left": "issue:47049", + "right": "issue:47053", + "accept": false, + "reason": "Reject: same triage template, but these are date-specific integration-failure reports; no evidence they describe one identical underlying bug." + }, + { + "left": "issue:47049", + "right": "issue:47091", + "accept": false, + "reason": "Reject: same triage template, but these are date-specific integration-failure reports; no evidence they describe one identical underlying bug." + }, + { + "left": "issue:47053", + "right": "issue:47091", + "accept": false, + "reason": "Reject: same triage template, but these are date-specific integration-failure reports; no evidence they describe one identical underlying bug." + }, + { + "left": "issue:47053", + "right": "issue:47102", + "accept": false, + "reason": "Reject: same triage template, but these are date-specific integration-failure reports; no evidence they describe one identical underlying bug." + }, + { + "left": "issue:47091", + "right": "issue:47102", + "accept": false, + "reason": "Reject: same triage template, but these are date-specific integration-failure reports; no evidence they describe one identical underlying bug." + }, + { + "left": "issue:46985", + "right": "issue:47091", + "accept": false, + "reason": "Reject: same triage template, but these are date-specific integration-failure reports; no evidence they describe one identical underlying bug." + }, + { + "left": "issue:47037", + "right": "issue:47102", + "accept": false, + "reason": "Reject: same triage template, but these are date-specific integration-failure reports; no evidence they describe one identical underlying bug." + }, + { + "left": "issue:46985", + "right": "issue:47102", + "accept": false, + "reason": "Reject: same triage template, but these are date-specific integration-failure reports; no evidence they describe one identical underlying bug." + }, + { + "left": "issue:47049", + "right": "issue:47102", + "accept": false, + "reason": "Reject: same triage template, but these are date-specific integration-failure reports; no evidence they describe one identical underlying bug." + }, + { + "left": "issue:47120", + "right": "issue:47182", + "accept": false, + "reason": "Reject: same triage template, but these are date-specific integration-failure reports; no evidence they describe one identical underlying bug." + }, + { + "left": "issue:47120", + "right": "issue:47256", + "accept": false, + "reason": "Reject: same triage template, but these are date-specific integration-failure reports; no evidence they describe one identical underlying bug." + }, + { + "left": "issue:47120", + "right": "issue:47279", + "accept": false, + "reason": "Reject: same triage template, but these are date-specific integration-failure reports; no evidence they describe one identical underlying bug." + }, + { + "left": "issue:47120", + "right": "issue:47265", + "accept": false, + "reason": "Reject: same triage template, but these are date-specific integration-failure reports; no evidence they describe one identical underlying bug." + }, + { + "left": "issue:47120", + "right": "issue:47377", + "accept": false, + "reason": "Reject: same triage template, but these are date-specific integration-failure reports; no evidence they describe one identical underlying bug." + }, + { + "left": "issue:47182", + "right": "issue:47227", + "accept": false, + "reason": "Reject: same triage template, but these are date-specific integration-failure reports; no evidence they describe one identical underlying bug." + }, + { + "left": "issue:47182", + "right": "issue:47256", + "accept": false, + "reason": "Reject: same triage template, but these are date-specific integration-failure reports; no evidence they describe one identical underlying bug." + }, + { + "left": "issue:47182", + "right": "issue:47265", + "accept": false, + "reason": "Reject: same triage template, but these are date-specific integration-failure reports; no evidence they describe one identical underlying bug." + }, + { + "left": "issue:47182", + "right": "issue:47279", + "accept": false, + "reason": "Reject: same triage template, but these are date-specific integration-failure reports; no evidence they describe one identical underlying bug." + }, + { + "left": "issue:47182", + "right": "issue:47309", + "accept": false, + "reason": "Reject: same triage template, but these are date-specific integration-failure reports; no evidence they describe one identical underlying bug." + }, + { + "left": "issue:47182", + "right": "issue:47377", + "accept": false, + "reason": "Reject: same triage template, but these are date-specific integration-failure reports; no evidence they describe one identical underlying bug." + }, + { + "left": "issue:47182", + "right": "issue:47390", + "accept": false, + "reason": "Reject: same triage template, but these are date-specific integration-failure reports; no evidence they describe one identical underlying bug." + }, + { + "left": "issue:47227", + "right": "issue:47256", + "accept": false, + "reason": "Reject: same triage template, but these are date-specific integration-failure reports; no evidence they describe one identical underlying bug." + }, + { + "left": "issue:47227", + "right": "issue:47265", + "accept": false, + "reason": "Reject: same triage template, but these are date-specific integration-failure reports; no evidence they describe one identical underlying bug." + }, + { + "left": "issue:47227", + "right": "issue:47279", + "accept": false, + "reason": "Reject: same triage template, but these are date-specific integration-failure reports; no evidence they describe one identical underlying bug." + }, + { + "left": "issue:47227", + "right": "issue:47309", + "accept": false, + "reason": "Reject: same triage template, but these are date-specific integration-failure reports; no evidence they describe one identical underlying bug." + }, + { + "left": "issue:47227", + "right": "issue:47377", + "accept": false, + "reason": "Reject: same triage template, but these are date-specific integration-failure reports; no evidence they describe one identical underlying bug." + }, + { + "left": "issue:47227", + "right": "issue:47390", + "accept": false, + "reason": "Reject: same triage template, but these are date-specific integration-failure reports; no evidence they describe one identical underlying bug." + }, + { + "left": "issue:47256", + "right": "issue:47265", + "accept": false, + "reason": "Reject: same triage template, but these are date-specific integration-failure reports; no evidence they describe one identical underlying bug." + }, + { + "left": "issue:47256", + "right": "issue:47279", + "accept": false, + "reason": "Reject: same triage template, but these are date-specific integration-failure reports; no evidence they describe one identical underlying bug." + }, + { + "left": "issue:47256", + "right": "issue:47390", + "accept": false, + "reason": "Reject: same triage template, but these are date-specific integration-failure reports; no evidence they describe one identical underlying bug." + }, + { + "left": "issue:47265", + "right": "issue:47279", + "accept": false, + "reason": "Reject: same triage template, but these are date-specific integration-failure reports; no evidence they describe one identical underlying bug." + }, + { + "left": "issue:47265", + "right": "issue:47309", + "accept": false, + "reason": "Reject: same triage template, but these are date-specific integration-failure reports; no evidence they describe one identical underlying bug." + }, + { + "left": "issue:47265", + "right": "issue:47377", + "accept": false, + "reason": "Reject: same triage template, but these are date-specific integration-failure reports; no evidence they describe one identical underlying bug." + }, + { + "left": "issue:47279", + "right": "issue:47309", + "accept": false, + "reason": "Reject: same triage template, but these are date-specific integration-failure reports; no evidence they describe one identical underlying bug." + }, + { + "left": "issue:47279", + "right": "issue:47377", + "accept": false, + "reason": "Reject: same triage template, but these are date-specific integration-failure reports; no evidence they describe one identical underlying bug." + }, + { + "left": "issue:47279", + "right": "issue:47390", + "accept": false, + "reason": "Reject: same triage template, but these are date-specific integration-failure reports; no evidence they describe one identical underlying bug." + }, + { + "left": "issue:47309", + "right": "issue:47377", + "accept": false, + "reason": "Reject: same triage template, but these are date-specific integration-failure reports; no evidence they describe one identical underlying bug." + }, + { + "left": "issue:47377", + "right": "issue:47390", + "accept": false, + "reason": "Reject: same triage template, but these are date-specific integration-failure reports; no evidence they describe one identical underlying bug." + }, + { + "left": "issue:47102", + "right": "issue:47256", + "accept": false, + "reason": "Reject: same triage template, but these are date-specific integration-failure reports; no evidence they describe one identical 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": 26, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46983-2", + "nodes": [ + "issue:46983", + "issue:46984" + ], + "soft_pairs": [ + "issue:46983|issue:46984" + ], + "prepared_review_unit_hash": "19c4008274f3f0e2d68fc9a1ecd50fe3e4f901546c7d54b9ce67fe9111d155ba", + "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": "These two issues are duplicates: same title, similar body size/timing, and strong text similarity with no conflicting scope signals. Keep one canonical issue and close the other as a duplicate.", + "confidence": 0.99, + "canonical_issue_reason": "issue #46983 is the better canonical anchor by lower number and identical title; there is no evidence it differs in scope from #46984.", + "canonical_pr_reason": null, + "best_issue_reason": "issue #46983 is suitable as the global best issue because it is the earliest and equally represents the shared request for RWKV7 support.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46983", + "right": "issue:46984", + "accept": true, + "reason": "Same underlying request: identical title and highly similar content indicate a duplicate issue rather than two distinct feature requests." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The conclusion is grounded in the packet: both issues have the same title, similar creation timing/body size, and strong soft-similarity evidence (Jaccard 0.837). The duplicate/soft-edge verdict is conservative and does not overclaim beyond the available evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 27, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "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": "41c5c5e4bd01db13723e16623e72916bae6d2bfd2e64705e74d39dd84e9bf4fe", + "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 clearly describe the same actionable bug, request, or code change. They look more like overlapping topic proposals than duplicates.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 47015 is the broader, more generic framing and is the better representative if one item must stand in for the cluster, but it is not a clear duplicate of 47007.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:47007", + "right": "issue:47015", + "accept": false, + "reason": "High topical overlap, but the titles and bodies suggest different writeups/themes rather than the same underlying issue or change; not enough evidence to merge as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 28, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-47138-2", + "nodes": [ + "issue:47138", + "issue:47139" + ], + "soft_pairs": [ + "issue:47138|issue:47139" + ], + "prepared_review_unit_hash": "bc88424995408e9eb9d79b6a17ca4a3ab2df8721fa0a27bc2265cf253d046adf", + "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": "#47138 and #47139 look like the same issue report, but the evidence is limited to identical titles, matching body length, and very similar metadata. #47138 is the better canonical anchor because it was created first and has slightly more inbound references.", + "confidence": 0.88, + "canonical_issue_reason": "#47138 is the earliest-created report and has marginally more inbound references, so it is the best anchor for consolidating discussion.", + "canonical_pr_reason": null, + "best_issue_reason": "#47138 is the clearest representative because it appears first and has the stronger reference signal.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:47138", + "right": "issue:47139", + "accept": true, + "reason": "The two issues have the same title and matching body length, with creation times only seconds apart, which is enough to treat them as the same underlying report, though the evidence is not exhaustive." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The pair is plausibly the same issue, but the analyst overstates the evidence by calling them \u201cexact duplicates\u201d and \u201cnot less complete\u201d when the packet only shows matching titles/body lengths and similar metadata, not body text. The canonical choice of #47138 is grounded by earlier creation time and slightly higher inbound references, but the soft-edge verdict should be more conservative." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 31, + "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-40546-81", + "nodes": [ + "pull_request:43251", + "pull_request:43254", + "pull_request:44775", + "pull_request:45157", + "pull_request:46196", + "pull_request:46266", + "pull_request:46395", + "pull_request:46836", + "pull_request:46903", + "pull_request:46912", + "pull_request:46954", + "pull_request:46957", + "pull_request:46958", + "pull_request:46974", + "pull_request:46995", + "pull_request:47003", + "pull_request:47077", + "pull_request:47078", + "pull_request:47082", + "pull_request:47090", + "pull_request:47093", + "pull_request:47105", + "pull_request:47108", + "pull_request:47129", + "pull_request:47163", + "pull_request:47166", + "pull_request:47173", + "pull_request:47179", + "pull_request:47184", + "pull_request:47202", + "pull_request:47204", + "pull_request:47210", + "pull_request:47212", + "pull_request:47216", + "pull_request:47243", + "pull_request:47268", + "pull_request:47275", + "pull_request:47284", + "pull_request:47291", + "pull_request:47292", + "pull_request:47295", + "pull_request:47301", + "pull_request:47336", + "pull_request:47360", + "pull_request:47374", + "pull_request:47383", + "pull_request:47384", + "pull_request:47395" + ], + "soft_pairs": [ + "pull_request:43251|pull_request:43254", + "pull_request:46903|pull_request:47090", + "pull_request:47090|pull_request:47395", + "pull_request:46903|pull_request:46958", + "pull_request:46903|pull_request:47395", + "pull_request:47268|pull_request:47284", + "pull_request:46958|pull_request:46974", + "pull_request:46954|pull_request:46958", + "pull_request:47173|pull_request:47284", + "pull_request:47202|pull_request:47204", + "pull_request:47204|pull_request:47374", + "pull_request:47284|pull_request:47292", + "pull_request:47108|pull_request:47202", + "pull_request:47077|pull_request:47078", + "pull_request:47204|pull_request:47243", + "pull_request:47202|pull_request:47360", + "pull_request:47108|pull_request:47360", + "pull_request:47105|pull_request:47129", + "pull_request:47301|pull_request:47360", + "pull_request:47077|pull_request:47212", + "pull_request:46266|pull_request:46957", + "pull_request:47360|pull_request:47383", + "pull_request:47173|pull_request:47184", + "pull_request:47275|pull_request:47360", + "pull_request:47291|pull_request:47384", + "pull_request:47166|pull_request:47173", + "pull_request:47077|pull_request:47275", + "pull_request:44775|pull_request:47275", + "pull_request:47275|pull_request:47301", + "pull_request:46912|pull_request:47179", + "pull_request:47216|pull_request:47275", + "pull_request:46196|pull_request:47202", + "pull_request:46912|pull_request:47284", + "pull_request:47163|pull_request:47284", + "pull_request:46836|pull_request:47202", + "pull_request:46196|pull_request:47210", + "pull_request:47003|pull_request:47204", + "pull_request:47093|pull_request:47275", + "pull_request:45157|pull_request:47093", + "pull_request:46995|pull_request:47163", + "pull_request:47163|pull_request:47173", + "pull_request:46836|pull_request:47275", + "pull_request:45157|pull_request:46395", + "pull_request:46912|pull_request:47082", + "pull_request:47204|pull_request:47295", + "pull_request:47163|pull_request:47384", + "pull_request:44775|pull_request:47301", + "pull_request:46196|pull_request:46995", + "pull_request:47301|pull_request:47384", + "pull_request:47216|pull_request:47384", + "pull_request:47077|pull_request:47301", + "pull_request:47336|pull_request:47384", + "pull_request:44775|pull_request:47077", + "pull_request:47166|pull_request:47292" + ], + "prepared_review_unit_hash": "f3cc3ff8e43bb3308500fc4ce01e2150b8329f552f0de0d5114abb3ea71bc6c0", + "component_budget": { + "node_count": 81, + "item_count": 81, + "soft_pair_count": 223, + "serialized_chars": 277797, + "estimated_input_tokens": 69450, + "estimated_eval_tokens": 139156 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 54, + "serialized_chars": 126535, + "estimated_input_tokens": 31634, + "estimated_eval_tokens": 63524 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated PRs; the only clear duplicate-like pairs are the two `fixed_cross_entropy` kwargs fixes and the two CohereASR/PPFormulaNet double-shift loss fixes.