diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index 384d189fa008b3a55afeba78113852fda10e2796..eafb5cae111d576818d269912879cc0250043c1d 100644 --- a/analysis/current/analysis-report-hybrid.json +++ b/analysis/current/analysis-report-hybrid.json @@ -1,36 +1,38 @@ { "schema_version": "1.0", "repo": "huggingface/transformers", - "snapshot_id": "20260716T000031Z", - "generated_at": "2026-07-16T00:20:10Z", + "snapshot_id": "20260716T060036Z", + "generated_at": "2026-07-16T06:14:05Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ { - "cluster_id": "cluster-43451-16", - "summary": "Cluster of 1 issues and 15 PRs centered on issue #47321.", + "cluster_id": "cluster-43451-18", + "summary": "Cluster of 2 issues and 16 PRs centered on issue #47333.", "status": "open", "confidence": 0.6, - "canonical_issue_number": 47321, - "canonical_pr_number": 47322, + "canonical_issue_number": 47333, + "canonical_pr_number": 47336, 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"right_pr_number": 47304, - "code_similarity": 0.009, - "size_similarity": 0.007, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.049, - "shared_filenames": [], - "shared_file_areas": [] - }, { "left_pr_number": 47181, "right_pr_number": 47306, @@ -1386,23 +2682,23 @@ }, { "left_pr_number": 47181, - "right_pr_number": 47322, - "code_similarity": 0.001, - "size_similarity": 0.002, + "right_pr_number": 47336, + "code_similarity": 0.002, + "size_similarity": 0.003, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.003, + "patch_similarity": 0.007, "shared_filenames": [], "shared_file_areas": [] }, { "left_pr_number": 47181, - "right_pr_number": 47344, + "right_pr_number": 47346, "code_similarity": 0.001, "size_similarity": 0.002, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.002, + "patch_similarity": 0.003, "shared_filenames": [], "shared_file_areas": [] }, @@ -1418,79 +2714,68 @@ "shared_file_areas": [] }, { - "left_pr_number": 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"code_similarity": 0.132, - "size_similarity": 0.558, + "code_similarity": 0.208, + "size_similarity": 0.952, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.136, + "patch_similarity": 0.116, "shared_filenames": [], "shared_file_areas": [] }, { - "left_pr_number": 47210, - "right_pr_number": 47322, - "code_similarity": 0.009, - "size_similarity": 0.038, + "left_pr_number": 47216, + "right_pr_number": 47336, + "code_similarity": 0.007, + "size_similarity": 0.026, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.011, + "patch_similarity": 0.014, "shared_filenames": [], "shared_file_areas": [] }, { - "left_pr_number": 47210, - "right_pr_number": 47344, - "code_similarity": 0.007, - "size_similarity": 0.033, + "left_pr_number": 47216, + "right_pr_number": 47346, + "code_similarity": 0.004, + "size_similarity": 0.017, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.005, + "patch_similarity": 0.004, "shared_filenames": [], "shared_file_areas": [] }, { - "left_pr_number": 47210, + "left_pr_number": 47216, "right_pr_number": 47350, - "code_similarity": 0.153, - "size_similarity": 0.718, + "code_similarity": 0.089, + "size_similarity": 0.382, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.066, + "patch_similarity": 0.085, "shared_filenames": [], "shared_file_areas": [] }, @@ -1505,17 +2790,6 @@ "shared_filenames": [], "shared_file_areas": [] }, - { - "left_pr_number": 47243, - "right_pr_number": 47304, - "code_similarity": 0.011, - "size_similarity": 0.032, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.031, - "shared_filenames": [], - "shared_file_areas": [] - }, { "left_pr_number": 47243, "right_pr_number": 47306, @@ -1529,23 +2803,23 @@ }, { "left_pr_number": 47243, - "right_pr_number": 47322, - "code_similarity": 0.002, - "size_similarity": 0.01, + "right_pr_number": 47336, + "code_similarity": 0.004, + "size_similarity": 0.013, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.003, + "patch_similarity": 0.006, "shared_filenames": [], "shared_file_areas": [] }, { "left_pr_number": 47243, - "right_pr_number": 47344, + "right_pr_number": 47346, "code_similarity": 0.002, "size_similarity": 0.009, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.002, + "patch_similarity": 0.003, "shared_filenames": [], "shared_file_areas": [] }, @@ -1560,17 +2834,6 @@ "shared_filenames": [], "shared_file_areas": [] }, - { - "left_pr_number": 47301, - "right_pr_number": 47304, - "code_similarity": 0.143, - "size_similarity": 0.667, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.062, - "shared_filenames": [], - "shared_file_areas": [] - }, { "left_pr_number": 47301, "right_pr_number": 47306, @@ -1584,23 +2847,23 @@ }, { "left_pr_number": 47301, - "right_pr_number": 47322, - "code_similarity": 0.097, - "size_similarity": 0.467, + "right_pr_number": 47336, + "code_similarity": 0.12, + "size_similarity": 0.6, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.026, + "patch_similarity": 0.0, "shared_filenames": [], "shared_file_areas": [] }, { "left_pr_number": 47301, - "right_pr_number": 47344, - "code_similarity": 0.081, + "right_pr_number": 47346, + "code_similarity": 0.08, "size_similarity": 0.4, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.009, + "patch_similarity": 0.0, "shared_filenames": [], "shared_file_areas": [] }, @@ -1615,69 +2878,25 @@ "shared_filenames": [], "shared_file_areas": [] }, - { - "left_pr_number": 47304, - "right_pr_number": 47306, - "code_similarity": 0.031, - "size_similarity": 0.068, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.113, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 47304, - "right_pr_number": 47322, - "code_similarity": 0.063, - "size_similarity": 0.311, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.007, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 47304, - "right_pr_number": 47344, - "code_similarity": 0.054, - "size_similarity": 0.267, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.007, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 47304, - "right_pr_number": 47350, - "code_similarity": 0.044, - "size_similarity": 0.17, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.064, - "shared_filenames": [], - "shared_file_areas": [] - }, { "left_pr_number": 47306, - "right_pr_number": 47322, - "code_similarity": 0.005, - "size_similarity": 0.021, + "right_pr_number": 47336, + "code_similarity": 0.007, + "size_similarity": 0.027, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.008, + "patch_similarity": 0.011, "shared_filenames": [], "shared_file_areas": [] }, { "left_pr_number": 47306, - "right_pr_number": 47344, + "right_pr_number": 47346, "code_similarity": 0.004, "size_similarity": 0.018, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.004, + "patch_similarity": 0.006, "shared_filenames": [], "shared_file_areas": [] }, @@ -1693,21 +2912,43 @@ "shared_file_areas": [] }, { - "left_pr_number": 47322, - "right_pr_number": 47344, - "code_similarity": 0.171, - "size_similarity": 0.857, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.0, - "shared_filenames": [], - "shared_file_areas": [] + "left_pr_number": 47336, + "right_pr_number": 47346, + "code_similarity": 0.625, + "size_similarity": 0.667, + "file_overlap": 1.0, + "area_overlap": 0.294, + "patch_similarity": 0.591, + "shared_filenames": [ + "src/transformers/modeling_utils.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/modeling_utils.py", + "left_ranges": [ + [ + 3559, + 3566 + ], + [ + 3664, + 3670 + ] + ], + "right_ranges": [ + [ + 3666, + 3672 + ] + ] + } + ] }, { - "left_pr_number": 47322, + "left_pr_number": 47336, "right_pr_number": 47350, - "code_similarity": 0.011, - "size_similarity": 0.053, + "code_similarity": 0.014, + "size_similarity": 0.068, "file_overlap": 0.0, "area_overlap": 0.0, "patch_similarity": 0.004, @@ -1715,13 +2956,13 @@ "shared_file_areas": [] }, { - "left_pr_number": 47344, + "left_pr_number": 47346, "right_pr_number": 47350, - "code_similarity": 0.01, + "code_similarity": 0.009, "size_similarity": 0.045, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.004, + "patch_similarity": 0.0, "shared_filenames": [], "shared_file_areas": [] } @@ -2720,164 +3961,66 @@ 722 ], [ - 738, - 744 - ], - [ - 749, - 772 - ], - [ - 790, - 795 - ] - ] - } - ] - }, - { - "left_pr_number": 44129, - "right_pr_number": 44154, - "code_similarity": 0.099, - "size_similarity": 0.344, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.199, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 44129, - "right_pr_number": 44722, - "code_similarity": 0.146, - "size_similarity": 0.545, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.247, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 44154, - "right_pr_number": 44722, - "code_similarity": 0.164, - "size_similarity": 0.631, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.255, - "shared_filenames": [], - "shared_file_areas": [] - } - ] - }, - { - "cluster_id": "cluster-41211-3", - "summary": "Cluster of 1 issues and 2 PRs centered on issue #41211.", - "status": "open", - "confidence": 0.55, - "canonical_issue_number": 41211, - "canonical_pr_number": 44339, - "issue_numbers": [ - 41211 - ], - "pr_numbers": [ - 41356, - 44339 - ], - "evidence_types": [ - "closing_reference" - ], - "pr_comparisons": [ - { - "left_pr_number": 41356, - "right_pr_number": 44339, - "code_similarity": 0.155, - "size_similarity": 0.094, - "file_overlap": 0.273, - "area_overlap": 0.078, - "patch_similarity": 0.183, - "shared_filenames": [ - "docs/source/en/model_doc/deimv2.md", - "src/transformers/models/deimv2/__init__.py", - "src/transformers/models/deimv2/configuration_deimv2.py", - "src/transformers/models/deimv2/modeling_deimv2.py", - "tests/models/deimv2/__init__.py", - "tests/models/deimv2/test_modeling_deimv2.py" - ], - "shared_file_areas": [ - { - "filename": "docs/source/en/model_doc/deimv2.md", - "left_ranges": [ - [ - 1, - 132 - ] - ], - "right_ranges": [ - [ - 1, - 65 - ] - ] - }, - { - "filename": "src/transformers/models/deimv2/__init__.py", - "left_ranges": [ - [ - 1, - 15 - ] - ], - "right_ranges": [ - [ - 1, - 29 - ] - ] - }, - { - "filename": "src/transformers/models/deimv2/configuration_deimv2.py", - "left_ranges": [ - [ - 1, - 74 - ] - ], - "right_ranges": [ - [ - 1, - 266 - ] - ] - }, - { - "filename": "tests/models/deimv2/test_modeling_deimv2.py", - "left_ranges": [ - [ - 1, - 15 - ] - ], - "right_ranges": [ + 738, + 744 + ], [ - 1, - 1734 + 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-46894-5", - "summary": "Cluster of 1 issues and 4 PRs centered on issue #46894.", + "cluster_id": "cluster-46894-6", + "summary": "Cluster of 2 issues and 4 PRs centered on issue #46894.", "status": "open", "confidence": 0.8, "canonical_issue_number": 46894, "canonical_pr_number": 46903, "issue_numbers": [ - 46894 + 46894, + 46901 ], "pr_numbers": [ 46895, @@ -3252,19 +4395,119 @@ ] }, { - "cluster_id": "cluster-47332-4", - "summary": "Cluster of 2 issues and 2 PRs centered on issue #47333.", + "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-44779-5", + "summary": "Cluster of 3 issues and 2 PRs centered on issue #45488.", "status": "open", "confidence": 0.6, - "canonical_issue_number": 47333, - "canonical_pr_number": 47336, + "canonical_issue_number": 45488, + "canonical_pr_number": 47017, "issue_numbers": [ - 47332, - 47333 + 44779, + 45488, + 46489 ], "pr_numbers": [ - 47336, - 47346 + 46580, + 47017 ], "evidence_types": [ "closing_reference", @@ -3272,33 +4515,41 @@ ], "pr_comparisons": [ { - "left_pr_number": 47336, - "right_pr_number": 47346, - "code_similarity": 0.625, - "size_similarity": 0.667, - "file_overlap": 1.0, - "area_overlap": 0.294, - "patch_similarity": 0.591, + "left_pr_number": 46580, + "right_pr_number": 47017, + "code_similarity": 0.225, + "size_similarity": 0.275, + "file_overlap": 0.5, + "area_overlap": 0.0, + "patch_similarity": 0.13, "shared_filenames": [ - "src/transformers/modeling_utils.py" + "src/transformers/models/auto/tokenization_auto.py" ], "shared_file_areas": [ { - "filename": "src/transformers/modeling_utils.py", + "filename": "src/transformers/models/auto/tokenization_auto.py", "left_ranges": [ [ - 3559, - 3566 + 361, + 367 ], [ - 3664, - 3670 + 399, + 421 + ], + [ + 724, + 739 ] ], "right_ranges": [ [ - 3666, - 3672 + 429, + 476 + ], + [ + 808, + 826 ] ] } @@ -3409,7 +4660,7 @@ "cluster_id": "cluster-46693-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #46693.", "status": "open", - "confidence": 0.8, + "confidence": 0.55, "canonical_issue_number": 46693, "canonical_pr_number": 47215, "issue_numbers": [ @@ -3420,9 +4671,7 @@ 47215 ], "evidence_types": [ - "closing_reference", - "shared_issue_target", - "soft_similarity" + "closing_reference" ], "pr_comparisons": [ { @@ -4326,35 +5575,6 @@ } ] }, - { - "cluster_id": "cluster-47298-2", - "summary": "Cluster of 2 related pull requests linked by soft_similarity.", - "status": "open", - "confidence": 0.5, - "canonical_issue_number": null, - "canonical_pr_number": 47323, - "issue_numbers": [], - "pr_numbers": [ - 47298, - 47323 - ], - "evidence_types": [ - "soft_similarity" - ], - "pr_comparisons": [ - { - "left_pr_number": 47298, - "right_pr_number": 47323, - "code_similarity": 0.135, - "size_similarity": 0.625, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.067, - "shared_filenames": [], - "shared_file_areas": [] - } - ] - }, { "cluster_id": "cluster-47123-2", "summary": "Cluster of 2 related pull requests linked by soft_similarity.", @@ -4414,6 +5634,35 @@ } ] }, + { + "cluster_id": "cluster-47291-2", + "summary": "Cluster of 2 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 47322, + "issue_numbers": [], + "pr_numbers": [ + 47291, + 47322 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 47291, + "right_pr_number": 47322, + "code_similarity": 0.092, + "size_similarity": 0.438, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.029, + "shared_filenames": [], + "shared_file_areas": [] + } + ] + }, { "cluster_id": "cluster-44018-2", "summary": "Cluster of 2 related pull requests linked by soft_similarity.", @@ -4692,20 +5941,37 @@ ], "duplicate_issues": [ { - "cluster_id": "cluster-47138-4", - "canonical_issue_number": 47138, + "cluster_id": "cluster-43451-18", + "canonical_issue_number": 47333, "duplicate_issue_numbers": [ - 47139 + 47332 ], - "reason": "Issues in cluster-47138-4 are treated as duplicates because they share closing_reference, soft_similarity evidence." + "reason": "Issues in cluster-43451-18 are treated as duplicates because they share closing_reference, soft_similarity evidence." }, { - "cluster_id": "cluster-47332-4", - "canonical_issue_number": 47333, + "cluster_id": "cluster-44779-5", + "canonical_issue_number": 45488, "duplicate_issue_numbers": [ - 47332 + 44779, + 46489 + ], + "reason": "Issues in cluster-44779-5 are treated as duplicates because they share closing_reference, soft_similarity evidence." + }, + { + "cluster_id": "cluster-46894-6", + "canonical_issue_number": 46894, + "duplicate_issue_numbers": [ + 46901 + ], + "reason": "Issues in cluster-46894-6 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-47332-4 are treated as duplicates because they share closing_reference, soft_similarity evidence." + "reason": "Issues in cluster-47138-4 are treated as duplicates because they share closing_reference, soft_similarity evidence." } ], "duplicate_prs": [ @@ -4728,26 +5994,27 @@ "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-43451-16", - "canonical_pr_number": 47322, + "cluster_id": "cluster-43451-18", + "canonical_pr_number": 47336, "duplicate_pr_numbers": [ 43451, 46376, + 46509, 46658, + 46836, + 47096, 47143, 47163, - 47175, 47181, - 47210, + 47216, 47243, 47301, - 47304, 47306, - 47344, + 47346, 47350 ], - "target_issue_number": 47321, - "reason": "PRs in cluster-43451-16 are treated as duplicates because they converge on issue #47321 with closing_reference, soft_similarity evidence." + "target_issue_number": 47333, + "reason": "PRs in cluster-43451-18 are treated as duplicates because they converge on issue #47333 with closing_reference, soft_similarity evidence." }, { "cluster_id": "cluster-43698-3", @@ -4784,6 +6051,15 @@ "target_issue_number": null, "reason": "PRs in cluster-44018-2 are treated as duplicates because they share soft_similarity evidence." }, + { + "cluster_id": "cluster-44779-5", + "canonical_pr_number": 47017, + "duplicate_pr_numbers": [ + 46580 + ], + "target_issue_number": 45488, + "reason": "PRs in cluster-44779-5 are treated as duplicates because they converge on issue #45488 with closing_reference, soft_similarity evidence." + }, { "cluster_id": "cluster-45081-3", "canonical_pr_number": 45317, @@ -4836,7 +6112,7 @@ 46696 ], "target_issue_number": 46693, - "reason": "PRs in cluster-46693-3 are treated as duplicates because they converge on issue #46693 with closing_reference, shared_issue_target, soft_similarity evidence." + "reason": "PRs in cluster-46693-3 are treated as duplicates because they converge on issue #46693 with closing_reference evidence." }, { "cluster_id": "cluster-46869-3", @@ -4848,7 +6124,7 @@ "reason": "PRs in cluster-46869-3 are treated as duplicates because they converge on issue #46869 with closing_reference, shared_issue_target evidence." }, { - "cluster_id": "cluster-46894-5", + "cluster_id": "cluster-46894-6", "canonical_pr_number": 46903, "duplicate_pr_numbers": [ 46895, @@ -4856,7 +6132,7 @@ 47090 ], "target_issue_number": 46894, - "reason": "PRs in cluster-46894-5 are treated as duplicates because they converge on issue #46894 with closing_reference, shared_issue_target, soft_similarity evidence." + "reason": "PRs in cluster-46894-6 are treated as duplicates because they converge on issue #46894 with closing_reference, shared_issue_target, soft_similarity evidence." }, { "cluster_id": "cluster-47122-3", @@ -4887,34 +6163,25 @@ "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-47298-2", - "canonical_pr_number": 