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "`pull_request:47090` is the best representative of the double-shift loss bug: it addresses the same training-loss path as the earlier CohereASR/PPFormulaNet fixes, covers the broader affected model set, and uses the more complete `shift_labels`-based approach.", + "best_issue_reason": null, + "best_pr_reason": "`pull_request:47090` has the strongest duplicate-triage value because it targets a concrete, recurring bug across multiple model implementations and is the most comprehensive fix among the overlapping loss-fix PRs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Same underlying `fixed_cross_entropy` bug: both pass supported kwargs through to `nn.functional.cross_entropy` for issue #43240 and differ only in API shape/cleanup." + }, + { + "left": "pull_request:46903", + "right": "pull_request:47090", + "accept": true, + "reason": "Same concrete double-shift training-loss bug in the same model family; `47090` extends the earlier fix to additional affected models, so these are mergeable into one PR." + }, + { + "left": "pull_request:47090", + "right": "pull_request:47395", + "accept": false, + "reason": "Both mention double-shift loss, but they fix different model code paths (`CohereASR/Moonshine/PPFormulaNet` vs `GitForCausalLM`), so they are not the same change." + }, + { + "left": "pull_request:46903", + "right": "pull_request:46958", + "accept": true, + "reason": "Same CohereASR/PPFormulaNet training-loss double-shift bug; the two PRs are alternative implementations of the same fix in overlapping files." + }, + { + "left": "pull_request:46903", + "right": "pull_request:47395", + "accept": false, + "reason": "Same general symptom, but different model and different forward/loss path; too broad to treat as the same change." + }, + { + "left": "pull_request:47268", + "right": "pull_request:47284", + "accept": false, + "reason": "Unrelated fixes: Zaya quantized-cache/XPU test handling vs MIMO V2 Flash runtime/test adjustments." + }, + { + "left": "pull_request:46958", + "right": "pull_request:46974", + "accept": false, + "reason": "Different problems entirely: CohereASR loss handling vs a MusicGen generate() typo." + }, + { + "left": "pull_request:46954", + "right": "pull_request:46958", + "accept": false, + "reason": "Pytest v9 compatibility change vs CohereASR loss fix; they touch different code paths and failure modes." + }, + { + "left": "pull_request:47173", + "right": "pull_request:47284", + "accept": false, + "reason": "Different test/fix areas: XPU expectation updates across model tests vs MIMO V2 Flash implementation fixes." + }, + { + "left": "pull_request:47202", + "right": "pull_request:47204", + "accept": false, + "reason": "Both are Docker/CI-related, but one removes an old builder workflow and the other adds exporter dependencies to torch-light; not the same change." + }, + { + "left": "pull_request:47204", + "right": "pull_request:47374", + "accept": false, + "reason": "Both are docs/infra adjacent but address different exporter/CI documentation updates, not one concrete bug or feature." + }, + { + "left": "pull_request:47284", + "right": "pull_request:47292", + "accept": false, + "reason": "Different model/test issues: MIMO V2 Flash vs TIPSv2 DPT XPU test expectations." + }, + { + "left": "pull_request:47108", + "right": "pull_request:47202", + "accept": false, + "reason": "Doc-builder pin comment cleanup is unrelated to removing the CI Docker image builder." + }, + { + "left": "pull_request:47108", + "right": "pull_request:47360", + "accept": false, + "reason": "Doc-builder pin comment cleanup vs OTEL CI workflow changes are separate workflow maintenance tasks." + }, + { + "left": "pull_request:47077", + "right": "pull_request:47078", + "accept": false, + "reason": "Both touch Japanese docs, but one is a DistilBERT docs translation addition and the other is wording cleanup; not the same underlying change." + }, + { + "left": "pull_request:47204", + "right": "pull_request:47243", + "accept": false, + "reason": "Exporter dependency setup for torch-light vs Executorch exporter code fixes; related domain, but not the same concrete bug/change." + }, + { + "left": "pull_request:47202", + "right": "pull_request:47360", + "accept": false, + "reason": "CI Docker-builder removal vs OTEL workflow repointing are different infrastructure changes." + }, + { + "left": "pull_request:47108", + "right": "pull_request:47360", + "accept": false, + "reason": "Different workflow concerns: doc-builder pin comments vs OTEL instrumentation workflow." + }, + { + "left": "pull_request:47105", + "right": "pull_request:47129", + "accept": false, + "reason": "Unrelated: VITS forward test re-enable vs RT-DETR v2 converter key cleanup." + }, + { + "left": "pull_request:47301", + "right": "pull_request:47360", + "accept": false, + "reason": "Docs for multi-token prediction vs CI OTEL workflow instrumentation are unrelated." + }, + { + "left": "pull_request:47077", + "right": "pull_request:47212", + "accept": false, + "reason": "Japanese DistilBERT docs changes vs kv-cache documentation updates are different docs topics." + }, + { + "left": "pull_request:46266", + "right": "pull_request:46957", + "accept": false, + "reason": "Different codebases and goals: DINO model conversion/support vs finegrained FP8 decode kernel optimization." + }, + { + "left": "pull_request:47360", + "right": "pull_request:47383", + "accept": false, + "reason": "CI workflow instrumentation vs Kimi integration tests are unrelated." + }, + { + "left": "pull_request:47173", + "right": "pull_request:47184", + "accept": false, + "reason": "Separate XPU-related test adjustments for different models." + }, + { + "left": "pull_request:47275", + "right": "pull_request:47360", + "accept": false, + "reason": "EfficientViTSAM model support vs CI OTEL workflow are unrelated." + }, + { + "left": "pull_request:47291", + "right": "pull_request:47384", + "accept": false, + "reason": "Generation-config deprecation vs Gemma 4 heterogeneous attention config are different changes." + }, + { + "left": "pull_request:47166", + "right": "pull_request:47173", + "accept": false, + "reason": "Quantization test coverage vs XPU expectation fixes; same general test-maintenance area but not the same bug." + }, + { + "left": "pull_request:47077", + "right": "pull_request:47275", + "accept": false, + "reason": "Japanese docs translation vs EfficientViTSAM model addition are unrelated." + }, + { + "left": "pull_request:44775", + "right": "pull_request:47275", + "accept": false, + "reason": "N-D parallelism docs vs EfficientViTSAM model support are unrelated." + }, + { + "left": "pull_request:47275", + "right": "pull_request:47301", + "accept": false, + "reason": "Model addition vs assisted-decoding docs update are unrelated." + }, + { + "left": "pull_request:47216", + "right": "pull_request:47275", + "accept": false, + "reason": "Compressed-tensors fp8 support vs EfficientViTSAM model addition are unrelated." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47179", + "accept": false, + "reason": "RoPE tests vs Granite-swa/Granitemoe-swa model support are unrelated." + }, + { + "left": "pull_request:47216", + "right": "pull_request:47384", + "accept": false, + "reason": "Compressed-tensors quantization support vs Gemma 4 config refactor are unrelated." + }, + { + "left": "pull_request:46196", + "right": "pull_request:47202", + "accept": false, + "reason": "SDPA dispatch support for audio models vs Docker builder removal are unrelated." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47284", + "accept": false, + "reason": "RoPE test coverage vs MIMO V2 Flash fixes are unrelated." + }, + { + "left": "pull_request:47163", + "right": "pull_request:47284", + "accept": false, + "reason": "Paged-attention XPU tests vs MIMO V2 Flash fixes are unrelated." + }, + { + "left": "pull_request:46836", + "right": "pull_request:47202", + "accept": false, + "reason": "Unlimited OCR model support vs Docker builder cleanup are unrelated." + }, + { + "left": "pull_request:46196", + "right": "pull_request:46995", + "accept": false, + "reason": "Audio SDPA dispatch vs flash-linear-attention availability on MLU are different runtime support changes." + }, + { + "left": "pull_request:47093", + "right": "pull_request:47275", + "accept": false, + "reason": "OpenPangu-V2 model support vs EfficientViTSAM model support are different model additions." + }, + { + "left": "pull_request:45157", + "right": "pull_request:47093", + "accept": false, + "reason": "PrismML Bonsai GGUF support vs OpenPangu-V2 model support are unrelated." + }, + { + "left": "pull_request:47202", + "right": "pull_request:47295", + "accept": false, + "reason": "Docker builder removal vs DiffusionGemma mask casting are unrelated." + }, + { + "left": "pull_request:47163", + "right": "pull_request:47384", + "accept": false, + "reason": "Paged-attention XPU tests vs Gemma 4 config changes are unrelated." + }, + { + "left": "pull_request:44775", + "right": "pull_request:47301", + "accept": false, + "reason": "Parallelism docs vs multi-token prediction docs are unrelated." + }, + { + "left": "pull_request:46196", + "right": "pull_request:47210", + "accept": false, + "reason": "Different attention-path optimizations: SDPA dispatch for audio models vs packed-row varlen attention routing." + }, + { + "left": "pull_request:47301", + "right": "pull_request:47384", + "accept": false, + "reason": "Multi-token prediction docs vs Gemma 4 per-layer config refactor are unrelated." + }, + { + "left": "pull_request:47216", + "right": "pull_request:47384", + "accept": false, + "reason": "Quantization docs/code for compressed tensors vs Gemma 4 heterogeneous config refactor are unrelated." + }, + { + "left": "pull_request:47336", + "right": "pull_request:47384", + "accept": false, + "reason": "Offloaded model saving bugfix vs Gemma 4 config validation refactor are unrelated." + }, + { + "left": "pull_request:44775", + "right": "pull_request:47077", + "accept": false, + "reason": "N-D parallelism docs vs Japanese DistilBERT docs are unrelated." + }, + { + "left": "pull_request:47166", + "right": "pull_request:47292", + "accept": false, + "reason": "Quantization test updates vs TIPSv2 DPT XPU test updates are different test failures." + }, + { + "left": "pull_request:46995", + "right": "pull_request:47163", + "accept": false, + "reason": "MLU flash-linear-attention availability check vs paged-attention XPU tests are unrelated." + }, + { + "left": "pull_request:47163", + "right": "pull_request:47184", + "accept": false, + "reason": "Different accelerator/test updates for different models." + }, + { + "left": "pull_request:47275", + "right": "pull_request:47360", + "accept": false, + "reason": "Model addition vs OTEL CI workflow are unrelated." + }, + { + "left": "pull_request:47291", + "right": "pull_request:47384", + "accept": false, + "reason": "Generation-config deprecation vs Gemma 4 attention config are separate changes." + }, + { + "left": "pull_request:47166", + "right": "pull_request:47173", + "accept": false, + "reason": "Different test-maintenance targets and different failure contexts." + }, + { + "left": "pull_request:47077", + "right": "pull_request:47275", + "accept": false, + "reason": "Japanese docs translation vs model support are unrelated." + }, + { + "left": "pull_request:46836", + "right": "pull_request:47275", + "accept": false, + "reason": "Unlimited OCR support vs EfficientViTSAM support are separate model additions." + }, + { + "left": "pull_request:47216", + "right": "pull_request:47295", + "accept": false, + "reason": "Compressed-tensors quantization vs DiffusionGemma mask casting are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 31, + "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-40546-81", + "nodes": [ + "pull_request:43451", + "pull_request:44517", + "pull_request:44775", + "pull_request:45157", + "pull_request:46196", + "pull_request:46266", + "pull_request:46267", + "pull_request:46381", + "pull_request:46509", + "pull_request:46604", + "pull_request:46658", + "pull_request:46836", + "pull_request:46895", + "pull_request:46912", + "pull_request:46957", + "pull_request:46995", + "pull_request:47003", + "pull_request:47077", + "pull_request:47078", + "pull_request:47082", + "pull_request:47093", + "pull_request:47105", + "pull_request:47108", + "pull_request:47113", + "pull_request:47143", + "pull_request:47163", + "pull_request:47166", + "pull_request:47175", + "pull_request:47179", + "pull_request:47184", + "pull_request:47210", + "pull_request:47216", + "pull_request:47243", + "pull_request:47275", + "pull_request:47291", + "pull_request:47294", + "pull_request:47298", + "pull_request:47301", + "pull_request:47304", + "pull_request:47306", + "pull_request:47320", + "pull_request:47322", + "pull_request:47336", + "pull_request:47352", + "pull_request:47360", + "pull_request:47367", + "pull_request:47383", + "pull_request:47398" + ], + "soft_pairs": [ + "pull_request:46267|pull_request:47383", + "pull_request:47294|pull_request:47320", + "pull_request:46509|pull_request:46995", + "pull_request:46995|pull_request:47143", + "pull_request:47093|pull_request:47143", + "pull_request:46266|pull_request:47301", + "pull_request:44775|pull_request:47304", + "pull_request:46266|pull_request:47383", + "pull_request:47082|pull_request:47210", + "pull_request:46196|pull_request:47179", + "pull_request:47093|pull_request:47163", + "pull_request:47179|pull_request:47210", + "pull_request:47082|pull_request:47108", + "pull_request:46604|pull_request:47003", + "pull_request:46266|pull_request:47216", + "pull_request:47108|pull_request:47301", + "pull_request:47078|pull_request:47275", + "pull_request:47082|pull_request:47275", + "pull_request:46995|pull_request:47301", + "pull_request:46266|pull_request:47336", + "pull_request:47175|pull_request:47179", + "pull_request:44775|pull_request:46836", + "pull_request:47163|pull_request:47179", + "pull_request:47082|pull_request:47216", + "pull_request:46604|pull_request:46658", + "pull_request:44517|pull_request:45157", + "pull_request:47275|pull_request:47336", + "pull_request:47210|pull_request:47304", + "pull_request:47108|pull_request:47383", + "pull_request:46957|pull_request:47216", + "pull_request:47216|pull_request:47336", + "pull_request:46912|pull_request:47078", + "pull_request:47179|pull_request:47301", + "pull_request:47166|pull_request:47352", + "pull_request:46912|pull_request:47294", + "pull_request:47184|pull_request:47352", + "pull_request:47143|pull_request:47320", + "pull_request:47175|pull_request:47294", + "pull_request:46895|pull_request:47306", + "pull_request:46196|pull_request:47301", + "pull_request:47105|pull_request:47298", + "pull_request:47275|pull_request:47304", + "pull_request:45157|pull_request:46658", + "pull_request:47078|pull_request:47322", + "pull_request:44517|pull_request:47301", + "pull_request:47078|pull_request:47243", + "pull_request:46895|pull_request:47398", + "pull_request:47294|pull_request:47360", + "pull_request:46912|pull_request:47291", + "pull_request:47113|pull_request:47304", + "pull_request:47163|pull_request:47352", + "pull_request:43451|pull_request:44517", + "pull_request:47352|pull_request:47383", + "pull_request:44517|pull_request:47383", + "pull_request:43451|pull_request:47352", + "pull_request:44517|pull_request:47143", + "pull_request:47243|pull_request:47294", + "pull_request:46604|pull_request:47163", + "pull_request:46957|pull_request:47383", + "pull_request:47210|pull_request:47291", + "pull_request:46604|pull_request:47383", + "pull_request:46957|pull_request:47360", + "pull_request:46895|pull_request:47298", + "pull_request:47113|pull_request:47175", + "pull_request:46381|pull_request:47322", + "pull_request:43451|pull_request:46604", + "pull_request:46957|pull_request:47301", + "pull_request:47113|pull_request:47275", + "pull_request:47113|pull_request:47243", + "pull_request:46912|pull_request:47113", + "pull_request:47077|pull_request:47367", + "pull_request:47294|pull_request:47306" + ], + "prepared_review_unit_hash": "2811e28c62c056415f9329aed1a42d3d270b7ea694e1ea41ccff82f5992d1794", + "component_budget": { + "node_count": 81, + "item_count": 81, + "soft_pair_count": 223, + "serialized_chars": 277797, + "estimated_input_tokens": 69450, + "estimated_eval_tokens": 139156 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 72, + "serialized_chars": 139852, + "estimated_input_tokens": 34963, + "estimated_eval_tokens": 70182 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is a loose grab-bag of unrelated open PRs: new model integrations, docs updates, quantization/runtime fixes, and isolated test tweaks. I do not see any convincing duplicate PR pair; the soft edges mostly reflect broad topical similarity rather than the same concrete change.", + "confidence": 0.17, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47352 is the broadest cross-cutting infrastructure change in the set, with multiple downstream references and a coherent runtime/runtime-utils scope, so it is the best single representative here.", + "best_issue_reason": null, + "best_pr_reason": "PR 47352 is the strongest overall representative of the cluster because it spans reusable distributed/runtime utilities rather than a narrow model- or doc-only update.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46267", + "right": "pull_request:47383", + "accept": false, + "reason": "Chat parsing/serving refactor vs Kimi integration tests; different subsystems and no shared code-path bug." + }, + { + "left": "pull_request:47294", + "right": "pull_request:47320", + "accept": false, + "reason": "Kernel-native causal_conv1d integration vs response_schema deprecation; unrelated changes." + }, + { + "left": "pull_request:46509", + "right": "pull_request:46995", + "accept": false, + "reason": "Nemotron Omni model support vs flash-linear-attention availability; different features and code paths." + }, + { + "left": "pull_request:46995", + "right": "pull_request:47143", + "accept": false, + "reason": "Flash-linear-attention backend availability vs NeuCodec model add; unrelated." + }, + { + "left": "pull_request:47093", + "right": "pull_request:47143", + "accept": false, + "reason": "OpenPangu-V2 model support vs NeuCodec support; separate model additions." + }, + { + "left": "pull_request:46266", + "right": "pull_request:47301", + "accept": false, + "reason": "Dino modernization/model conversion work vs assisted-decoding docs for MTP; not the same change." + }, + { + "left": "pull_request:44775", + "right": "pull_request:47304", + "accept": false, + "reason": "Different documentation updates: distributed-training nav/docs vs MPS graph cache docs." + }, + { + "left": "pull_request:46266", + "right": "pull_request:47383", + "accept": false, + "reason": "Dino modernization/model infra vs Kimi integration tests; no concrete overlap." + }, + { + "left": "pull_request:47082", + "right": "pull_request:47210", + "accept": false, + "reason": "RoMa keypoint matcher support vs packed SDPA varlen routing; different model/runtime areas." + }, + { + "left": "pull_request:46196", + "right": "pull_request:47179", + "accept": false, + "reason": "wav2vec2 SDPA dispatch vs Granite-SWA model support; unrelated." + }, + { + "left": "pull_request:47093", + "right": "pull_request:47163", + "accept": false, + "reason": "OpenPangu-V2 model add vs XPU paged-attention tests; not the same bug or feature." + }, + { + "left": "pull_request:47179", + "right": "pull_request:47210", + "accept": false, + "reason": "Granite-SWA model support vs packed SDPA routing; different code paths." + }, + { + "left": "pull_request:47082", + "right": "pull_request:47108", + "accept": false, + "reason": "RoMa model support vs doc-builder pin-comment cleanup; unrelated." + }, + { + "left": "pull_request:46604", + "right": "pull_request:47003", + "accept": false, + "reason": "Mistral tekken tokenizer utilities vs OpenVINO exporter; separate integrations." + }, + { + "left": "pull_request:46266", + "right": "pull_request:47216", + "accept": false, + "reason": "Dino model modernization vs compressed-tensors FP8 support; only broadly quantization/model infra adjacent, not the same change." + }, + { + "left": "pull_request:47108", + "right": "pull_request:47301", + "accept": false, + "reason": "Docs CI comment cleanup vs assisted-decoding MTP docs; unrelated documentation edits." + }, + { + "left": "pull_request:47078", + "right": "pull_request:47275", + "accept": false, + "reason": "Japanese wording/doc translation cleanup vs EfficientViT-SAM model support; unrelated." + }, + { + "left": "pull_request:47082", + "right": "pull_request:47275", + "accept": false, + "reason": "RoMa keypoint matcher support vs EfficientViT-SAM model support; different models." + }, + { + "left": "pull_request:46995", + "right": "pull_request:47301", + "accept": false, + "reason": "Flash-linear-attention availability vs MTP docs; unrelated." + }, + { + "left": "pull_request:46266", + "right": "pull_request:47336", + "accept": false, + "reason": "Dino modernization/model conversion vs offloaded-model saving fix; different bugs/features." + }, + { + "left": "pull_request:47175", + "right": "pull_request:47179", + "accept": false, + "reason": "Olmo3 CI expectation updates vs Granite-SWA model support; unrelated." + }, + { + "left": "pull_request:44775", + "right": "pull_request:46836", + "accept": false, + "reason": "Distributed-training docs/nav changes vs Unlimited OCR model support; unrelated." + }, + { + "left": "pull_request:47163", + "right": "pull_request:47179", + "accept": false, + "reason": "XPU paged-attention tests vs Granite-SWA model support; different areas." + }, + { + "left": "pull_request:47082", + "right": "pull_request:47216", + "accept": false, + "reason": "RoMa keypoint matcher vs compressed-tensors FP8; no shared concrete bug/change." + }, + { + "left": "pull_request:46604", + "right": "pull_request:46658", + "accept": false, + "reason": "Mistral tekken utilities vs Step 3.7 Flash tooling/model build; different workstreams." + }, + { + "left": "pull_request:44517", + "right": "pull_request:45157", + "accept": false, + "reason": "Qwen3 TTS model support vs PrismML Bonsai support; unrelated model integrations." + }, + { + "left": "pull_request:47275", + "right": "pull_request:47336", + "accept": false, + "reason": "EfficientViT-SAM model add vs offloaded-model saving bugfix; not the same change." + }, + { + "left": "pull_request:47210", + "right": "pull_request:47304", + "accept": false, + "reason": "Packed SDPA varlen routing vs MPS graph-cache docs; unrelated." + }, + { + "left": "pull_request:46957", + "right": "pull_request:47216", + "accept": false, + "reason": "Finegrained FP8 fused decode work vs compressed-tensors FP8 support; same broad quantization theme but different concrete implementations." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47078", + "accept": false, + "reason": "RoPE tests/rotary-embedding work vs Japanese wording cleanup; unrelated." + }, + { + "left": "pull_request:47179", + "right": "pull_request:47301", + "accept": false, + "reason": "Granite-SWA model support vs MTP docs; unrelated." + }, + { + "left": "pull_request:47166", + "right": "pull_request:47352", + "accept": false, + "reason": "Quantization test expansion vs distributed runtime utilities; no overlap." + }, + { + "left": "pull_request:46196", + "right": "pull_request:47301", + "accept": false, + "reason": "wav2vec2 SDPA dispatch vs MTP docs; unrelated." + }, + { + "left": "pull_request:47105", + "right": "pull_request:47298", + "accept": false, + "reason": "VITS test re-enable vs MI450 model-failure fixes; different tests and code paths." + }, + { + "left": "pull_request:47275", + "right": "pull_request:47304", + "accept": false, + "reason": "EfficientViT-SAM model support vs docs-only MPS graph-cache cleanup; unrelated." + }, + { + "left": "pull_request:45157", + "right": "pull_request:46658", + "accept": false, + "reason": "PrismML Bonsai support vs Step 3.7 Flash model tooling; unrelated additions." + }, + { + "left": "pull_request:47078", + "right": "pull_request:47322", + "accept": false, + "reason": "Japanese docs wording cleanup vs AMD Quark config-class changes; unrelated." + }, + { + "left": "pull_request:44517", + "right": "pull_request:47301", + "accept": false, + "reason": "Qwen3 TTS model support vs MTP docs; no shared concrete bug or feature." + }, + { + "left": "pull_request:47078", + "right": "pull_request:47243", + "accept": false, + "reason": "Japanese wording/docs cleanup vs Executorch exporter fixes; unrelated." + }, + { + "left": "pull_request:46895", + "right": "pull_request:47291", + "accept": false, + "reason": "CohereASR double-shift fix vs deprecating ContinuousBatchingConfig; different training/runtime concerns." + }, + { + "left": "pull_request:47113", + "right": "pull_request:47304", + "accept": false, + "reason": "Audio backend requirement fixes vs MPS docs cleanup; unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:44517", + "accept": false, + "reason": "Molmo2 model support vs Qwen3 TTS model support; different model integrations." + }, + { + "left": "pull_request:47352", + "right": "pull_request:47383", + "accept": false, + "reason": "Distributed runtime utilities vs Kimi integration tests; unrelated." + }, + { + "left": "pull_request:44517", + "right": "pull_request:47383", + "accept": false, + "reason": "Qwen3 TTS support vs Kimi integration tests; unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47352", + "accept": false, + "reason": "Molmo2 model support vs distributed runtime utilities; different scopes." + }, + { + "left": "pull_request:44517", + "right": "pull_request:47143", + "accept": false, + "reason": "Qwen3 TTS support vs NeuCodec support; unrelated model additions." + }, + { + "left": "pull_request:47243", + "right": "pull_request:47294", + "accept": false, + "reason": "Executorch exporter fixes vs kernel-native causal_conv1d functions; different exporter/integration work." + }, + { + "left": "pull_request:46957", + "right": "pull_request:47383", + "accept": false, + "reason": "Finegrained FP8 runtime work vs Kimi integration tests; unrelated." + }, + { + "left": "pull_request:46895", + "right": "pull_request:47298", + "accept": false, + "reason": "CohereASR loss fix vs MI450 model-failure fixes; different models and bugs." + }, + { + "left": "pull_request:47175", + "right": "pull_request:47294", + "accept": false, + "reason": "Olmo3 CI update vs kernel-native causal_conv1d functions; unrelated." + }, + { + "left": "pull_request:46381", + "right": "pull_request:47322", + "accept": false, + "reason": "Tokenizers version bump vs AMD Quark config-class changes; unrelated dependency vs quantization work." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46604", + "accept": false, + "reason": "Molmo2 model support vs Mistral tekken tokenizer utilities; unrelated." + }, + { + "left": "pull_request:46957", + "right": "pull_request:47301", + "accept": false, + "reason": "Finegrained FP8 runtime changes vs MTP docs; unrelated." + }, + { + "left": "pull_request:47113", + "right": "pull_request:47275", + "accept": false, + "reason": "Audio feature/proc backend fixes vs EfficientViT-SAM model support; unrelated." + }, + { + "left": "pull_request:46895", + "right": "pull_request:47398", + "accept": false, + "reason": "CohereASR training-loss fix vs GLM MoE config fallback; unrelated model/config bugs." + }, + { + "left": "pull_request:47294", + "right": "pull_request:47360", + "accept": false, + "reason": "Kernel-native causal_conv1d functions vs OTEL CI workflow; unrelated." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47291", + "accept": false, + "reason": "RoPE test updates vs ContinuousBatchingConfig deprecation; different concerns." + }, + { + "left": "pull_request:47113", + "right": "pull_request:47352", + "accept": false, + "reason": "Audio requirement/backend fixes vs distributed runtime utilities; unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 31, + "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-40546-81", + "nodes": [ + "pull_request:41855", + "pull_request:42668", + "pull_request:43251", + "pull_request:43424", + "pull_request:43451", + "pull_request:43823", + "pull_request:43995", + "pull_request:44827", + "pull_request:45157", + "pull_request:45170", + "pull_request:45213", + "pull_request:45655", + "pull_request:46048", + "pull_request:46196", + "pull_request:46381", + "pull_request:46509", + "pull_request:46658", + "pull_request:46836", + "pull_request:46895", + "pull_request:46912", + "pull_request:46958", + "pull_request:47003", + "pull_request:47077", + "pull_request:47090", + "pull_request:47096", + "pull_request:47143", + "pull_request:47163", + "pull_request:47166", + "pull_request:47173", + "pull_request:47175", + "pull_request:47184", + "pull_request:47210", + "pull_request:47216", + "pull_request:47243", + "pull_request:47275", + "pull_request:47291", + "pull_request:47292", + "pull_request:47294", + "pull_request:47298", + "pull_request:47301", + "pull_request:47304", + "pull_request:47322", + "pull_request:47336", + "pull_request:47367", + "pull_request:47383", + "pull_request:47387" + ], + "soft_pairs": [ + "pull_request:47275|pull_request:47367", + "pull_request:43451|pull_request:46381", + "pull_request:46381|pull_request:47096", + "pull_request:47210|pull_request:47367", + "pull_request:41855|pull_request:43424", + "pull_request:41855|pull_request:43823", + "pull_request:42668|pull_request:43823", + "pull_request:43424|pull_request:47301", + "pull_request:43424|pull_request:47383", + "pull_request:43823|pull_request:45655", + "pull_request:44827|pull_request:47383", + "pull_request:44827|pull_request:45170", + "pull_request:43424|pull_request:44827", + "pull_request:43823|pull_request:43995", + "pull_request:43251|pull_request:43823", + "pull_request:44827|pull_request:46048", + "pull_request:43424|pull_request:43823", + "pull_request:43251|pull_request:44827", + "pull_request:44827|pull_request:45655", + "pull_request:43995|pull_request:45213", + "pull_request:44827|pull_request:45213", + "pull_request:43995|pull_request:44827", + "pull_request:43823|pull_request:45213", + "pull_request:46895|pull_request:47090", + "pull_request:46958|pull_request:47090", + "pull_request:46895|pull_request:46958", + "pull_request:47173|pull_request:47292", + "pull_request:47166|pull_request:47184", + "pull_request:46912|pull_request:47175", + "pull_request:47096|pull_request:47383", + "pull_request:47184|pull_request:47292", + "pull_request:47301|pull_request:47304", + "pull_request:47077|pull_request:47304", + "pull_request:46658|pull_request:46836", + "pull_request:47210|pull_request:47301", + "pull_request:46509|pull_request:47143", + "pull_request:47003|pull_request:47243", + "pull_request:47163|pull_request:47166", + "pull_request:47163|pull_request:47184", + "pull_request:46509|pull_request:47163", + "pull_request:45157|pull_request:46836", + "pull_request:46836|pull_request:47387", + "pull_request:47163|pull_request:47292", + "pull_request:47291|pull_request:47322", + "pull_request:45157|pull_request:46509", + "pull_request:47301|pull_request:47336", + "pull_request:47216|pull_request:47383", + "pull_request:47336|pull_request:47383", + "pull_request:46509|pull_request:47387", + "pull_request:47304|pull_request:47367", + "pull_request:46912|pull_request:47298", + "pull_request:47301|pull_request:47383", + "pull_request:47216|pull_request:47301", + "pull_request:43451|pull_request:46836", + "pull_request:46509|pull_request:47301", + "pull_request:47175|pull_request:47298", + "pull_request:47163|pull_request:47210", + "pull_request:47294|pull_request:47298", + "pull_request:45157|pull_request:47387", + "pull_request:46658|pull_request:47387", + "pull_request:47143|pull_request:47163", + "pull_request:46196|pull_request:47143", + "pull_request:46658|pull_request:47143", + "pull_request:46658|pull_request:47322", + "pull_request:47143|pull_request:47387", + "pull_request:47143|pull_request:47322", + "pull_request:45157|pull_request:47143", + "pull_request:47301|pull_request:47367", + "pull_request:43451|pull_request:47243", + "pull_request:47096|pull_request:47243", + "pull_request:43451|pull_request:47291", + "pull_request:47166|pull_request:47383" + ], + "prepared_review_unit_hash": "8cbd9b95f7de09f7cbd1945f1949224cc3166ec8ba5be8c8543dddda0472aedf", + "component_budget": { + "node_count": 81, + "item_count": 81, + "soft_pair_count": 223, + "serialized_chars": 277797, + "estimated_input_tokens": 69450, + "estimated_eval_tokens": 139156 + }, + "budget": { + "node_count": 46, + "item_count": 46, + "soft_pair_count": 72, + "serialized_chars": 129828, + "estimated_input_tokens": 32457, + "estimated_eval_tokens": 65170 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a false-positive similarity cluster spanning unrelated PRs. The only clear duplicate family is the CohereASR training-loss double-shift fix across 46895, 46958, and 47090; everything else is separate model additions, docs, tests, or unrelated infra changes.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "47090 is the best canonical PR for the only true duplicate family: it targets the CohereASR double-shift bug directly, has the clearest explanation of the label-shift behavior, and is the most complete final fix among the three variants.", + "best_issue_reason": null, + "best_pr_reason": "47090 is the strongest overall PR in this cluster because it has an explicit issue target, a concrete code-path fix, and the cleanest final formulation of the CohereASR loss bug.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47275", + "right": "pull_request:47367", + "accept": false, + "reason": "Both touch model-adjacent docs/infra themes, but they are unrelated changes: a new model add vs pipeline device-placement wording." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46381", + "accept": false, + "reason": "Different PRs for different model additions; they share only the broad pattern of adding docs/models." + }, + { + "left": "pull_request:46381", + "right": "pull_request:47096", + "accept": false, + "reason": "Unrelated changes: tokenizers compatibility fix vs exporter/model work." + }, + { + "left": "pull_request:47210", + "right": "pull_request:47367", + "accept": false, + "reason": "Packed SDPA routing change and pipeline device docs are unrelated code paths." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Both are missing-method/test-related, but they fix different model surfaces and do not share the same underlying bug." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Mistral tokenizer methods vs adding a MobileLLM model; unrelated." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Processor auto-loading fixes and a new model addition are not the same bug/change." + }, + { + "left": "pull_request:43424", + "right": "pull_request:47301", + "accept": false, + "reason": "ExecuTorch export tests and MTP docs are unrelated." + }, + { + "left": "pull_request:43424", + "right": "pull_request:47383", + "accept": false, + "reason": "ExecuTorch export tests vs Kimi integration tests; same model family is not enough to merge." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "New MobileLLM model vs config-resolution bugfix; unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:47383", + "accept": false, + "reason": "Mistral4 test fixes and Kimi integration tests are unrelated model-specific changes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Different model families and different fixes; no shared underlying bug." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "ExecuTorch export testing and Mistral4 test fixes are not the same issue." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "New model addition vs Falcon refactor; unrelated." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Cross-entropy kwargs fix and MobileLLM addition are unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 test cleanup and TDT loss kernel integration are different bugs/features." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "ExecuTorch export tests and MobileLLM model addition are unrelated." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Loss-function kwargs plumbing and Mistral4 test changes do not match." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 test fixes vs config-resolution order fix; unrelated." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon output-interface refactor and model-creation skill are completely different." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Mistral4 tests and model-creation skill have no shared underlying code-path." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Different model refactor/test PRs; not the same fix." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "New model addition vs repo skill/configuration changes are unrelated." + }, + { + "left": "pull_request:46895", + "right": "pull_request:47090", + "accept": true, + "reason": "Same CohereASR training-loss double-shift bug, same files, same issue target; 47090 is a later refinement of the same fix." + }, + { + "left": "pull_request:46958", + "right": "pull_request:47090", + "accept": true, + "reason": "Same CohereASR loss double-shift fix on the same code path; 47090 is the clearer final version." + }, + { + "left": "pull_request:46895", + "right": "pull_request:46958", + "accept": true, + "reason": "Both are variants of the same CohereASR double-shift loss bug fix in the same model files." + }, + { + "left": "pull_request:47173", + "right": "pull_request:47292", + "accept": false, + "reason": "Both are XPU test-related, but they fix different test failures in different models, not one underlying bug." + }, + { + "left": "pull_request:47166", + "right": "pull_request:47184", + "accept": false, + "reason": "Different test extensions for different subsystems; only the accelerator theme overlaps." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47175", + "accept": false, + "reason": "RoPE test expansion vs Olmo3 CI expectation updates are unrelated." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47383", + "accept": false, + "reason": "Exporter support changes and Kimi integration tests are not the same concrete bug/change." + }, + { + "left": "pull_request:47184", + "right": "pull_request:47292", + "accept": false, + "reason": "Both adjust XPU-related tests, but they target different model/test failures." + }, + { + "left": "pull_request:47301", + "right": "pull_request:47304", + "accept": false, + "reason": "MTP docs vs MPS graph-cache docs are unrelated documentation changes." + }, + { + "left": "pull_request:47077", + "right": "pull_request:47304", + "accept": false, + "reason": "Japanese DistilBERT docs and MPS perf docs are unrelated." + }, + { + "left": "pull_request:46658", + "right": "pull_request:46836", + "accept": false, + "reason": "Different new-model PRs with distinct model families and conversion pipelines." + }, + { + "left": "pull_request:47210", + "right": "pull_request:47301", + "accept": false, + "reason": "Packed SDPA implementation and assisted-decoding docs are unrelated." + }, + { + "left": "pull_request:46509", + "right": "pull_request:47143", + "accept": false, + "reason": "Nemotron Omni and NeuCodec are separate model additions, not a single fix." + }, + { + "left": "pull_request:47294", + "right": "pull_request:47298", + "accept": false, + "reason": "Kernel-native causal-conv work and MI450 image-decoder fix are unrelated infra/model issues." + }, + { + "left": "pull_request:47163", + "right": "pull_request:47166", + "accept": false, + "reason": "Paged-attention XPU tests and quantization test tweaks are different test failures." + }, + { + "left": "pull_request:47163", + "right": "pull_request:47184", + "accept": false, + "reason": "Paged-attention XPU tests and multi-accelerator test updates are unrelated." + }, + { + "left": "pull_request:46509", + "right": "pull_request:47163", + "accept": false, + "reason": "Nemotron Omni model addition vs paged-attention XPU tests; unrelated." + }, + { + "left": "pull_request:45157", + "right": "pull_request:46836", + "accept": false, + "reason": "PrismML Bonsai support and Unlimited OCR are separate feature additions." + }, + { + "left": "pull_request:46836", + "right": "pull_request:47387", + "accept": false, + "reason": "Unlimited OCR model work and one-to-many conversion support are unrelated." + }, + { + "left": "pull_request:47163", + "right": "pull_request:47292", + "accept": false, + "reason": "Different XPU test fixes for different models; not mergeable as one PR." + }, + { + "left": "pull_request:47291", + "right": "pull_request:47322", + "accept": false, + "reason": "Gen-config deprecation and AMD Quark config class update are unrelated changes." + }, + { + "left": "pull_request:45157", + "right": "pull_request:46509", + "accept": false, + "reason": "PrismML Bonsai support and Nemotron Omni are separate model additions." + }, + { + "left": "pull_request:47301", + "right": "pull_request:47367", + "accept": false, + "reason": "MTP docs and pipeline device docs are unrelated documentation updates." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47243", + "accept": false, + "reason": "Molmo2 model addition and ExecuTorch exporter fixes are different areas and different problems." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47243", + "accept": false, + "reason": "Both touch exporter infrastructure, but they address different concrete exporter behaviors and models." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47291", + "accept": false, + "reason": "Model addition vs generation-config deprecation; unrelated." + }, + { + "left": "pull_request:47175", + "right": "pull_request:47298", + "accept": false, + "reason": "Olmo3 CI expectation updates and MI450 image decoding fixes are unrelated test/model issues." + }, + { + "left": "pull_request:47294", + "right": "pull_request:47298", + "accept": false, + "reason": "Kernel helpers for causal-conv and image decoding fallback on MI450 are unrelated." + }, + { + "left": "pull_request:47166", + "right": "pull_request:47383", + "accept": false, + "reason": "Quantization test tweaks and Kimi integration tests are not the same bug." + }, + { + "left": "pull_request:47163", + "right": "pull_request:47210", + "accept": false, + "reason": "Paged-attention XPU tests and packed SDPA routing are different code paths." + }, + { + "left": "pull_request:47216", + "right": "pull_request:47383", + "accept": false, + "reason": "Compressed-tensors fp8 support and Kimi integration tests are unrelated." + }, + { + "left": "pull_request:47336", + "right": "pull_request:47383", + "accept": false, + "reason": "Offloaded-model saving bugfix and Kimi integration tests are different problems." + }, + { + "left": "pull_request:47291", + "right": "pull_request:47322", + "accept": false, + "reason": "These are unrelated config changes in different subsystems." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47298", + "accept": false, + "reason": "RoPE test expansion and MI450 fixes are unrelated." + }, + { + "left": "pull_request:47163", + "right": "pull_request:47184", + "accept": false, + "reason": "Both are accelerator-oriented tests, but they target different model/test failures." + }, + { + "left": "pull_request:47216", + "right": "pull_request:47301", + "accept": false, + "reason": "Compressed-tensors fp8 support and MTP docs are unrelated." + }, + { + "left": "pull_request:46509", + "right": "pull_request:47301", + "accept": false, + "reason": "New model support and assisted-decoding docs are unrelated." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47243", + "accept": false, + "reason": "OpenVINO exporter and ExecuTorch exporter fixes are different exporter implementations, not the same bug." + }, + { + "left": "pull_request:47143", + "right": "pull_request:47163", + "accept": false, + "reason": "NeuCodec support and paged-attention XPU tests are unrelated." + }, + { + "left": "pull_request:46196", + "right": "pull_request:47143", + "accept": false, + "reason": "SDPA dispatch for audio models and NeuCodec support are different changes." + }, + { + "left": "pull_request:46658", + "right": "pull_request:47143", + "accept": false, + "reason": "Step 3.7 Flash and NeuCodec are separate model efforts." + }, + { + "left": "pull_request:47143", + "right": "pull_request:47387", + "accept": false, + "reason": "NeuCodec model addition and one-to-many conversion support are unrelated." + }, + { + "left": "pull_request:47143", + "right": "pull_request:47322", + "accept": false, + "reason": "NeuCodec support and AMD Quark config changes are unrelated." + }, + { + "left": "pull_request:45157", + "right": "pull_request:47143", + "accept": false, + "reason": "PrismML Bonsai support and NeuCodec support are separate model additions." + }, + { + "left": "pull_request:47301", + "right": "pull_request:47367", + "accept": false, + "reason": "Assisted-decoding docs and pipeline docs are unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47243", + "accept": false, + "reason": "Molmo2 model addition and exporter fixes are unrelated." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47243", + "accept": false, + "reason": "Exporter support and exporter-fix work overlap by area only, not by the same bug or change." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47291", + "accept": false, + "reason": "New model support and generation config deprecation are unrelated." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47243", + "accept": false, + "reason": "Same exporter subsystem, but different concrete fixes and code paths." + }, + { + "left": "pull_request:47166", + "right": "pull_request:47383", + "accept": false, + "reason": "Different test additions for different models; not a single duplicate 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": 1, + "component_count": 31, + "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-40546-81", + "nodes": [ + "pull_request:40546", + "pull_request:43451", + "pull_request:46509", + "pull_request:47003", + "pull_request:47096", + "pull_request:47143", + "pull_request:47163", + "pull_request:47175", + "pull_request:47184", + "pull_request:47298", + "pull_request:47306", + "pull_request:47322", + "pull_request:47367", + "pull_request:47383", + "pull_request:47387", + "pull_request:47398" + ], + "soft_pairs": [ + "pull_request:47184|pull_request:47383", + "pull_request:43451|pull_request:47175", + "pull_request:40546|pull_request:43451", + "pull_request:47306|pull_request:47367", + "pull_request:43451|pull_request:47143", + "pull_request:43451|pull_request:47163", + "pull_request:43451|pull_request:47383", + "pull_request:43451|pull_request:46509", + "pull_request:47298|pull_request:47398", + "pull_request:43451|pull_request:47096", + "pull_request:43451|pull_request:47003", + "pull_request:47003|pull_request:47096", + "pull_request:43451|pull_request:47322", + "pull_request:47096|pull_request:47322", + "pull_request:43451|pull_request:47298", + "pull_request:43451|pull_request:47398", + "pull_request:47096|pull_request:47398", + "pull_request:43451|pull_request:47306", + "pull_request:47096|pull_request:47306", + "pull_request:47003|pull_request:47398", + "pull_request:47003|pull_request:47306", + "pull_request:47096|pull_request:47387", + "pull_request:47003|pull_request:47387", + "pull_request:47387|pull_request:47398", + "pull_request:47096|pull_request:47143" + ], + "prepared_review_unit_hash": "965b9702c5e5dbb4a237f82b17bb966332d847caa30255a85423161f0965facb", + "component_budget": { + "node_count": 81, + "item_count": 81, + "soft_pair_count": 223, + "serialized_chars": 277797, + "estimated_input_tokens": 69450, + "estimated_eval_tokens": 139156 + }, + "budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 25, + "serialized_chars": 45141, + "estimated_input_tokens": 11286, + "estimated_eval_tokens": 22828 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a bundle of unrelated pull requests that happen to touch similar generated wiring, docs, tests, or model-registration patterns. I found no true duplicate pair among the soft edges.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43451 is the most representative central artifact: a substantial model-adding PR with docs, auto-mapping, model code, processors, and tests. It is not a duplicate of the others, but it is the best anchor for this mixed cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR #43451 is the best global representative because it is a broad, self-contained model implementation PR and shares the most superficial structure with other model-addition PRs in the set.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47184", + "right": "pull_request:47383", + "accept": false, + "reason": "Different changes: a test decorator rename / accelerator wording vs new Kimi integration tests. Not the same code-path problem." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47175", + "accept": false, + "reason": "Different model work: Molmo2 addition vs an Olmo3 CI expectation update. Same testing ecosystem, not the same change." + }, + { + "left": "pull_request:40546", + "right": "pull_request:43451", + "accept": false, + "reason": "Different model additions for different architectures (VibeVoice vs Molmo2). Shared scaffolding is incidental." + }, + { + "left": "pull_request:47306", + "right": "pull_request:47367", + "accept": false, + "reason": "Neuron training experiments vs pipeline device-placement docs/code. Unrelated changes." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47143", + "accept": false, + "reason": "Different model additions (Molmo2 vs NeuCodec). Similar auto-registration patterns do not make them duplicates." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47163", + "accept": false, + "reason": "Molmo2 model support vs XPU paged-attention test support. Different layer of the stack and different problem." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47383", + "accept": false, + "reason": "Molmo2 model addition vs Kimi integration tests. Not the same change or bug." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46509", + "accept": false, + "reason": "Different model additions (Molmo2 vs Nemotron Omni). Same broad area, but separate model integrations." + }, + { + "left": "pull_request:47298", + "right": "pull_request:47398", + "accept": false, + "reason": "MI450 image-decoding/model-failure fixes vs GLM MoE config fallback bug. Distinct issues." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47096", + "accept": false, + "reason": "Molmo2 model addition vs Kimi exportability changes. Related only through generic model wiring." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47003", + "accept": false, + "reason": "Molmo2 model addition vs OpenVINO exporter infrastructure. Different underlying change." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47096", + "accept": false, + "reason": "OpenVINO exporter implementation vs Kimi exportability changes. Shared exporter context, but not the same concrete code-path." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47322", + "accept": false, + "reason": "Molmo2 model addition vs AMD Quark config-class change. Unrelated technical areas." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47322", + "accept": false, + "reason": "Kimi exportability work vs Quark quantization-config adjustment. Different subsystems and problems." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47298", + "accept": false, + "reason": "Molmo2 model addition vs MI450 fixes. No shared concrete bug/change." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47398", + "accept": false, + "reason": "Molmo2 model addition vs GLM MoE config fallback fix. Unrelated changes." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47398", + "accept": false, + "reason": "Kimi exportability vs GLM MoE config fix. Different code paths and goals." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47306", + "accept": false, + "reason": "Molmo2 model addition vs Neuron experiments. Different scope and functionality." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47306", + "accept": false, + "reason": "Kimi exportability vs Neuron experiments. Not the same underlying change." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47398", + "accept": false, + "reason": "OpenVINO exporter work vs GLM MoE config fallback fix. Different issues." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47306", + "accept": false, + "reason": "OpenVINO exporter infrastructure vs Neuron experiments. Unrelated." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47387", + "accept": false, + "reason": "Kimi exportability changes vs one-to-many conversion support in core loading. Different components and semantics." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47387", + "accept": false, + "reason": "OpenVINO exporter implementation vs one-to-many source-key conversion support. Not the same change." + }, + { + "left": "pull_request:47387", + "right": "pull_request:47398", + "accept": false, + "reason": "Core-loading conversion support vs GLM config fallback fix. Different code paths and problems." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47143", + "accept": false, + "reason": "Kimi exportability work vs NeuCodec model addition. Separate model features." + } + ] + }, + "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": 31, + "review_unit_index": 1, + "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": "2c2f803594313b2d34e28a4253ffbeaf49f58abe9a072d815609f6f469b074b5", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two pull requests are unrelated feature additions in different model families: one adds TimesFM covariate forecasting support, the other adds DINOv3 image classification support. They do not appear to fix the same bug or implement the same change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a duplicate candidate; both are standalone feature changes with different code paths, filenames, and model targets.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different subsystems and unrelated functionality: TimesFM forecasting with covariates vs. DINOv3 image classification. No shared concrete bug/change to 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": 3, + "component_count": 31, + "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": 31, + "review_unit_index": 1, + "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": "649364af45293c0bd661f6e20e31b3041acef823ab08a0818bbe94fb0e096de5", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5934, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5934, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs that both update GitHub Actions in workflow files, but they target different action families and different maintenance goals: one is a Node 24 compatibility upgrade for core workflow actions, the other bumps docker/build-push-action to v6 in Docker image workflows.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42975 is the better canonical representative because it spans more workflow files and has the clearest single-purpose rationale: upgrading core GitHub Actions versions for Node 24 compatibility.", + "best_issue_reason": null, + "best_pr_reason": "PR 42975 is the stronger cluster representative overall due to broader scope and a more specific, descriptive change set. PR 42976 is a narrower docker-action version bump.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Both are workflow dependency upgrades, but they change different actions (checkout/cache/upload-artifact vs docker/build-push-action) and address different concerns. They do not look like the same underlying fix and would not plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 5, + "component_count": 31, + "review_unit_index": 1, + "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": "008804838857822b54ebe4c0ef578e4565413a5af6d190c62b6816ce93c0ada0", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 13046, + "estimated_input_tokens": 3262, + "estimated_eval_tokens": 6780 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 13046, + "estimated_input_tokens": 3262, + "estimated_eval_tokens": 6780 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are four separate model-addition PRs (ViT NEPA, Molmo, CTSM, Step3p7). Their overlap is limited to standard docs/auto-mapping/test scaffolding, not the same underlying bug or change, so they should not be clustered as duplicates.