47323, + "cluster_id": "cluster-47291-2", + "canonical_pr_number": 47322, "duplicate_pr_numbers": [ - 47298 + 47291 ], "target_issue_number": null, - "reason": "PRs in cluster-47298-2 are treated as duplicates because they share soft_similarity evidence." - }, - { - "cluster_id": "cluster-47332-4", - "canonical_pr_number": 47336, - "duplicate_pr_numbers": [ - 47346 - ], - "target_issue_number": 47333, - "reason": "PRs in cluster-47332-4 are treated as duplicates because they converge on issue #47333 with closing_reference, soft_similarity evidence." + "reason": "PRs in cluster-47291-2 are treated as duplicates because they share soft_similarity evidence." } ], "best_issue": { - "cluster_id": "cluster-43451-16", - "issue_number": 47321, - "reason": "Issue #47321 is the strongest global issue candidate because it is open, belongs to a cluster with 16 artifacts, and carries 1 discussion comments plus 2 inbound references.", - "score": 264.0 + "cluster_id": "cluster-43451-18", + "issue_number": 47333, + "reason": "Issue #47333 is the strongest global issue candidate because it is open, belongs to a cluster with 18 artifacts, and carries 3 discussion comments plus 6 inbound references.", + "score": 292.0 }, "best_pr": { - "cluster_id": "cluster-43451-16", - "pr_number": 47322, - "reason": "PR #47322 is the strongest global PR candidate because it is open, belongs to a cluster with 16 artifacts, links to 1 issues, and carries 2 review/discussion events.", - "score": 288.986 + "cluster_id": "cluster-43451-18", + "pr_number": 47336, + "reason": "PR #47336 is the strongest global PR candidate because it is open, belongs to a cluster with 18 artifacts, links to 1 issues, and carries 2 review/discussion events.", + "score": 308.982 } } diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index e5f265e116b117adad973e482b46d1f261096b7f..bbddd3f3305f8ca8e8114e294090560bf8ed3bfe 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": "20260716T000031Z", - "generated_at": "2026-07-16T00:20:10Z", + "snapshot_id": "20260716T060036Z", + "generated_at": "2026-07-16T06:14:05Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -102,16 +102,16 @@ "issue:43716|issue:46869", "issue:34928|issue:44805", "issue:45685|issue:46869", - "issue:45859|issue:45902", "issue:34928|issue:36331", + "issue:45859|issue:45902", "issue:43638|issue:45161", "issue:43596|issue:45161", "issue:43716|issue:45507", "issue:45874|issue:46294", "issue:44292|issue:45237", "issue:39290|issue:45081", - "issue:45823|issue:45874", "issue:45800|issue:46515", + "issue:45823|issue:45874", "issue:43425|issue:44292", "issue:34928|issue:41720", "issue:43828|issue:45161", @@ -125,376 +125,346 @@ "issue:43039|issue:44918", "issue:41762|issue:43638" ], - "prepared_review_unit_hash": "7e0ffce262a445961548bb62ad805083ec239c12895c92eb0e8af75d3cf470f7", + "prepared_review_unit_hash": "fff140820f3e9281b9ec5cca6cda5ebc22bec46846015853a1d4622920262500", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011307, - "estimated_input_tokens": 252827, - "estimated_eval_tokens": 505910 + "serialized_chars": 1011285, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 56, - "serialized_chars": 44514, - "estimated_input_tokens": 11129, - "estimated_eval_tokens": 22514 + "serialized_chars": 44521, + "estimated_input_tokens": 11131, + "estimated_eval_tokens": 22518 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of unrelated issue reports; the only clear duplicate pair is the two DeepSpeed ZeRO-3 BertModel index-out-of-bounds reports. Everything else is at best broad thematic similarity, not the same underlying bug.", - "confidence": 0.84, - "canonical_issue_reason": "issue:43596 is the best canonical issue because it most cleanly states the shared DeepSpeed ZeRO-3/BertModel failure mode, and it matches the only true duplicate in the cluster (issue:43638).", + "summary": "This set is mostly heterogeneous: only a few soft pairs look like true duplicates, while most are just same-subsystem or same-model-family reports. I accepted the clearly matching issue duplicates and rejected the rest.", + "confidence": 0.74, + "canonical_issue_reason": "issue:44805 is the best single representative of the recurring tensor-shape/mask/index runtime-error theme, but the overall set is too mixed to treat as one true duplicate cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43596 is the strongest representative of the actual duplicate pair and is phrased more generally than issue:43638.", + "best_issue_reason": "issue:44805 is the strongest general representative of the closest technical cluster (runtime shape/index mismatch failures), even though many other items here are unrelated bugs or docs issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Different bugs: Qwen3.5 config attribute error vs chat/completions streaming failure." + "reason": "Different failure modes and code paths: missing config attribute in Qwen3.5 vs streaming chat/completions failure." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Both are GPU/MoE-related, but one is AMD GPU incompatibility and the other is an MPS histogram op limitation; not the same bug." + "reason": "Different hardware/backend issues: AMD GPU device-map failure vs MPS histogram op not implemented." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Different models and failures: Mistral-3 dtype mismatch vs GPT-OSS running on AMD GPUs." + "reason": "Different model families and symptoms: image-preprocessor dtype mismatch vs GPT-OSS on AMD GPUs." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to GPT-OSS AMD GPU failure." + "reason": "Both mention mismatches, but one is autocast dtype mismatch and the other is an AMD GPU runtime failure; not the same bug." }, { "left": "issue:45237", "right": "issue:46468", "accept": false, - "reason": "Different models and symptoms: AMD GPU failure vs broken Nemotron example." + "reason": "GPT-OSS on AMD GPUs and a broken Nemotron example are unrelated issues." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "GPT-OSS AMD GPU issue is not the same as GraniteMoEHybrid calling an invalid method." + "reason": "Different models and errors; no shared concrete bug path." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "Both involve runtime/model loading problems, but collectives mismatch and ONNX export error are different code paths." + "reason": "Collective mismatch under DeepSpeed ZeRO-3 is unrelated to ModernBERT ONNX export failure." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "Different models and failures: ModernBERT ONNX export vs Qwen3Moe FineGrainedFP8Config." + "reason": "Both are model/export related, but one is ONNX export and the other is an FP8 config failure." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "ONNX export error and CUDA assert during auto device mapping are unrelated." + "reason": "ONNX export error and Qwen3 device-mapping cuda assert are different problems." }, { "left": "issue:45901", "right": "issue:46015", "accept": false, - "reason": "Both are documentation/task-related, but one is a table-question-answering crash and the other is outdated RAG examples." + "reason": "A task crash and outdated RAG docs are not the same underlying issue." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "ONNX export error is unrelated to the GenerationMixin import error." + "reason": "ONNX export failure is unrelated to the GenerationMixin import regression." }, { "left": "issue:44509", "right": "issue:44512", - "accept": false, - "reason": "Both are docs cleanup for v5 removals, but they target different removed surfaces and are not the same concrete change." + "accept": true, + "reason": "Both are v5 docs cleanup issues about removed commands/tasks and look like the same documentation change." }, { "left": "issue:44918", "right": "issue:46165", "accept": false, - "reason": "Different issues: Qwen3.5 embeddings unpacking under TRL vs resuming training with local model and trust_remote_code." + "reason": "TRL SFT embedding unpacking and resume-training-with-remote-code are different training workflows and failures." }, { "left": "issue:46165", "right": "issue:46869", "accept": false, - "reason": "Local training resume/trust_remote_code is unrelated to YOLO multi-GPU device_map auto failure." + "reason": "Resume-training trust_remote_code issue is unrelated to YOLO multi-GPU device-map failure." }, { "left": "issue:44805", "right": "issue:45823", "accept": false, - "reason": "Both mention tensor/device mismatches, but one is a mask/index shape error and the other is Gemma4 PLE device placement during forward." + "reason": "Both involve mismatches, but one is a mask/index tensor error and the other is a Gemma4 device placement bug." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "Both are IndexError-style reports, but one is ZeRO-3/BertModel empty shard handling and the other is a mask-vs-tensor shape mismatch." + "reason": "Similar error wording, but one is ZeRO-3 Bert index-out-of-bounds and the other is a mask-shape mismatch; not the same concrete bug." }, { "left": "issue:43638", "right": "issue:46165", "accept": false, - "reason": "ZeRO-3 BertModel index error is unrelated to training resume with remote code." + "reason": "ZeRO-3 Bert initialization failure is unrelated to resume-training trust_remote_code." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "Same broad IndexError class, but different root causes: ZeRO-3 empty shard vs mask/tensor shape mismatch." + "reason": "Both are index/shape failures, but the BERT ZeRO-3 zero-sized tensor bug is distinct from the mask-shape mismatch bug." }, { "left": "issue:44805", "right": "issue:46294", "accept": false, - "reason": "Mask shape mismatch is unrelated to Qwen3.5 video token/feature mismatch in chat template handling." + "reason": "Mask/index mismatch is unrelated to Qwen3.5 video token/feature mismatch." }, { "left": "issue:44805", "right": "issue:45161", "accept": false, - "reason": "Different failures: generic shape mismatch vs GPT-OSS MoE tensor-parallel behavior." - }, - { - "left": "issue:46165", - "right": "issue:46468", - "accept": false, - "reason": "Training resume issue and Nemotron example breakage are unrelated." - }, - { - "left": "issue:44560", - "right": "issue:46165", - "accept": false, - "reason": "Qwen3-vl video StopIteration is unrelated to training resume with trust_remote_code." - }, - { - "left": "issue:34634", - "right": "issue:35545", - "accept": false, - "reason": "BarkProcessor voice_preset bug and ModernBERT ONNX export error do not share the same code path." - }, - { - "left": "issue:30277", - "right": "issue:43638", - "accept": false, - "reason": "Both involve distributed/DeepSpeed failures, but one is a collective mismatch and the other is a zero-size index error." - }, - { - "left": "issue:43596", - "right": "issue:43638", - "accept": true, - "reason": "Same underlying bug: DeepSpeed ZeRO-3 with BertModel hits index 0 out of bounds on an empty/zero-sized shard during init/load." + "reason": "Different model behaviors: generic tensor mismatch vs GPT-OSS MoE tensor-parallel issue." }, { "left": "issue:43039", - "right": "issue:45161", + "right": "issue:46165", "accept": false, - "reason": "Liger kernel cross_entropy being called and GPT-OSS tensor-parallel failure are different issues." + "reason": "Liger Kernel cross-entropy routing and resume-training remote-code issues do not share a concrete bug." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "Detokenization regression in DeepSeek Coder is unrelated to LoRA merge/save/load output mismatch." + "reason": "Incorrect detokenization and LoRA merge/save/load mismatch are different bugs." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "Qwen3-8B NVFP4 runtime error and LoRA merge/save mismatch are different bugs." + "reason": "NVFP4 runtime error and LoRA weight merge divergence are unrelated." }, { "left": "issue:44841", "right": "issue:46661", "accept": false, - "reason": "Processor failure for Voxtral is unrelated to remote-code model_class config_class import/attribute error." + "reason": "Processor failure for Voxtral and remote-code config_class error are different model-loading problems." }, { "left": "issue:34928", "right": "issue:35308", "accept": false, - "reason": "FSDP activation checkpointing recomputation mismatch and IterableDataset multi-GPU length crash are different training bugs." + "reason": "Both are multi-GPU training issues, but activation-checkpointing/FSDP tensor recomputation is not the same as iterable-dataset length crashes." }, { "left": "issue:24643", "right": "issue:30277", "accept": false, - "reason": "DeepSpeed training weight-dimension error and Jamba Zero3 collective mismatch are different failures." + "reason": "Weight-2D training error and ZeRO-3 collective mismatch are separate DeepSpeed failures." }, { "left": "issue:43716", "right": "issue:46869", "accept": false, - "reason": "Mistral-3 dtype mismatch and YOLO multi-GPU device_map auto failure are unrelated." + "reason": "Different models and backends; dtype mismatch in Mistral-3 is not YOLO device-map auto failure." }, { "left": "issue:34928", "right": "issue:44805", "accept": false, - "reason": "Activation checkpointing/FSDP mismatch is unrelated to the mask-vs-index tensor shape error." + "reason": "Activation checkpointing/FSDP recomputation bug is distinct from tensor mask/index mismatch." }, { "left": "issue:45685", "right": "issue:46869", "accept": false, - "reason": "MPS histogram op limitation is unrelated to YOLO multi-GPU device_map auto failure." + "reason": "MPS histogram op limitation is unrelated to YOLO multi-GPU device mapping." }, { - "left": "issue:45859", - "right": "issue:45902", + "left": "issue:34928", + "right": "issue:36331", "accept": false, - "reason": "Both involve Qwen3_5MoeTextRotaryEmbedding, but one is CPU offload incompatibility and the other is uninitialized memory after materialization." + "reason": "FSDP recomputed tensor-size mismatch and compute_loss signature change are unrelated." }, { - "left": "issue:34928", - "right": "issue:36331", + "left": "issue:45859", + "right": "issue:45902", "accept": false, - "reason": "FSDP activation checkpointing mismatch and CustomTrainer.compute_loss signature break are unrelated." + "reason": "Both touch Qwen3.5 MoE rotary embedding, but one is CPU-offload incompatibility and the other is uninitialized-memory materialization; not clearly the same bug." }, { "left": "issue:43638", "right": "issue:45161", "accept": false, - "reason": "BertModel ZeRO-3 index error is unrelated to GPT-OSS tensor-parallel issues." + "reason": "Different failures: BERT ZeRO-3 index error vs GPT-OSS MoE TP bug." }, { "left": "issue:43596", "right": "issue:45161", "accept": false, - "reason": "Different models and failure modes: BertModel ZeRO-3 index error vs GPT-OSS MoE TP bug." + "reason": "Same as above; unrelated code paths and symptoms." }, { "left": "issue:43716", "right": "issue:45507", "accept": false, - "reason": "Mistral-3 dtype mismatch and GraniteMoEHybrid invalid method call are different bugs." + "reason": "Dtype mismatch in Mistral-3 and invalid method call in GraniteMoEHybrid are unrelated." }, { "left": "issue:45874", "right": "issue:46294", "accept": false, - "reason": "Gemma4 reverse embedding lookup and Qwen3.5 video token mismatch are unrelated multimodal issues." + "reason": "Gemma4 reverse embedding lookup and Qwen3.5 video token mismatch are different model-specific issues." }, { "left": "issue:44292", "right": "issue:45237", "accept": false, - "reason": "Qwen3-8B NVFP4 runtime error and GPT-OSS AMD GPU failure are different model/runtime problems." + "reason": "Different model families and failure modes; no shared bug." }, { "left": "issue:39290", "right": "issue:45081", "accept": false, - "reason": "Gemma3 sliding_window_pattern/vLLM error is unrelated to Mistral tokenizer regex patch crash." - }, - { - "left": "issue:45823", - "right": "issue:45874", - "accept": false, - "reason": "Gemma4 device_map forward mismatch and Gemma4 inputs_embeds reverse lookup are different concrete bugs." + "reason": "Gemma3 config attribute error with vLLM and Mistral tokenizer regex patch crash are unrelated." }, { "left": "issue:45800", "right": "issue:46515", + "accept": true, + "reason": "Both report the same torch/transformers incompatibility around torch 2.4.1." + }, + { + "left": "issue:45823", + "right": "issue:45874", "accept": false, - "reason": "Both are torch version incompatibilities, but they refer to different torch/transformers version pairs and should not be merged." + "reason": "Both are Gemma4, but one is device mismatch in forward and the other is an expensive reverse-embedding lookup; different bugs." }, { "left": "issue:43425", "right": "issue:44292", "accept": false, - "reason": "Torch 2.10 incompatibility is too broad and unrelated to the Qwen3-8B NVFP4 runtime error." + "reason": "Generic Torch 2.10 incompatibility is not the same as a Qwen-3 NVFP4 runtime issue." }, { "left": "issue:34928", "right": "issue:41720", "accept": false, - "reason": "FSDP checkpointing mismatch and Qwen3 auto device-map CUDA assert are different issues." + "reason": "Different training/device-map contexts; not one underlying defect." }, { "left": "issue:43828", "right": "issue:45161", "accept": false, - "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to GPT-OSS only-TP failure." + "reason": "Autocast dtype mismatch and GPT-OSS tensor-parallel failure are unrelated." }, { "left": "issue:43541", "right": "issue:43716", "accept": false, - "reason": "Mixtral grouped_mm torch dynamo tracing error and Mistral-3 dtype mismatch are different code paths." + "reason": "Mixtral grouped_mm tracing error is distinct from Mistral-3 image-preprocessor dtype mismatch." }, { "left": "issue:43828", "right": "issue:44292", "accept": false, - "reason": "Different models and failures: autocast dtype mismatch vs NVFP4 runtime