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: each pull request introduces a different model integration and fixes/implements a different code path.", + "best_issue_reason": null, + "best_pr_reason": "No single PR is a good cluster representative for duplicate triage because the PRs are heterogeneous and unrelated beyond shared boilerplate files.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different model additions (ViT NEPA vs Molmo); shared auto-mapping/docs files are boilerplate, not the same change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "ViT NEPA and CTSM add different architectures and code paths; overlap is only generic docs/registration plumbing." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo and CTSM are distinct model integrations with different implementations; shared files do not indicate a duplicate." + }, + { + "left": "pull_request:45490", + "right": "pull_request:46562", + "accept": false, + "reason": "CTSM and Step3p7 are separate model-addition PRs; they touch similar infrastructure but not the same underlying feature or 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": 6, + "component_count": 31, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43291-8", + "nodes": [ + "pull_request:43291", + "pull_request:43665", + "pull_request:44815", + "pull_request:46380", + "pull_request:46539", + "pull_request:46886", + "pull_request:46922", + "pull_request:47393" + ], + "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:47393", + "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": "8b1d67a9de58eb7bbb1b02a6d1272389937d8995297f3a505940530924458c8c", + "component_budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 16, + "serialized_chars": 21113, + "estimated_input_tokens": 5279, + "estimated_eval_tokens": 10814 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 16, + "serialized_chars": 21113, + "estimated_input_tokens": 5279, + "estimated_eval_tokens": 10814 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are mostly unrelated. The only true duplicate-like pair is the two YOLOS fixes (46886 and 46922), which address the same device-mismatch bug in the same model/file and target the same issue. The other items span different models, CI, generation, FP8, tests, or docs and should not be clustered together.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46922 is the best canonical representative: it directly fixes the YOLOS forward device-mismatch in `src/transformers/models/yolos/modeling_yolos.py` and explicitly targets issue 46869. Compared with 46886, it is the more concrete and complete fix for the same bug.", + "best_issue_reason": null, + "best_pr_reason": "PR 46922 is the strongest overall PR here because it makes the actual runtime fix in the model forward path for the YOLOS device mismatch, with a clear linked issue. The rest are either test-only, unrelated subsystems, or broader ancillary changes.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Different changes: Whisper tokenizer/test fix versus CLIP/ViT test edits. No shared bug or code path." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper decode/tests and FP8 dequant/loading changes are unrelated subsystems and bugs." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46380", + "accept": false, + "reason": "Whisper tokenization versus generation watermarking validation; different functionality and failure modes." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46922", + "accept": false, + "reason": "Whisper decode logic and YOLOS device handling are unrelated model bugs." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46539", + "accept": false, + "reason": "Generic model tests versus Phimoe CI integration fix; not the same underlying issue." + }, + { + "left": "pull_request:43665", + "right": "pull_request:47393", + "accept": false, + "reason": "Test file edits versus README license-link cleanup; entirely different change types." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "Different model test changes versus FP8/core loading fix; no shared code path." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46380", + "accept": false, + "reason": "Unrelated test modifications versus generation config/runtime validation fix." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46922", + "accept": false, + "reason": "Test-only changes in CLIP/ViT do not match the YOLOS runtime device-mismatch bug." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46539", + "accept": false, + "reason": "FP8 quantization/dequant loading changes are unrelated to CI device-memory handling for Phimoe." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46380", + "accept": false, + "reason": "FP8 kernel/loading fix and generation watermarking validation are different concrete problems." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46922", + "accept": false, + "reason": "Mistral4/FP8 dequant changes do not match YOLOS device placement logic." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46539", + "accept": false, + "reason": "Generation watermarking validation and Phimoe CI runner memory patch are unrelated." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46922", + "accept": false, + "reason": "Generation config validation does not overlap with YOLOS device mismatch handling." + }, + { + "left": "pull_request:46539", + "right": "pull_request:46922", + "accept": false, + "reason": "CI environment memory limiting and YOLOS runtime model fix are unrelated." + }, + { + "left": "pull_request:46886", + "right": "pull_request:46922", + "accept": true, + "reason": "Same YOLOS device-mismatch issue: both touch `modeling_yolos.py`, both point to issue 46869, and both make compatible parts of the same fix." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only acceptable duplicate-like pair is the YOLOS duo (46886/46922): they share the same file, the same issue target, and their changes are compatible parts of one bugfix. The other pair rejections are also well supported by the diffs and do not overstate shared bugs or mergeability." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 7, + "component_count": 31, + "review_unit_index": 1, + "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": "c514e6f327356b83b57b45922d256c01661440bb51474767d921d721040554d7", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6347, + "estimated_input_tokens": 1587, + "estimated_eval_tokens": 3430 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6347, + "estimated_input_tokens": 1587, + "estimated_eval_tokens": 3430 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three PRs look like unrelated '[don't merge]' test or workflow experiments, not duplicates of one underlying fix. They touch different areas: packaging/versioning, assorted CI/self-comment tooling, and a PR security-gate workflow.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the changes do not converge on one concrete bug or mergeable code path; they are separate test/workflow edits.", + "best_issue_reason": null, + "best_pr_reason": "No single best PR for deduping here; none of the PRs is a plausible representative for the others because each targets a different subsystem and purpose.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:46747", + "accept": false, + "reason": "43488 is a setup/versioning + test PR, while 46747 only changes the PR security-gate workflow; different changes and not the same fix." + }, + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "43488 edits packaging/version metadata and a Vit test, but 43532 rewrites multiple CI workflow files and testing utilities; not the same underlying bug." + }, + { + "left": "pull_request:43532", + "right": "pull_request:46747", + "accept": false, + "reason": "43532 is a broad CI/comment workflow and test-helper change, while 46747 is a single workflow trigger change; they do not look mergeable into one fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 8, + "component_count": 31, + "review_unit_index": 1, + "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": "c35a2c64c2c660265b23a0d1cd2a096196f683146dcadc64674536b550595d33", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate feature PRs for different segmentation pipelines. They overlap in shared docs/registration scaffolding, but they target different tasks, pipeline classes, model integrations, and test suites, so they should not be treated as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: PR 43612 adds Promptable Concept Segmentation, while PR 43613 adds Promptable Visual Segmentation; they are distinct feature implementations, not the same change.", + "best_issue_reason": null, + "best_pr_reason": "PR 43613 is the broader stand-alone feature PR, with more model integrations and test coverage, but it is still a separate change from PR 43612.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Reject: the PRs implement different pipelines (concept vs visual segmentation) with different task docs, pipeline files, and model/test coverage. Shared docs/registry edits are just common scaffolding, not the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 9, + "component_count": 31, + "review_unit_index": 1, + "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": "969667e910f385017d79f9c7051baf82fb9bd463a9d1cb115351ca4d70eaf279", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated trainer extensibility PRs that both touch `trainer.py` but fix different code paths: gradient-accumulation loss scaling vs. signature column filtering. They should not be treated as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Reject: the PRs address different behaviors in `Trainer`\u2014one changes loss scaling during gradient accumulation, the other refactors column filtering/signature inspection for custom trainers. Same file and shared subsystem are not enough to indicate the same underlying bug or mergeable change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 10, + "component_count": 31, + "review_unit_index": 1, + "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": "15386409a3a620c00e4741afadfb8778ae294bab2f0adb5c719305f71dbcdfde", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3663, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3663, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs are typing/NameError fixes in `src/transformers/cli/serve.py`, but they address different concrete problems: one is a broader annotation cleanup, the other is specifically about `TypeAdapter` when `pydantic` is absent. I would not deduplicate them.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43842 is the better canonical PR because it directly targets the `TypeAdapter`/optional-`pydantic` NameError with a minimal, focused fix in the affected code path.", + "best_issue_reason": null, + "best_pr_reason": "PR 43842 is the best representative of the underlying bug class here: a runtime/import-time `TypeAdapter` typing issue in the CLI serve module.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "They overlap in file and general typing cleanup, but PR 43656 is a broader `__future__`/annotation modernization, while PR 43842 specifically fixes `TypeAdapter` when `pydantic` is not installed. Different concrete bugs, 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": 11, + "component_count": 31, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43779-2", + "nodes": [ + "pull_request:43779", + "pull_request:43816" + ], + "soft_pairs": [ + "pull_request:43779|pull_request:43816" + ], + "prepared_review_unit_hash": "e7c674adcc031aa8883109a5dfc678b4407fb20b10764302092e384d031ba83a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests appear to implement the same SwanLab integration change: adding run id/resume support in `integration_utils.py` for issue #43698, with one variant also expanding the docs. They are strong duplicate PR candidates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43816 is the cleaner representative: it carries the same SwanLab id/resume support plus the accompanying documentation updates, making it the more complete version of the shared change.", + "best_issue_reason": null, + "best_pr_reason": "PR #43816 is the best global representative because it appears to include the full feature change and docs for SwanLab run id/resume support, while #43779 is the narrower implementation-focused variant.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43779", + "right": "pull_request:43816", + "accept": true, + "reason": "Same underlying SwanLab callback enhancement for id/resume support in the same file and same issue target; the doc differences do not change the core code-path change, so these are duplicate PRs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs target issue #43698, touch the same file, and the previews indicate the same SwanLab id/resume support with #43816 adding docs. The duplicate/mergeable verdict is conservative enough given the shared target and overlapping code change." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 12, + "component_count": 31, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43996", + "pull_request:43997", + "pull_request:44007", + "pull_request:44010", + "pull_request:44013", + "pull_request:44017", + "pull_request:44018", + "pull_request:44019", + "pull_request:44024", + "pull_request:44044", + "pull_request:44056", + "pull_request:44059", + "pull_request:44066", + "pull_request:44068", + "pull_request:44071", + "pull_request:44072", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44085", + "pull_request:44086", + "pull_request:44098", + "pull_request:44101", + "pull_request:44116", + "pull_request:44129", + "pull_request:44154", + "pull_request:44161", + "pull_request:44722" + ], + "soft_pairs": [ + "pull_request:43996|pull_request:44085", + "pull_request:43996|pull_request:44044", + "pull_request:44066|pull_request:44085", + "pull_request:44007|pull_request:44072", + "pull_request:44072|pull_request:44722", + "pull_request:44066|pull_request:44072", + "pull_request:44013|pull_request:44044", + "pull_request:44066|pull_request:44086", + "pull_request:44066|pull_request:44071", + "pull_request:44018|pull_request:44068", + "pull_request:44066|pull_request:44068", + "pull_request:44018|pull_request:44066", + "pull_request:44019|pull_request:44722", + "pull_request:44086|pull_request:44722", + "pull_request:44019|pull_request:44085", + "pull_request:44018|pull_request:44019", + "pull_request:44019|pull_request:44071", + "pull_request:44068|pull_request:44116", + "pull_request:44068|pull_request:44722", + "pull_request:44018|pull_request:44116", + "pull_request:44071|pull_request:44722", + "pull_request:44018|pull_request:44085", + "pull_request:44018|pull_request:44086", + "pull_request:44068|pull_request:44086", + "pull_request:44071|pull_request:44085", + "pull_request:44085|pull_request:44086", + "pull_request:44059|pull_request:44086", + "pull_request:44098|pull_request:44101", + "pull_request:44059|pull_request:44722", + "pull_request:44018|pull_request:44071", + "pull_request:44017|pull_request:44161", + "pull_request:44017|pull_request:44073", + "pull_request:44017|pull_request:44722", + "pull_request:44068|pull_request:44071", + "pull_request:43997|pull_request:44073", + "pull_request:44017|pull_request:44071", + "pull_request:44071|pull_request:44086", + "pull_request:44073|pull_request:44101", + "pull_request:44073|pull_request:44161", + "pull_request:44056|pull_request:44101", + "pull_request:44059|pull_request:44071", + "pull_request:44018|pull_request:44059", + "pull_request:44059|pull_request:44066", + "pull_request:43997|pull_request:44017", + "pull_request:44101|pull_request:44161", + "pull_request:43997|pull_request:44056", + "pull_request:44071|pull_request:44076", + "pull_request:44074|pull_request:44101", + "pull_request:44056|pull_request:44161", + "pull_request:43997|pull_request:44018", + "pull_request:43997|pull_request:44161", + "pull_request:44074|pull_request:44161", + "pull_request:44018|pull_request:44161", + "pull_request:44010|pull_request:44071", + "pull_request:44018|pull_request:44129", + "pull_request:44010|pull_request:44073", + "pull_request:43997|pull_request:44074", + "pull_request:44010|pull_request:44018", + "pull_request:43997|pull_request:44129", + "pull_request:44071|pull_request:44129", + "pull_request:43996|pull_request:44161", + "pull_request:43996|pull_request:44017", + "pull_request:44010|pull_request:44044", + "pull_request:44044|pull_request:44074", + "pull_request:44066|pull_request:44722", + "pull_request:44085|pull_request:44722", + "pull_request:44085|pull_request:44129", + "pull_request:43996|pull_request:44007", + "pull_request:43996|pull_request:44129", + "pull_request:44044|pull_request:44129", + "pull_request:44044|pull_request:44154", + "pull_request:44024|pull_request:44076" + ], + "prepared_review_unit_hash": "9e9b42661d4fe079440d935292bb7d82a0ac00ec07aa446ac2b7ed5bfb6a6050", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 77, + "serialized_chars": 84512, + "estimated_input_tokens": 21128, + "estimated_eval_tokens": 42512 + }, + "budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 72, + "serialized_chars": 76943, + "estimated_input_tokens": 19236, + "estimated_eval_tokens": 38728 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a broad set of model-specific standardized output-tracing refactors. GPT-J/CodeGen is the clearest duplicate PR family and the best representative, but GPT-Neo also has a likely duplicate pair, and FocalNet/ImageGPT shows a high-similarity refactor pair; overall this looks like multiple model-family iterations of the same refactor pattern, not one single change.", + "confidence": 0.83, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44722 is the clearest representative for the GPT-J/CodeGen family: it covers both files, has the explicit shared issue target, and looks like the most consolidated version of that concrete refactor.", + "best_issue_reason": null, + "best_pr_reason": "PR 44722 is the best global representative because it is the most complete GPT-J/CodeGen output-tracing refactor and the cleanest merge point for that duplicate-looking family.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Same broad output-tracing theme, but different model families and code paths; not the same concrete change." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Different model implementations; only the refactor pattern matches." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Both are GPT-J output-tracing refactors on the same code path and look mergeable as one PR." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "ResNet and EfficientNet are separate model code paths; shared standardized-output intent is too broad." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "EfficientNet and GPT-J/CodeGen are unrelated model families." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "Different model implementations and no shared concrete fix path." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 and DeBERTa are unrelated changes despite both touching output tracing." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J/CodeGen versus MGP-STR is only a pattern match, not the same underlying change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-J/CodeGen and MPT are distinct model implementations with separate changes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Both GPT-Neo PRs target the same model/file family and appear to be duplicate iterations of one refactor." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen and GPT-Neo are different code paths; same refactor style is not enough." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-Neo and GPT-J/CodeGen are separate model code paths." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet and GPT-J/CodeGen are unrelated concrete fixes." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR and GPT-J/CodeGen are different model families." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet and GPT-J are unrelated model implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo and ResNet are unrelated model families." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet and MPT are separate model-specific refactors." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert/XLM are different code paths." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo and GPT-J/CodeGen are different model families." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert/XLM are unrelated refactors." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT and GPT-J/CodeGen are different implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo and GPT-J are separate model code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are unrelated beyond the shared decorator pattern." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo versus MGP-STR is not the same underlying bug or change." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44086", + "accept": false, + "reason": "MPT and MGP-STR are different model-specific refactors." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J and MGP-STR are different code paths; only the general pattern is shared." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT2 and MGP-STR are unrelated models and fixes." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT and Flaubert/XLM are different model families with different changes." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT2 and GPT-J/CodeGen refactors are separate model-specific changes." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "Segformer and LongT5 are unrelated code paths." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44101", + "accept": false, + "reason": "VisualBert and Flaubert/XLM are different model implementations." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44101", + "accept": false, + "reason": "MPNet and Flaubert/XLM are unrelated fixes." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT2 and MPT touch different model-specific output handling." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44059", + "accept": false, + "reason": "GPT-Neo and GPT2 are separate refactors, not the same bug/change." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT2 and GPT-J/CodeGen are different concrete implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44017", + "accept": false, + "reason": "RegNet and Segformer are different model families with separate output-tracing changes." + }, + { + "left": "pull_request:44101", + "right": "pull_request:44161", + "accept": false, + "reason": "Flaubert/XLM and LongT5 are unrelated model code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet and MPNet are different concrete changes." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT and ImageGPT are different model-specific refactors." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet and Flaubert/XLM are unrelated implementations." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet and LongT5 are separate model fixes, not one mergeable PR." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet and GPT-Neo do not share the same concrete code path." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet and LongT5 are unrelated model families." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet and LongT5 are different model implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44161", + "accept": false, + "reason": "GPT-Neo and LongT5 are unrelated refactors." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBert and MPT are different model code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-Neo and SpeechT5 are separate model-specific changes." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBert and VisualBert are unrelated concrete fixes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44074", + "accept": false, + "reason": "RegNet and TextNet are separate output-tracing changes." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44018", + "accept": false, + "reason": "SqueezeBert and GPT-Neo are different code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44129", + "accept": false, + "reason": "RegNet and SpeechT5 are unrelated model refactors." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44129", + "accept": false, + "reason": "MPT and SpeechT5 are different concrete fixes." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44161", + "accept": false, + "reason": "FNet/CVT and LongT5 are unrelated model implementations." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44017", + "accept": false, + "reason": "FNet/CVT and Segformer are only similar at the refactor pattern level." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBert and DeBERTa are different model code paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa and TextNet are unrelated concrete changes." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen output-tracing refactor on the same code path; these look like duplicate iterations of one change." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both are GPT-J output-tracing refactors and appear mergeable as one PR." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J and SpeechT5 are unrelated model-specific changes." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "FNet/CVT and ResNet are different model families." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "FNet/CVT and SpeechT5 do not share the same concrete fix." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa and VITS are unrelated model implementations." + }, + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "FocalNet and ImageGPT are separate model-specific output-tracing changes, despite the high similarity." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The representative PR choice is mostly grounded, but the summary is too strong. The packet includes other mergeable/duplicate-looking pairs besides GPT-J/CodeGen, notably GPT-Neo (44018/44068) and also a high-similarity FocalNet/ImageGPT pair (44024/44076) in the soft-pairs list. Saying \u2018only the GPT-J/CodeGen family overlaps enough to treat as duplicates\u2019 overstates the evidence. Keep the cluster description more conservative and acknowledge that multiple model families may have duplicate refactor iterations, even if GPT-J/CodeGen is the clearest representative." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 12, + "component_count": 31, + "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": "6a836cc9de5c027c2ef39ddac7d01e9cc7cf3c1559fe6f953f4fd34235b14c55", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 77, + "serialized_chars": 84512, + "estimated_input_tokens": 21128, + "estimated_eval_tokens": 42512 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 5, + "serialized_chars": 13069, + "estimated_input_tokens": 3268, + "estimated_eval_tokens": 6792 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These PRs all apply the same broad output-tracing refactor pattern, but to different model implementations (RegNet, SqueezeBert, MPNet, VisualBert, TextNet, SpeechT5). They are not duplicates of one another because each changes a distinct code path and model-specific forward logic.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "44129 is the strongest representative because it has the clearest concrete scope, an explicit issue link, and a focused SpeechT5-specific output-tracing refactor.", + "best_issue_reason": null, + "best_pr_reason": "44129 is the best standalone PR in this cluster due to the explicit tracking issue and the most self-contained, concrete implementation change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "Both are output-tracing refactors, but they target different models and different files/forward paths (VisualBert vs TextNet); not the same underlying bug/change." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "Same refactor theme, but MPNet and VisualBert have separate model-specific tracing logic and cannot be treated as one duplicate PR." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "These touch different model implementations (MPNet vs TextNet) with distinct output-capture wiring; too broad to merge as duplicates." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are unrelated model code paths; similar standardized-output cleanup is not enough to \u0441\u0447\u0438\u0442\u0430\u0442\u044c them the same change." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "Both are framework refactors, but SqueezeBert and SpeechT5 modify different model-specific forward behavior and output contracts, so they are not duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 31, + "review_unit_index": 1, + "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: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": "1bcdff8489a1f957bc8733121222bb65d016815898cf6668afd896be1305900c", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 39, + "serialized_chars": 39788, + "estimated_input_tokens": 9947, + "estimated_eval_tokens": 20150 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 39, + "serialized_chars": 39788, + "estimated_input_tokens": 9947, + "estimated_eval_tokens": 20150 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related model-level refactors around output tracing / can_return_tuple, but they target different architectures and forward paths. They are similar in style, not duplicates of the same fix or change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "44025 is a good representative PR: it cleanly applies the shared output-tracing refactor to two closely related Depth Anything model files without mixing in an unrelated subsystem.", + "best_issue_reason": null, + "best_pr_reason": "44025 is the strongest overall representative of the cluster because it is a focused, model-specific implementation of the common refactor pattern and touches multiple related files.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Same broad output-tracing theme, but timm_backbone and upernet are different model code paths and the changes are not mergeable into one PR." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Different models (timm_backbone vs vision_text_dual_encoder); similar decorator refactor, not the same underlying change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "Different architectures and forward implementations; this is a model-specific refactor, not a duplicate bugfix." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "Both touch output tracing, but they fix different model families and code paths, so they should stay separate." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "timm_backbone and rwkv are unrelated implementations; shared wording does not make them duplicates." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "MobileNetV1 and UnivNet are unrelated models; same refactor pattern, different underlying code paths." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "These are separate model refactors, not one concrete bug or shared implementation change." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "Different model families and files; no shared concrete fix beyond the generic tracing refactor style." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "Both are output-tracing refactors, but for different wrappers and model stacks, so not duplicates." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "MobileNetV1 vs speech_encoder_decoder is a different code path and not mergeable as one PR." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "vision_text_dual_encoder and UnivNet are unrelated model implementations; only the refactor motif is shared." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "Different models and different forward signatures; not the same underlying change." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "These touch unrelated model families, so they are not duplicates despite similar tracing plumbing." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "Different model stacks and code paths; the similarity is only the refactor pattern." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "UnivNet and UperNet are unrelated implementations; the changes are model-specific." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "Different underlying models and forward behavior; not one concrete fix." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "UnivNet and Depth Anything target different code paths, so they are not duplicates." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "UperNet and RWKV are unrelated model families; same refactor theme, different change." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model code paths and different implementation details; not the same bug or change." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "Falcon/Mamba and CodeGen are separate model implementations; these are not the same concrete fix." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "Different subsystems and model families; too broad to treat as a duplicate." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "UnivNet vs CodeGen are unrelated code paths, so this is not a duplicate pair." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "UperNet and CodeGen differ in model architecture and implementation; only the refactor style overlaps." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "vision_text_dual_encoder and CodeGen are unrelated; no shared underlying bug." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "Depth Anything and VisionEncoderDecoder are different wrappers and code paths; not mergeable as one PR." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "Different model families and different forward plumbing; same refactor motif only." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "Depth Anything and SuperPoint are unrelated implementations; not the same change." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "These are model-specific tracing refactors for different architectures, not duplicates." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "Depth Anything vs DPR target different code paths and should remain separate." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "VisionEncoderDecoder and RWKV are unrelated model stacks; only the generic output-tracing idea matches." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "Different wrapper models and forward semantics; not a single concrete bugfix." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "VisionEncoderDecoder and SuperPoint are different model families, so this is not a duplicate." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "Different code paths and different model responsibilities; reject as duplicate." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "SpeechEncoderDecoder and SuperPoint are unrelated implementations; not the same change." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model families and different forward/output plumbing; only the naming pattern is shared." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "SpeechEncoderDecoder and DPR touch unrelated code paths, so they are not duplicates." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "SuperPoint and RWKV are unrelated subsystems; similar refactor pattern is not enough to merge them." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "Different models and different concrete changes; not the same underlying issue." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "RWKV and DPR are distinct models with distinct forward behavior; reject as 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": 14, + "component_count": 31, + "review_unit_index": 1, + "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": "1c4c5d4e37e14cadf31b2d0d37deae55f15365bd20bf1b5a884194d7a856c03b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6552, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6552, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs that both add new model integrations and touch shared registry/docs files, but they implement different models (PenguinVL vs Voxtral TTS) and are not duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45401 is the better anchor because it has an explicit issue target and a narrower, well-scoped feature addition.", + "best_issue_reason": null, + "best_pr_reason": "PR #45401 is the best representative PR in this cluster since it is explicitly tied to issue 45027 and is clearly scoped to a single model integration.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Reject: these are different model additions for different architectures and use cases. The overlap is limited to shared infra/docs registry files, which is expected for separate integrations and not evidence of the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 15, + "component_count": 31, + "review_unit_index": 1, + "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": "f04a33748200abc4bd2cdf300828886d84c2543801a97d91889e74f10f70b27a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4408, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4408, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs are both about module/model fusion, but they target different abstractions: #44979 introduces a generic Module Fusion API, while #45363 wires a specific n-to-1 kernel fusion path through KernelConfig and related integration points. They are related in theme, but not the same underlying change.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45363 is the stronger canonical representative because it implements a concrete end-user feature with multiple integration touchpoints (KernelConfig, modeling utils, integrations), whereas #44979 is a lower-level API scaffold for module fusion.", + "best_issue_reason": null, + "best_pr_reason": "PR #45363 is the best overall representative of the cluster because it is the more complete, product-facing fusion change and is easier to understand as the main feature request/implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Do not merge: #44979 adds a general module-fusion API, while #45363 adds a specific kernel-based n-to-1 fusion integration. They overlap conceptually but do not fix the same code-path problem and would not plausibly be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 16, + "component_count": 31, + "review_unit_index": 1, + "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": "f153199d27c5ea3405958823c2fe713abca03c6e8642c6d8c741cfd8f54e3c59", + "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 patch the same AttributeError in `_patch_mistral_regex` by switching from `tokenizer.backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer`; 45317 is the more complete version because it adds a test.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45317 is the best canonical PR because it implements the same fix as 45086 and also includes test coverage, making it the more complete representative of the duplicate cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR 45317 is the strongest overall representative: same code-path fix, same target issue, and additional tests to validate the behavior.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "They patch the same concrete bug in the same function with essentially the same code change, and 45317 is just a test-augmented version of 45086." + } + ] + }, + "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": 31, + "review_unit_index": 1, + "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": "b888d9a8541c96c0d9379f897fd846948c089355392f6313c4e5de59669c4499", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two NemotronH pull requests, but they target different scopes: one is a structural refactor/conversion-mapping update, the other is a broader model split into NemotronHDense/NemotronHSparse plus docs and auto-mapping changes. They are related, but not the same change set.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45569 is the more complete and representative NemotronH change: it introduces the dense/sparse model split, updates auto-mapping/docs, and includes the surrounding model/config wiring.", + "best_issue_reason": null, + "best_pr_reason": "PR 45569 is the best overall representative because it covers the actual product-level architecture change, whereas 45115 is a narrower supporting refactor around inheritance/conversion mapping.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "Related NemotronH work, but not the same concrete bug/change: 45115 is a focused refactor/conversion mapping update, while 45569 implements the broader dense/sparse model split and documentation/registry 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": 18, + "component_count": 31, + "review_unit_index": 1, + "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": "2e2acfa94e1b2b215d88176f9fd13b898fa05ee6170c714a4c52ef2fd5a6c9ec", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5513, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5513, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are both typing-related, but they address different scopes: one is a broad type-checking sweep across many `src/transformers/*.py` files, while the other adds/adjusts typing protocols and helpers around `_typing.py`, `modeling_utils`, and PEFT-related integration points. They look related, but not like the same underlying change.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "45415 is the broader umbrella typing sweep across many modules; 45425 is a narrower typing-infrastructure PR focused on protocol/type-alias support and specific integration points.", + "best_issue_reason": null, + "best_pr_reason": "45415 is the best representative for the cluster because it is the wider, more central type-checking pass; 45425 is more specialized and should not be merged as a duplicate of it.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Reject: both are typing-related, but 45415 is a broad type-checking cleanup while 45425 adds specific protocol/alias support for a narrower set of modules. They do not appear to fix the same concrete code-path problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 19, + "component_count": 31, + "review_unit_index": 1, + "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": "77d30393532ad9963472fc56c7d4490c67c46b419677375977e290cc7c10d237", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4507, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4507, + "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 both expert-parallelism-related PRs, but they fix different concrete failures: one is about EP + DeepSpeed ZeRO-3 loading via accelerate launch, the other about EP + FSDP2 expert tensors being overwritten by rank-0 broadcast. They are related in theme, not duplicates.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "If one PR must represent the cluster, 45662 is the stronger umbrella fix because it spans multiple EP runtime/loading paths and addresses a more specific concrete overwrite bug; 45548 is a narrower serialization/loading workaround.", + "best_issue_reason": null, + "best_pr_reason": "45662 is the best PR candidate overall: it targets a clearer, more severe runtime correctness issue with explicit code-path fixes across loading and MoE integration, whereas 45548 is narrower and more load-environment-specific.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "They share the EP subsystem, but the bugs differ: 45548 fixes distributed_config serialization and EP+ZeRO-3 loading, while 45662 fixes expert tensors being overwritten during FSDP2/rank-0 broadcast. Different failure modes and code paths, so not a duplicate pair." + } + ] + }, + "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": 31, + "review_unit_index": 1, + "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": "2d5108c485c03dc222eac6d6e845f0800542829864a8b496afbde74e8bec5fd1", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4673, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4673, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same xdist-related captured_info collision bug around patched testing debug logs; PR 45645 is the broader, more complete variant because it also updates CI log collection for the new per-worker files.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45645 is the better canonical PR because it fixes the xdist-safe logging behavior and also updates the workflow that consumes those logs, making it the more complete end-to-end change.", + "best_issue_reason": null, + "best_pr_reason": "PR 45645 is the best overall PR choice because it covers the same underlying bug as 45639 plus the necessary CI/reporting adjustments, so it is the more comprehensive and representative fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Same explicit issue target and same concrete xdist collision in captured_info handling; 45645 is a superset of the same fix and could plausibly be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 21, + "component_count": 31, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45737-2", + "nodes": [ + "pull_request:45737", + "pull_request:45738" + ], + "soft_pairs": [ + "pull_request:45737|pull_request:45738" + ], + "prepared_review_unit_hash": "cc2ade73a49ec6a8883a7a24c433988645588bcd049e8aad2bce56b1b24daa1c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same MusicgenMelody cache initialization bug in `forward()`: replacing `EncoderDecoderCache(DynamicCache, DynamicCache)` with a single `DynamicCache`. PR #45737 is the more complete duplicate because it bundles the fix with a regression test, while #45738 is the fix-only variant.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45737 is the best canonical PR because it contains the same code fix as #45738 plus a regression test, making it the most complete representation of the bug fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #45737 is the strongest overall candidate: it fixes the concrete cache bug and adds a targeted regression test, whereas #45738 only changes the implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45737", + "right": "pull_request:45738", + "accept": true, + "reason": "Same underlying code-path bug in `musicgen_melody` cache setup; the diffs match on the core fix and the test-only addition in #45737 could plausibly live in the same PR as #45738." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet: both PRs make the same `musicgen_melody` cache initialization change, and #45737 only adds a regression test on top of that fix. The soft-edge accept is conservative enough because the diffs are mergeable into one PR for the same bugfix." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 22, + "component_count": 31, + "review_unit_index": 1, + "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": "eb7cddc37af81e427273fb7043328dafd9975ccab205b7995b325b4f7d4b8230", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5526, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5526, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs share distributed/MoE-related files, but they are not the same change: #46126 is a focused EP + Trainer integration, while #46269 is a much broader distributed branch base touching FSDP, tensor parallel, integrations, and multiple core paths.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "#46269 is the broader umbrella change and the better representative artifact for this cluster; it spans the larger distributed infrastructure base rather than one feature slice.", + "best_issue_reason": null, + "best_pr_reason": "#46269 best captures the cluster\u2019s overall distributed-branch work and is more representative than the narrower EP/Trainer integration PR.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46126", + "right": "pull_request:46269", + "accept": false, + "reason": "Reject: they overlap in distributed filenames, but the concrete changes and intent differ substantially; they do not appear to fix the same code-path problem and would not plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 23, + "component_count": 31, + "review_unit_index": 1, + "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": "30d020df8eb30958c59a6d3a604e8c9a60d1d3cbe41497c7edb626fc5a9cb426", + "component_budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 31, + "serialized_chars": 26661, + "estimated_input_tokens": 6666, + "estimated_eval_tokens": 13588 + }, + "budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 31, + "serialized_chars": 26661, + "estimated_input_tokens": 6666, + "estimated_eval_tokens": 13588 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are mostly small, unrelated workflow PRs. Several touch the same workflow file or use similar shell-safe quoting, but they change different behavior and would not be merged as duplicates. No soft-edge pair looks like the same underlying change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR for the whole set. If one must be named, 46554 is the best representative of the pr-ci-security-gate variants because it contains the substantive security-check logic change; the others are separate follow-up tweaks or unrelated workflow edits.", + "best_issue_reason": null, + "best_pr_reason": "46554 is the strongest standalone PR in the group: it makes an actual security-gate behavior change rather than a cosmetic or orthogonal workflow tweak. It is not, however, a duplicate umbrella for the other PRs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46138", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and different fixes: stdin-safe comment handling vs PR CI security-gate logic." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46558", + "accept": false, + "reason": "Same broad workflow-maintenance style, but unrelated code paths and behaviors." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46563", + "accept": false, + "reason": "Self-comment CI quoting change is unrelated to swapping in a reusable security-gate workflow." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflow and different security concern; not the same underlying change." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46504", + "accept": false, + "reason": "Both improve shell handling, but they target different workflows and bugs." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46503", + "accept": false, + "reason": "SSH runner hardening is unrelated to benchmark dispatch support." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46501", + "accept": false, + "reason": "Same repo area, but one is SSH-runner hygiene and the other is anti-slop permissions scoping." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46502", + "accept": false, + "reason": "Different workflows and different change intent; not one concrete bug." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46554", + "accept": false, + "reason": "Security hardening in SSH-runner vs security-gate logic in a different workflow are separate changes." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46558", + "accept": false, + "reason": "Unrelated workflow edits; same filename pattern is not enough for duplication." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46503", + "accept": false, + "reason": "Both touch workflow YAML, but they address unrelated CI behavior." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46502", + "accept": false, + "reason": "Different workflow files and different fixes." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46504", + "accept": false, + "reason": "No shared underlying bug; one is anti-slop permissions, the other is shell-safe commit message parsing." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflow targets and different concrete changes." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46503", + "accept": false, + "reason": "Assign-reviewers base-ref checkout vs benchmark workflow_dispatch support are unrelated." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46504", + "accept": false, + "reason": "Distinct workflows with different operational fixes." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46554", + "accept": false, + "reason": "No common code-path problem; these are different workflow updates." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46504", + "accept": false, + "reason": "Benchmark dispatch support and commit-message quoting are separate issues." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflow logic and different purpose." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46554", + "accept": false, + "reason": "Both are workflow hardening, but they fix different code paths and are not mergeable as one PR." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46558", + "accept": false, + "reason": "Shell-safe grep on commit message vs permissions/approval gating are unrelated." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46558", + "accept": false, + "reason": "Same file, but different behaviors: added security scan logic vs permissions/approval conditions." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46563", + "accept": false, + "reason": "Inline security checks vs switching to a reusable workflow are different changes, not duplicates." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46716", + "accept": false, + "reason": "Different security-gate modifications: one changes gating logic, the other only changes secret inheritance." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46563", + "accept": false, + "reason": "Both touch the same workflow file, but they alter different mechanisms and cannot be treated as one bug fix." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46716", + "accept": false, + "reason": "Permissions scoping and secret passing are separate concerns." + }, + { + "left": "pull_request:46563", + "right": "pull_request:46716", + "accept": false, + "reason": "Reusable-workflow switch vs secrets:{} is not the same underlying change." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46563", + "accept": false, + "reason": "Different workflows and different fixes; only superficial similarity in CI hardening." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46563", + "accept": false, + "reason": "SSH-runner hardening is unrelated to the security-gate workflow refactor." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46716", + "accept": false, + "reason": "Shell quoting in build-ci images is unrelated to security-gate secret handling." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflows and different security issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 24, + "component_count": 31, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46174-2", + "nodes": [ + "pull_request:46174", + "pull_request:46780" + ], + "soft_pairs": [ + "pull_request:46174|pull_request:46780" + ], + "prepared_review_unit_hash": "a48ce4ca162f555682f79411d7229ac1ccc08d7822dfab654bb881639fccddbc", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6030, + "estimated_input_tokens": 1508, + "estimated_eval_tokens": 3272 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6030, + "estimated_input_tokens": 1508, + "estimated_eval_tokens": 3272 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two PRs target the same reported MPS crash in the sinusoidal position embedding helper, but they implement different fixes and are not safe to treat as duplicates.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46174 is the broader, more complete fix for the float64-on-MPS crash: it updates the helper across all affected model files and keeps the internal math on CPU float64 before casting back.", + "best_issue_reason": null, + "best_pr_reason": "PR 46174 is the best representative of the cluster because it is the original, more comprehensive fix and has more discussion/review context than the narrower follow-up.