error." + "reason": "Different models and different runtime errors." }, { "left": "issue:43716", "right": "issue:45685", "accept": false, - "reason": "Mistral-3 dtype mismatch is unrelated to the MPS histogram op limitation." + "reason": "Mistral-3 dtype mismatch and MPS histogram limitation are unrelated." }, { "left": "issue:45507", "right": "issue:45685", "accept": false, - "reason": "Invalid method call in GraniteMoEHybrid and MPS histogram op limitation are not the same bug." + "reason": "Invalid method call in GraniteMoEHybrid is unrelated to the MPS histogram error." }, { "left": "issue:44292", "right": "issue:44918", "accept": false, - "reason": "Qwen3-8B NVFP4 runtime error and Qwen3.5 embedding unpacking under TRL are different issues." + "reason": "Qwen-3 NVFP4 runtime failure and TRL SFT unpacking issue are different bugs." }, { "left": "issue:43716", "right": "issue:44292", "accept": false, - "reason": "Mistral-3 dtype mismatch and Qwen3-8B NVFP4 runtime error are unrelated." + "reason": "Different model families and distinct failures." }, { "left": "issue:44918", "right": "issue:45161", "accept": false, - "reason": "TRL embedding unpacking bug is unrelated to GPT-OSS tensor-parallel failure." + "reason": "TRL SFT embedding unpacking and GPT-OSS tensor-parallel issues are unrelated." }, { "left": "issue:43039", "right": "issue:44918", "accept": false, - "reason": "Liger Kernel cross_entropy being called and TRL Qwen3.5 embedding unpacking are unrelated." + "reason": "Liger Kernel cross-entropy routing and TRL SFT embedding unpacking do not share a concrete fix." }, { "left": "issue:41762", "right": "issue:43638", "accept": false, - "reason": "Gemma3 ZeRO-3 index error and BertModel ZeRO-3 index error are similar in shape only, but appear to be different model-specific failures." + "reason": "Gemma3 ZeRO-3 zero-sized index error and BERT ZeRO-3 zero-sized index error are similar-shaped but appear to be different model-specific failures." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative about the soft-edge pairs. The canonical choice of issue:43596 over issue:43638 is reasonable, and the duplicate verdict on that pair is well supported by the shared ZeRO-3/BertModel index-out-of-bounds failure mode. No soft-edge acceptance appears overstated." + "feedback": "The summary is grounded in the packet and stays conservative about the mixed cluster. The accepted soft pairs (44509/44512 and 45800/46515) are plausible same-bug or same-change matches, and the rest of the rejections are appropriately cautious. No overstatement stands out." }, "evaluator_used": true, "retried": false, @@ -599,244 +569,244 @@ "issue:43541|issue:47228", "issue:43975|issue:45901" ], - "prepared_review_unit_hash": "9c8edd4a81e2cd5fc97ee3299e5db8732d92687bdeb6e1f579f23a5dbd910a65", + "prepared_review_unit_hash": "274117d3298e5a6e07d246c512e079a43e60b940d6b8a64259fe05f20067c2db", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011307, - "estimated_input_tokens": 252827, - "estimated_eval_tokens": 505910 + "serialized_chars": 1011285, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 34, - "serialized_chars": 37220, - "estimated_input_tokens": 9305, - "estimated_eval_tokens": 18866 + "serialized_chars": 37215, + "estimated_input_tokens": 9304, + "estimated_eval_tokens": 18864 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most soft pairs are only superficially similar. I\u2019d merge two issue duplicates: the ZeRO-3 index-out-of-bounds loading/init reports, and the AutoTokenizer wrong-token-ID regression reports. No PRs are present.", - "confidence": 0.76, - "canonical_issue_reason": "issue:45920 is the best canonical issue: it is the broadest, most general report of the silent AutoTokenizer token-ID regression across multiple model families, and it subsumes the narrower Granite-only report in issue:45812.", + "summary": "Mostly a noisy cluster of unrelated issues spanning docs, model loading, distributed training, and model-specific runtime errors. The only likely duplicate pair is the two AutoTokenizer v5 regression reports about wrong token IDs.", + "confidence": 0.86, + "canonical_issue_reason": "issue:45920 is the broadest, most representative bug report in the cluster: it describes the same AutoTokenizer v5 regression across multiple model families, which subsumes the narrower Granite-only report.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45920 is the strongest overall representative of a real duplicate cluster because it describes the same tokenizer regression with the widest scope and clearest user impact.", + "best_issue_reason": "issue:45920 best represents the cluster\u2019s one clear duplicate theme because it is the most general tokenizer-regression report and has supporting references.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43827", "right": "issue:44512", "accept": false, - "reason": "Both are docs issues, but they cover different removals/sections and do not describe the same change." + "reason": "Both are docs problems, but they cover different outdated references and do not describe the same concrete change." }, { "left": "issue:43828", "right": "issue:45685", "accept": false, - "reason": "Different failures: torch.autocast dtype mismatch vs MPS histogram op not implemented for int." + "reason": "Different MoE-related failures with different error paths: autocast dtype mismatch vs an MPS int histogram limitation." }, { "left": "issue:43039", "right": "issue:43828", "accept": false, - "reason": "Unrelated code paths: Liger Kernel cross-entropy invocation vs autocast dtype mismatch in Phi-tiny-MoE." + "reason": "Liger Kernel cross-entropy being called is not the same bug as a torch.autocast dtype mismatch in Phi-tiny-MoE." }, { "left": "issue:30277", "right": "issue:36331", "accept": false, - "reason": "Different problems: distributed collective mismatch vs CustomTrainer API change for compute_loss." + "reason": "Distributed collective mismatch in DeepSpeed ZeRO-3 is unrelated to a CustomTrainer method signature change." }, { "left": "issue:34928", "right": "issue:36010", "accept": false, - "reason": "Activation checkpointing/FSDP recompute mismatch is unrelated to the GenerationMixin import error." + "reason": "Activation checkpointing/FSDP tensor-size mismatch is unrelated to the GenerationMixin import error." }, { "left": "issue:45237", "right": "issue:46015", "accept": false, - "reason": "Different topics entirely: AMD GPU runtime failure vs outdated RAG documentation." + "reason": "An AMD GPU runtime failure for GPT-OSS is unrelated to outdated RAG examples docs." }, { "left": "issue:43039", "right": "issue:44805", "accept": false, - "reason": "Both mention tensor shape issues, but one is about Liger Kernel cross_entropy and the other is a mask/index length mismatch." + "reason": "Different issues: Liger Kernel cross-entropy call vs a mask/tensor shape mismatch." }, { "left": "issue:45800", "right": "issue:46304", "accept": false, - "reason": "Both are version-compatibility complaints, but they affect different code paths and fixes." + "reason": "Torch/version incompatibility is not the same bug as a USE_DISTRIBUTED=0 support regression." }, { "left": "issue:43296", "right": "issue:46304", "accept": false, - "reason": "PaddleOCR-VL/vLLM model load failure is unrelated to USE_DISTRIBUTED=0 support breakage." + "reason": "A vLLM model-loading failure is unrelated to the PyTorch distributed build regression." }, { "left": "issue:43866", "right": "issue:46402", "accept": false, - "reason": "Corrupted checkpoint vs missing text-encoder weights are different root causes." + "reason": "Checkpoint corruption and missing text-encoder weights are different failure modes and likely different causes." }, { "left": "issue:39290", "right": "issue:41720", "accept": false, - "reason": "Different model families and symptoms: missing Gemma3 config attribute vs Qwen3 auto device-map assert." + "reason": "Gemma3 sliding-window attribute error and Qwen3 auto device-map cuda assert are distinct model-specific bugs." }, { "left": "issue:43901", "right": "issue:44512", "accept": false, - "reason": "Both are docs complaints, but about different deprecated APIs and different documentation pages." + "reason": "These are separate docs corrections for different deprecated/changed API references." }, { "left": "issue:41762", "right": "issue:43596", - "accept": true, - "reason": "Same underlying ZeRO-3 zero-sized-tensor index-out-of-bounds failure during model init/loading." + "accept": false, + "reason": "Both involve DeepSpeed ZeRO-3, but the model-loading index error for Gemma3 and the BertModel case are not clearly the same bug." }, { "left": "issue:45237", "right": "issue:45901", "accept": false, - "reason": "Unrelated: AMD GPU model run failure vs table-question-answering task crash." + "reason": "A GPU/model runtime issue and a table-question-answering crash are