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46174", + "right": "pull_request:46780", + "accept": false, + "reason": "They share the same issue target and helper, but the patches are different solutions: 46174 avoids float64 on MPS by doing the arithmetic on CPU first, while 46780 switches the helper to use dtype for internal arithmetic. Those are alternative implementations, not one mergeable duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 25, + "component_count": 31, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46310-2", + "nodes": [ + "pull_request:46310", + "pull_request:47162" + ], + "soft_pairs": [ + "pull_request:46310|pull_request:47162" + ], + "prepared_review_unit_hash": "fd1169150936f4e21cd44bc6b8f1625c048881f74d742e0490c4f75b5611f578", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4881, + "estimated_input_tokens": 1221, + "estimated_eval_tokens": 2698 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4881, + "estimated_input_tokens": 1221, + "estimated_eval_tokens": 2698 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs fix the same off-by-one bug in the MoonshineStreaming sliding-window right mask; PR 47162 is the broader, more complete fix and likely supersedes the narrower earlier PR 46310.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47162 is the better canonical PR because it applies the same right-window off-by-one fix to MoonshineStreaming and also covers the related Gemma4 implementation plus test coverage, making it the more complete change set.", + "best_issue_reason": null, + "best_pr_reason": "PR 47162 is the best representative of the underlying bug because it contains the same MoonshineStreaming fix as 46310 and extends it to the parallel Gemma4 code path, indicating the broader intended correction.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46310", + "right": "pull_request:47162", + "accept": true, + "reason": "Same concrete bug: the right-side sliding_window_mask off-by-one (`<` to `<=`) in MoonshineStreaming. The later PR includes the same fix and expands it to a related implementation, so these are duplicate/superset changes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 26, + "component_count": 31, + "review_unit_index": 1, + "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": "171e1fb31f439b13ae5d87ac71639a2b3ee0e1a497b6e36fe19b4af98f39384c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4410, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4410, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs fix different CodeLlama/DeepSeek tokenizer problems and are not duplicates: one changes decode behavior to preserve leading spaces, the other adjusts auto-tokenizer class selection for specific DeepSeek checkpoints.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:46574", + "right": "pull_request:46580", + "accept": false, + "reason": "Different underlying bugs and code paths: 46574 fixes CodeLlama decoder setup/space stripping on decode, while 46580 fixes AutoTokenizer checkpoint-to-class mapping for DeepSeek models. They are not plausibly mergeable into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 27, + "component_count": 31, + "review_unit_index": 1, + "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": "c5de8aa822f82e32c00b6294b378a008b1825bb9e9dd85044c1a91ee25bbc274", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5822, + "estimated_input_tokens": 1456, + "estimated_eval_tokens": 3168 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5822, + "estimated_input_tokens": 1456, + "estimated_eval_tokens": 3168 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs touch overlapping masking code, but they fix different masking-skips: one for batch-size-1 linear-attention paths, the other for continued forwards/chunked prefill/cache continuation in recurrent layers. They are related in subsystem, not the same change.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47087 is the better canonical representative because it has the clearer problem statement, explicit issue linkage, and broader central fix in masking_utils that propagates to multiple models and tests.", + "best_issue_reason": null, + "best_pr_reason": "PR 47087 is the strongest overall candidate: it targets the underlying masking utility, addresses a concrete continuation/cached-forward bug, and has the more complete cross-model implementation and test coverage.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46773", + "right": "pull_request:47087", + "accept": false, + "reason": "They share masking-related filenames, but the bugs differ: 46773 fixes padding mask application being skipped for batch size 1, while 47087 fixes mask skipping on continued forwards/chunked prefill/cache continuation. Not the same concrete code-path problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 28, + "component_count": 31, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-47074-3", + "nodes": [ + "pull_request:47074", + "pull_request:47076", + "pull_request:47195" + ], + "soft_pairs": [ + "pull_request:47074|pull_request:47076", + "pull_request:47074|pull_request:47195" + ], + "prepared_review_unit_hash": "1bdc0ed51a61aedfc61c013e1098d9da36ffbf3d28951aa0877a119063d59d4e", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 6433, + "estimated_input_tokens": 1609, + "estimated_eval_tokens": 3474 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 6433, + "estimated_input_tokens": 1609, + "estimated_eval_tokens": 3474 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The three pull requests address different bugs in different subsystems, so there are no duplicate PR pairs here. The soft-similarity links are superficial only.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 47074 is the strongest standalone representative: it has the clearest user-facing fix, the broadest discussion/review activity, and is unrelated to the other two changes.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47074", + "right": "pull_request:47076", + "accept": false, + "reason": "Different problems and code paths: AnyToAnyPipeline normalizes multimodal input keys, while Gemma4 validates audio/text placeholder batching. They would not be merged as one PR." + }, + { + "left": "pull_request:47074", + "right": "pull_request:47195", + "accept": false, + "reason": "Unrelated changes: one fixes multimodal pipeline input key mapping, the other adjusts generation candidate length capping. Same broad ML library, but not the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 29, + "component_count": 31, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-47122-10", + "nodes": [ + "pull_request:47122", + "pull_request:47123", + "pull_request:47124", + "pull_request:47224", + "pull_request:47266", + "pull_request:47280", + "pull_request:47281", + "pull_request:47282", + "pull_request:47310", + "pull_request:47380" + ], + "soft_pairs": [ + "pull_request:47122|pull_request:47281", + "pull_request:47122|pull_request:47123", + "pull_request:47122|pull_request:47280", + "pull_request:47122|pull_request:47224", + "pull_request:47122|pull_request:47310", + "pull_request:47123|pull_request:47280", + "pull_request:47123|pull_request:47266", + "pull_request:47123|pull_request:47281", + "pull_request:47123|pull_request:47124", + "pull_request:47124|pull_request:47310", + "pull_request:47124|pull_request:47282", + "pull_request:47124|pull_request:47380", + "pull_request:47124|pull_request:47281", + "pull_request:47266|pull_request:47280", + "pull_request:47266|pull_request:47380", + "pull_request:47266|pull_request:47281", + "pull_request:47124|pull_request:47266", + "pull_request:47280|pull_request:47281", + "pull_request:47280|pull_request:47310", + "pull_request:47280|pull_request:47380", + "pull_request:47281|pull_request:47282", + "pull_request:47282|pull_request:47380", + "pull_request:47282|pull_request:47310", + "pull_request:47280|pull_request:47282", + "pull_request:47310|pull_request:47380" + ], + "prepared_review_unit_hash": "b89b3aadbbcdd5c88e15e9e398aa34f19b6466a71224916e5dce8a327c2d92b4", + "component_budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 25, + "serialized_chars": 28951, + "estimated_input_tokens": 7238, + "estimated_eval_tokens": 14732 + }, + "budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 25, + "serialized_chars": 28951, + "estimated_input_tokens": 7238, + "estimated_eval_tokens": 14732 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster breaks into a few unrelated serge test-fix PRs. The only clear duplicate pairs are MiniMax-M3-VL load_error fixes (47123/47280) and Mamba2 OOM fixes (47282/47380); most other pairs are different models or broader rollups and should stay separate.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47280 is the best representative of the clearest true duplicate pair: it contains the concrete MiniMax-M3-VL load_error workaround in the same test file and is the fuller, more polished version of the same fix as 47123.", + "best_issue_reason": null, + "best_pr_reason": "PR 47280 is the strongest canonical PR candidate overall because it directly addresses a concrete test-load failure with a self-contained workaround, and it matches a near-identical earlier PR on the same model/test path.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47122", + "right": "pull_request:47281", + "accept": false, + "reason": "Different models and unrelated fixes; no shared bug or code path." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47123", + "accept": false, + "reason": "Different model failures: edgetam import_or_config vs minimax_m3_vl load_error." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47280", + "accept": false, + "reason": "Different model and issue; both are test-fix PRs but not the same concrete bug." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47224", + "accept": false, + "reason": "47224 is a broader multi-fix rollup, not the same single edgetam change as 47122." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47310", + "accept": false, + "reason": "Unrelated models and failure modes." + }, + { + "left": "pull_request:47123", + "right": "pull_request:47280", + "accept": true, + "reason": "Same MiniMax-M3-VL load_error on the same test file; both add the offload-folder workaround." + }, + { + "left": "pull_request:47123", + "right": "pull_request:47266", + "accept": false, + "reason": "Both mention load_error, but they target different models and separate test paths." + }, + { + "left": "pull_request:47123", + "right": "pull_request:47281", + "accept": false, + "reason": "Different model and unrelated code change." + }, + { + "left": "pull_request:47123", + "right": "pull_request:47124", + "accept": false, + "reason": "Different models and different failure types (load_error vs output_mismatch)." + }, + { + "left": "pull_request:47124", + "right": "pull_request:47310", + "accept": false, + "reason": "Different models and different concrete issues." + }, + { + "left": "pull_request:47124", + "right": "pull_request:47282", + "accept": false, + "reason": "Falcon-Mamba output mismatch vs Mamba2 OOM; not the same bug." + }, + { + "left": "pull_request:47124", + "right": "pull_request:47380", + "accept": false, + "reason": "Different model and failure mode; no shared code-path fix." + }, + { + "left": "pull_request:47124", + "right": "pull_request:47281", + "accept": false, + "reason": "Different model and unrelated implementation changes." + }, + { + "left": "pull_request:47266", + "right": "pull_request:47280", + "accept": false, + "reason": "Same broad load_error label, but different models and different fixes." + }, + { + "left": "pull_request:47266", + "right": "pull_request:47380", + "accept": false, + "reason": "Different models; same generic OOM/load handling pattern is not enough for duplication." + }, + { + "left": "pull_request:47266", + "right": "pull_request:47281", + "accept": false, + "reason": "Different model and unrelated change set." + }, + { + "left": "pull_request:47280", + "right": "pull_request:47281", + "accept": false, + "reason": "Different models and unrelated fixes." + }, + { + "left": "pull_request:47280", + "right": "pull_request:47310", + "accept": false, + "reason": "Different models and failure modes." + }, + { + "left": "pull_request:47280", + "right": "pull_request:47380", + "accept": false, + "reason": "Different models; both are load/oom workarounds but not the same concrete bug." + }, + { + "left": "pull_request:47281", + "right": "pull_request:47282", + "accept": false, + "reason": "Different models and different fix types." + }, + { + "left": "pull_request:47282", + "right": "pull_request:47380", + "accept": true, + "reason": "Same Mamba2 OOM test failure; both adjust the same integration test to reduce memory pressure." + }, + { + "left": "pull_request:47282", + "right": "pull_request:47310", + "accept": false, + "reason": "Different models and unrelated generation behavior changes." + }, + { + "left": "pull_request:47280", + "right": "pull_request:47282", + "accept": false, + "reason": "Different models and different failure modes." + }, + { + "left": "pull_request:47310", + "right": "pull_request:47380", + "accept": false, + "reason": "Different models and unrelated generation/test fixes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 30, + "component_count": 31, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-47140-2", + "nodes": [ + "pull_request:47140", + "pull_request:47303" + ], + "soft_pairs": [ + "pull_request:47140|pull_request:47303" + ], + "prepared_review_unit_hash": "0b5ca456c46a19db158843cbd34d0bc973718ac66e3fa63829de173266481a7a", + "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": "Both PRs fix the chat CLI sending management requests to the wrong base URL in `src/transformers/cli/chat.py`; they differ mainly in implementation details, not in the underlying bug.", + "confidence": 0.77, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #47303 is the cleaner representative: its title describes the underlying routing bug directly, and its diff makes the service-root correction explicit at the management call site.", + "best_issue_reason": null, + "best_pr_reason": "PR #47303 is the best global representative because it most clearly captures the shared fix: routing chat management calls to the service root instead of the chat `/v1` base.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47140", + "right": "pull_request:47303", + "accept": true, + "reason": "Both PRs address the same chat CLI management URL routing bug in the same file, changing how management endpoints resolve the service root rather than fixing different behaviors." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs modify `src/transformers/cli/chat.py` (and tests) to route management requests to the service root instead of the `/v1` base. The soft-edge acceptance is conservative enough given the shared filenames, similar titles, and overlapping bug context." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 31, + "component_count": 31, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-47261-2", + "nodes": [ + "pull_request:47261", + "pull_request:47262" + ], + "soft_pairs": [ + "pull_request:47261|pull_request:47262" + ], + "prepared_review_unit_hash": "cf67aab6be1848f243724a21387d85ae745f713636b7f3ee1384697d74c03047", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4419, + "estimated_input_tokens": 1105, + "estimated_eval_tokens": 2466 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4419, + "estimated_input_tokens": 1105, + "estimated_eval_tokens": 2466 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are unrelated pull requests: one fixes label-smoothing loss scaling during gradient accumulation, the other adds/validates `min_tokens_to_keep` for Top-H sampling.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47261 is the better canonical PR for this cluster because it is a concrete, issue-linked bug fix with a clear training-path regression and targeted code change.", + "best_issue_reason": null, + "best_pr_reason": "PR 47261 is the strongest representative overall: it addresses a specific numerical bug in `Trainer`/`LabelSmoother`, has an explicit issue target, and is narrowly scoped.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47261", + "right": "pull_request:47262", + "accept": false, + "reason": "Different code paths and bugs: 47261 fixes training loss scaling under gradient accumulation, while 47262 changes generation-time Top-H logits filtering behavior. They do not look mergeable as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260718T180026Z/analysis-runs/hybrid-model-20260718t180026z/manifest.json b/snapshots/20260718T180026Z/analysis-runs/hybrid-model-20260718t180026z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..0018e04d6b88c5607e4e1722025b89a0dd48917b --- /dev/null +++ b/snapshots/20260718T180026Z/analysis-runs/hybrid-model-20260718t180026z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260718t180026z", + "artifacts": { + "hybrid": "snapshots/20260718T180026Z/analysis-runs/hybrid-model-20260718t180026z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260718T180026Z/analysis-runs/hybrid-model-20260718t180026z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-07-18T18:09:07Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260718T180026Z", + "variant": "hybrid" +} diff --git a/snapshots/20260718T180026Z/manifest.json b/snapshots/20260718T180026Z/manifest.json index f70eb4637881db62851353585614e94e2919f15e..d8094d9c66bc25ffdccb6af207bfaef90b2daaba 100644 --- a/snapshots/20260718T180026Z/manifest.json +++ b/snapshots/20260718T180026Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 100 }, "extracted_at": "2026-07-18T18:00:26Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260718t180026z", + "runs": { + "hybrid-model-20260718t180026z": { + "analysis_id": "hybrid-model-20260718t180026z", + "artifacts": { + "hybrid": "snapshots/20260718T180026Z/analysis-runs/hybrid-model-20260718t180026z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260718T180026Z/analysis-runs/hybrid-model-20260718t180026z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260718T180026Z/analysis-runs/hybrid-model-20260718t180026z/manifest.json", + "model": null, + "published_at": "2026-07-18T18:09:07Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260718T180026Z", "watermark": {