unrelated." }, { "left": "issue:44589", "right": "issue:46304", "accept": false, - "reason": "Storage lookup for Float8 tensors is unrelated to the distributed-support regression." + "reason": "Missing Float8 storage support is not the same underlying problem as the distributed-off build regression." }, { "left": "issue:43039", "right": "issue:44560", "accept": false, - "reason": "Different problems: Liger Kernel cross-entropy path vs Qwen3.5 video chat-template mismatch." + "reason": "Liger Kernel cross-entropy being invoked is unrelated to a Qwen3-vl video/template StopIteration issue." }, { "left": "issue:44841", "right": "issue:45823", "accept": false, - "reason": "Different model-specific failures: processor handling vs Gemma4 PLE device placement." + "reason": "Processor failure for Voxtral and Gemma4 PLE device mismatch are different model-specific code paths." }, { "left": "issue:45823", "right": "issue:46294", "accept": false, - "reason": "Both involve device/template handling, but the model families and concrete failure modes differ." + "reason": "Device-mapping forward mismatch is unrelated to a video apply_chat_template feature/token count mismatch." }, { "left": "issue:43975", "right": "issue:46015", "accept": false, - "reason": "Different areas: detokenization regression vs RAG docs cleanup." + "reason": "Detokenization regression and outdated RAG docs are unrelated." }, { "left": "issue:43866", "right": "issue:46772", "accept": false, - "reason": "Checkpoint corruption and NVFP4 compatibility are not the same issue." + "reason": "Checkpoint corruption is not the same as ModelOpt/NVFP4 compatibility for a different model family." }, { "left": "issue:44863", "right": "issue:46015", "accept": false, - "reason": "Model-loading failure vs docs problem; no shared bug." + "reason": "NemotronH checkpoint loading failure is unrelated to outdated RAG examples." }, { "left": "issue:45020", "right": "issue:46304", "accept": false, - "reason": "Remote-code breakage is a different regression from torch USE_DISTRIBUTED=0 support." + "reason": "Remote-code compatibility breakage is not the same as the PyTorch distributed-off regression." }, { "left": "issue:35308", "right": "issue:42617", "accept": false, - "reason": "Both are training/runtime problems, but one is IterableDataset length skew and the other is a 3D parallel script failure." + "reason": "IterableDataset multi-GPU crash and a generic 3d_parallel.py failure are too underspecified and not clearly the same bug." }, { "left": "issue:45812", "right": "issue:45920", "accept": true, - "reason": "Same silent AutoTokenizer wrong-token-ID regression; 45920 is the broader multi-model report." + "reason": "Both report the same underlying v5 AutoTokenizer regression producing wrong token IDs across model families; they are plausibly one fix." }, { "left": "issue:43866", "right": "issue:44863", "accept": false, - "reason": "Corrupted checkpoint and failing to load NemotronH checkpoints are different root causes." + "reason": "Checkpoint corruption and NemotronH checkpoint loading failure are different problems, not a shared code-path bug." }, { "left": "issue:44292", "right": "issue:46015", "accept": false, - "reason": "NVFP4 model execution error is unrelated to documentation updates." + "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 not the same as the USE_DISTRIBUTED=0 breakage." + "reason": "bitsandbytes Int8Params compatibility is unrelated to the USE_DISTRIBUTED=0 regression." }, { "left": "issue:39290", "right": "issue:43531", "accept": false, - "reason": "Both mention sliding-window behavior, but they involve different models and distinct failure modes." + "reason": "Although both mention sliding_window, one is a Gemma3 config attribute error and the other is a Qwen3-MoE sliding_window issue; they are not the same concrete bug." }, { "left": "issue:41093", "right": "issue:43638", "accept": false, - "reason": "These are both IndexErrors, but one is a mask/tensor length mismatch and the other is a ZeRO-3 zero-sized tensor init failure." + "reason": "Mask/tensor shape mismatch in one issue and BertModel ZeRO-3 index error in the other are similar only superficially." }, { "left": "issue:43792", "right": "issue:45901", "accept": false, - "reason": "Whisper loading failure and table-question-answering crash are unrelated." + "reason": "Whisper-large-v2 runtime failure and table-question-answering crash are unrelated." }, { "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." + "reason": "Unit-test model 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": "General torch incompatibility and pydantic PretrainedConfig breakage are distinct regressions." + "reason": "Torch 2.10 incompatibility and a pydantic PretrainedConfig regression are different compatibility issues." }, { "left": "issue:43541", "right": "issue:47228", "accept": false, - "reason": "Both involve Mixtral/Sam3 performance or compilation issues, but they are different models and failure mechanisms." + "reason": "Mixtral grouped_mm torch dynamo tracing error and Sam3 bf16 compilation regression affect different models and code paths." }, { "left": "issue:43975", "right": "issue:45901", "accept": false, - "reason": "Detokenization regression and table-question-answering crash do not match." + "reason": "Detokenization regression and table-question-answering crash are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded overall. The canonical issue choice and the two accepted duplicate pairs are consistent with the packet, and the other soft-edge rejections are conservatively framed from the titles. No PRs are present in the packet." + "feedback": "Grounded overall. The summary stays conservative and matches the packet: most pairs are clearly unrelated by title, and the only supported likely duplicate is 45812/45920, both about the same v5 AutoTokenizer wrong-token-ID regression across model families. No PR-mergeability issue here since these are issue pairs, not pull requests." }, "evaluator_used": true, "retried": false, @@ -948,284 +918,281 @@ "issue:39186|issue:44918", "issue:43645|issue:45399" ], - "prepared_review_unit_hash": "c6dcd00be05fe8a1ac155268ca9daf522c0478ea268c88a464abf64b22a8c414", + "prepared_review_unit_hash": "86c12a2b1937da4e9738651e7b8ee3080c98a0cdff9442da5cec0ae3b938a358", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011307, - "estimated_input_tokens": 252827, - "estimated_eval_tokens": 505910 + "serialized_chars": 1011285, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 40, - "serialized_chars": 39564, - "estimated_input_tokens": 9891, - "estimated_eval_tokens": 20038 + "serialized_chars": 39554, + "estimated_input_tokens": 9889, + "estimated_eval_tokens": 20034 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly heterogeneous, with no single underlying bug tying most items together. Only two soft duplicate families look strong enough to merge: the Qwen video-input regression pair and the SigLIP2 bad-output pair. Everything else is too model-, version-, or subsystem-specific to treat as the same change/bug.", - "confidence": 0.76, - "canonical_issue_reason": "issue:44479 is the clearest broad regression report in this set and matches the strongest duplicate family here: Qwen video-input/template/token mismatches across multiple variants, including 46294.", + "summary": "This cluster is a grab bag of distinct Transformers regressions and model-specific failures (remote code, dtype/device mismatches, quantization, video/chat template bugs, FSDP/ZeRO-3, etc.). The titles do not indicate a single underlying bug, so the soft links should be rejected.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 45020 is the broadest umbrella ('Recent transformers versions break models using `remote_code`') and is the closest thing to a cluster hub, but it is not a true duplicate of the others.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44479 is the best representative issue overall because it describes the broader v5.3.0 video-input regression rather than a single narrow symptom.", + "best_issue_reason": "45020 is the best representative issue because it covers the widest compatibility-regression surface, but the cluster remains heterogeneous rather than a duplicate set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45362", "right": "issue:45464", "accept": false, - "reason": "Same model family, but different surfaces and likely different code paths: chat crash vs streaming chat/completions failure." + "reason": "Different failures: Qwen3.5 chat crash vs streaming API failure on Qwen3.5-0.8B; related family, not the same bug." }, { "left": "issue:43596", "right": "issue:45800", "accept": false, - "reason": "One is a ZeRO-3/BertModel index error; the other is a broad torch/transformers compatibility report." + "reason": "Both are loading/runtime compatibility issues, but one is DeepSpeed ZeRO-3 index error and the other is a torch/Transformers version incompatibility." }, { "left": "issue:43792", "right": "issue:45070", "accept": false, - "reason": "Whisper runtime failure and a pydantic/config-field regression are unrelated bugs." + "reason": "Whisper model load/run failure is not the same as the pydantic PretrainedConfig field regression." }, { "left": "issue:43541", "right": "issue:46869", "accept": false, - "reason": "Different subsystems and failure modes: torch dynamo/grouped_mm tracing vs YOLO multi-GPU device mapping." + "reason": "Different code paths: torch dynamo tracing on Mixtral vs multi-GPU device-map YOLO loading." }, { "left": "issue:44292", "right": "issue:45901", "accept": false, - "reason": "The `_is_hf_initialized` init_empty_weights TypeError is a distinct loading bug from table-question-answering crashes." + "reason": "`init_empty_weights` / `_is_hf_initialized` TypeError is unrelated to table-question-answering crash." }, { "left": "issue:39290", "right": "issue:45823", "accept": false, - "reason": "Different models and failures: missing Gemma3 sliding-window config vs Gemma4 PLE device mismatch." + "reason": "Gemma3/vLLM attribute error and Gemma4 device-mapping mismatch are different model/version bugs." }, { "left": "issue:36010", "right": "issue:39290", "accept": false, - "reason": "ImportError for GenerationMixin and a Gemma3 config attribute error are unrelated." + "reason": "ImportError for GenerationMixin is unrelated to Gemma3 config attribute access." }, { "left": "issue:45464", "right": "issue:45685", "accept": false, - "reason": "Qwen3.5 streaming/API failure and an MPS histogram-not-implemented error are unrelated." + "reason": "Streaming chat/completions failure is unrelated to the MPS MoE histogram kernel error." }, { "left": "issue:43541", "right": "issue:45685", "accept": false, - "reason": "Mixtral tracing failure and an MPS integer histogram backend error are different bugs." + "reason": "Mixtral tracing/grouped_mm failure is a different path from the MPS histogram op issue." }, { "left": "issue:43541", "right": "issue:43828", "accept": false, - "reason": "Both are dtype-related at a high level, but one is torch dynamo grouped_mm tracing and the other is autocast mismatch; not the same bug." + "reason": "Both are dtype/runtime issues, but one is torch dynamo tracing on Mixtral and the other is an autocast mismatch on Phi-tiny-MoE." }, { "left": "issue:44841", "right": "issue:45084", "accept": false, - "reason": "Voxtral processor failure and a template-node compilation TypeError do not point to the same code path." + "reason": "Processor failure for Voxtral is unrelated to the template-node compilation error." }, { "left": "issue:43404", "right": "issue:43866", "accept": false, - "reason": "Tied-weight bug in Mistral3ForConditionalGeneration is unrelated to a corrupted checkpoint report." + "reason": "Un-tied lm_head weights in Mistral3 is not the same as a corrupted Ovis2 checkpoint." }, { "left": "issue:45507", "right": "issue:46869", "accept": false, - "reason": "Invalid method call in GraniteMoEHybrid and YOLO multi-GPU device-map failures are separate issues." + "reason": "GraniteMoEHybrid invalid method call is unrelated to YOLO multi-GPU device-map failure." }, { "left": "issue:45399", "right": "issue:46661", "accept": false, - "reason": "Flash-attn2 fallback gating and remote-code config_class lookup are different initialization paths." + "reason": "Flash-Attn2 fallback gating and remote-code model_class.config_class errors are different bugs." }, { "left": "issue:41093", "right": "issue:41762", "accept": false, - "reason": "Both are IndexErrors, but one is a mask/tensor length mismatch and the other is a ZeRO-3 zero-size tensor access on a different model." + "reason": "Both are index/shape failures, but one is mask-vs-tensor length mismatch and the other is zero-sized tensor indexing." }, { "left": "issue:43572", "right": "issue:45070", "accept": false, - "reason": "StableLmConfig pad_token_idx regression and pydantic field breakage are not the same bug." + "reason": "Missing `pad_token_idx` in StableLmConfig is unrelated to the pydantic PretrainedConfig field breakage." }, { "left": "issue:45800", "right": "issue:45823", "accept": false, - "reason": "Torch version incompatibility and Gemma4 device mismatch are unrelated." + "reason": "General torch/Transformers incompatibility is not the same as Gemma4 device mismatch during forward." }, { "left": "issue:43872", "right": "issue:47228", "accept": false, - "reason": "bitsandbytes `_is_hf_initialized` incompatibility and Sam3 bf16 compilation regression are different failure modes." + "reason": "bitsandbytes `_is_hf_initialized` constructor mismatch is unrelated to Sam3 bf16 compilation regression." }, { "left": "issue:44805", "right": "issue:44918", "accept": false, - "reason": "Both mention shape/index problems, but the reported paths are different: generic mask mismatch vs TRL SFT unpacking embeddings." + "reason": "Similar indexing-shaped errors, but one is a mask/tensor mismatch and the other is Qwen3.5 embedding unpacking with TRL SFT." }, { "left": "issue:43296", "right": "issue:43366", "accept": false, - "reason": "PaddleOCR-VL loading in vLLM and GGUF gpt-oss support are unrelated model-support issues." + "reason": "PaddleOCR-VL load failure is not the same as GGUF gpt-oss architecture support." }, { "left": "issue:43716", "right": "issue:47228", "accept": false, - "reason": "Image-preprocessor dtype mismatch and bf16 compilation regression are different code paths." + "reason": "Mistral-3 dtype mismatch in image preprocessing is unrelated to Sam3 bf16 compilation regression." }, { "left": "issue:43828", "right": "issue:45464", "accept": false, - "reason": "Autocast dtype mismatch and Qwen3.5 streaming API failure are unrelated." + "reason": "Autocast dtype mismatch on Phi-tiny-MoE is not the same as Qwen3.5 streaming API failure." }, { "left": "issue:43366", "right": "issue:45464", "accept": false, - "reason": "GGUF gpt-oss support request and Qwen streaming failure are not the same bug." + "reason": "GGUF architecture support request is unrelated to chat/completions streaming failure." }, { "left": "issue:44291", "right": "issue:45070", "accept": false, - "reason": "The `_is_hf_initialized` TypeError during init_empty_weights is distinct from the pydantic PretrainedConfig issue." + "reason": "Unexpected `_is_hf_initialized` argument when loading with `init_empty_weights` is different from pydantic PretrainedConfig field breakage." }, { "left": "issue:44387", "right": "issue:45005", "accept": false, - "reason": "Int4 quantization memory regression and translation-model tied-weights bugs are separate." + "reason": "Int4 quantization memory regression is not the same as tied-weights issues in translation models." }, { "left": "issue:43531", "right": "issue:45070", "accept": false, - "reason": "Qwen3-MoE sliding_window handling and pydantic config-field breakage are unrelated." + "reason": "Qwen3-MoE sliding_window bug is unrelated to the pydantic PretrainedConfig regression." }, { "left": "issue:46869", "right": "issue:47228", "accept": false, - "reason": "YOLO multi-GPU device mapping and Sam3 bf16 compilation are different subsystems." + "reason": "YOLO multi-GPU device-map failure and Sam3 bf16 compilation regression are different subsystems." }, { "left": "issue:45507", "right": "issue:47228", "accept": false, - "reason": "GraniteMoEHybrid invalid-method bug and Sam3 compilation regression are unrelated." + "reason": "GraniteMoEHybrid invalid method call is unrelated to compilation regression in Sam3." }, { "left": "issue:43716", "right": "issue:46294", "accept": false, - "reason": "Both involve multimodal models, but one is a dtype mismatch and the other is a video token/template mismatch." + "reason": "Both involve multimodal models, but one is dtype mismatch and the other is video token/feature count mismatch." }, { "left": "issue:45020", "right": "issue:45800", "accept": false, - "reason": "Remote-code model breakage and torch 2.4.1 compatibility are different problems." + "reason": "Remote-code model breakage and torch/Transformers version incompatibility are overlapping in theme but not the same concrete bug." }, { "left": "issue:41093", "right": "issue:43596", "accept": false, - "reason": "Both are index errors, but the masking mismatch and ZeRO-3 zero-size access are not the same underlying failure." + "reason": "Both are indexing errors, but the reported shapes and contexts differ; no evidence of one root cause." }, { "left": "issue:44479", "right": "issue:46294", - "accept": true, - "reason": "Both are Qwen/Qwen3.5 video-input regressions centered on video features vs video token/template mismatch; a single fix could plausibly cover both." + "accept": false, + "reason": "Both hit Qwen multimodal video paths, but one is a v5.3 regression across multiple variants and the other is a chat-template video feature/token mismatch." }, { "left": "issue:43054", "right": "issue:43994", - "accept": true, - "reason": "Both concern broken SigLIP2 outputs in the same model family, consistent with one underlying model/config bug." + "accept": false, + "reason": "Siglip2 text embedding quality issue is not the same as the AutoModel/pipeline nonsensical-results report." }, { "left": "issue:46468", "right": "issue:46869", "accept": false, - "reason": "Official Nemotron example breakage and YOLO multi-GPU device-map issues are unrelated." + "reason": "Official Nemotron example breakage and YOLO multi-GPU loading are unrelated." }, { "left": "issue:46640", "right": "issue:46661", "accept": false, - "reason": "Flash Attention 2 issue and remote-code config_class lookup failure are distinct." + "reason": "Flash Attention 2 issue is unrelated to remote-code model_class/config_class failures." }, { "left": "issue:45759", "right": "issue:45902", "accept": false, - "reason": "Composite Qwen config unwrapping and uninitialized inv_freq after meta-to-empty materialization are different bugs." + "reason": "Both involve composite Qwen 3.5/3.6 models, but one is from_config text_config unwrapping and the other is uninitialized memory after materialization." }, { "left": "issue:43596", "right": "issue:46165", "accept": false, - "reason": "ZeRO-3/BertModel loading error and remote-code resume-training issue do not match." + "reason": "Zero-3 init indexing failure is unrelated to resuming training with local model plus trust_remote_code." }, { "left": "issue:43716", "right": "issue:44918", "accept": false, - "reason": "Different failures: multimodal dtype mismatch vs TRL SFT embedding unpacking." + "reason": "Different multimodal/text paths: image-preprocessor dtype mismatch vs embedding unpacking in TRL SFT." }, { "left": "issue:39186", "right": "issue:44918", "accept": false, - "reason": "FSDP weight-dimension runtime error and Qwen3.5 embedding unpacking failure are unrelated." + "reason": "FSDP weight dimensionality error is unrelated to Qwen3.5 embedding unpacking failure." }, { "left": "issue:43645", "right": "issue:45399", "accept": false, - "reason": "Custom-model notebook initialization breakage and flash-attn2 fallback gating are different paths." + "reason": "Jupyter custom-model initialization regression is unrelated to flash-attn2 fallback checks." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The analysis is grounded in the packet and stays appropriately conservative overall. The two accepted soft pairs are plausible same-bug families: issue:44479 and issue:46294 both concern Qwen video-input/template/token regressions, and issue:43054 and issue:43994 both concern SigLIP2 output quality in the same model family. The rest of the rejects are generally justified by different models, subsystems, or failure modes. No overstatement stands out." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -1294,8 +1261,8 @@ "soft_pairs": [ "issue:40990|issue:44960", "issue:45632|issue:45698", - "issue:43404|issue:45005", "issue:42915|issue:45399", + "issue:43404|issue:45005", "issue:44360|issue:44512", "issue:44492|issue:44512", "issue:43873|issue:45005", @@ -1324,226 +1291,226 @@ "issue:43950|issue:45902", "issue:43054|issue:43493" ], - "prepared_review_unit_hash": "7e086155754a0cf9171a582c18b39bd87d4b43e1c35ede7d1fce63cfe0e96e4a", + "prepared_review_unit_hash": "849e51da1f5fd7d550bf8f294dce72e76c4e45151cc6fd744a4cd08d71611521", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011307, - "estimated_input_tokens": 252827, - "estimated_eval_tokens": 505910 + "serialized_chars": 1011285, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 37106, - "estimated_input_tokens": 9277, - "estimated_eval_tokens": 18810 + "serialized_chars": 37115, + "estimated_input_tokens": 9279, + "estimated_eval_tokens": 18814 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous, but there are a few clear duplicate subgroups: non-persistent buffer corruption in v5, Gemma4 quantized embedder dtype casting, disk-offloaded Qwen3 save failures, and the cache.get_seq_length return-type bug. Most other pairs are related only at a broad subsystem level and should stay separate.", - "confidence": 0.74, - "canonical_issue_reason": "#43950 is the most complete representative of the non-persistent-buffer v5 regression, and it matches the closely related reports in #43644 and #44534.", + "summary": "This set is mostly heterogeneous, with a few clear duplicate clusters: non-persistent buffer corruption in v5, Gemma4 quantized embedders dtype casting, Qwen3 offloading save failures, and a cache.get_seq_length contract regression. Most other soft pairs are related only at a subsystem level, not the same underlying bug.", + "confidence": 0.76, + "canonical_issue_reason": "Issue #43950 is the best canonical issue: it states the broad root regression around non-persistent buffers being corrupted in transformers 5.x, which matches the strongest duplicate cluster here and is phrased as the underlying bug rather than one model-specific symptom.", "canonical_pr_reason": null, - "best_issue_reason": "#43950 is the strongest issue to keep as the canonical representative: clear symptom, clear regression framing, and broad enough wording to cover the matching duplicate reports.", + "best_issue_reason": "#43950 is the best overall representative because it describes a clear, cross-cutting regression with a broad impact surface and is the most central/root-cause-style report among the items.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:40990", "right": "issue:44960", "accept": false, - "reason": "Both are model-quality complaints, but they concern different models and failure modes; not the same underlying bug." + "reason": "Different problems: GPT perplexity vs a GLM5 issue; same broad LLM space but no shared code-path or symptom." }, { "left": "issue:45632", "right": "issue:45698", "accept": false, - "reason": "Both involve custom/remote code loading, but one is a cache-path collision and the other is wrong module selection after save/load; distinct bugs." + "reason": "Both involve remote/custom model loading, but one is a cache-path collision and the other is wrong module reloading after save/load; not the same bug." }, { - "left": "issue:43404", - "right": "issue:45005", + "left": "issue:42915", + "right": "issue:45399", "accept": false, - "reason": "Both mention tied weights, but they target different model families and different regressions." + "reason": "Unrelated failures: FineGrainedFP8Config vs flash-attn2 fallback gating." }, { - "left": "issue:42915", - "right": "issue:45399", + "left": "issue:43404", + "right": "issue:45005", "accept": false, - "reason": "One is a FineGrainedFP8 failure, the other is a flash-attn fallback gating issue; related area, different bug." + "reason": "Both mention tied weights, but one is a specific Mistral3 bug and the other is a broader translation-model v5 regression; too broad to treat as the same issue." }, { "left": "issue:44360", "right": "issue:44512", "accept": false, - "reason": "DSA indexer/ReLU discussion vs docs mentioning a removed command; unrelated." + "reason": "Unrelated: DSA indexer/ReLU discussion vs docs mentioning a removed command." }, { "left": "issue:44492", "right": "issue:44512", "accept": false, - "reason": "A typo in cache strategies is not the same as a removed docs command." + "reason": "A cache-strategy typo and a docs regression are not the same underlying bug." }, { "left": "issue:43873", "right": "issue:45005", "accept": false, - "reason": "Quantization/offloading behavior vs tied-weights regression; different code paths." + "reason": "Quantization/offloading behavior is unrelated to tied-weight initialization." }, { "left": "issue:35308", "right": "issue:36331", "accept": false, - "reason": "Both are training-related, but one is a multi-GPU IterableDataset crash and the other is a Trainer API signature change." + "reason": "Multi-GPU IterableDataset crashing and a custom compute_loss signature mismatch are distinct training issues." }, { "left": "issue:44530", "right": "issue:45005", "accept": false, - "reason": "PagedAttentionCache/Qwen3.5 linear_attention crash is unrelated to tied-weight handling." + "reason": "PagedAttentionCache/linear_attention crash is unrelated to tied-weight regressions." }, { "left": "issue:44918", "right": "issue:45507", "accept": false, - "reason": "Different models and failures: TRL SFT input embedding unpacking vs GraniteMoEHybrid invalid method." + "reason": "Different model-specific failures with no shared code-path evidence." }, { "left": "issue:45183", "right": "issue:46463", - "accept": false, - "reason": "T5 decoder validation error-message bug is not clearly the same concrete issue as the broader XOR validation problem." + "accept": true, + "reason": "Same decoder/input-validation error-message bug family; 46463 looks like a T5-specific instance of the broader XOR validation regression." }, { "left": "issue:43975", "right": "issue:44292", "accept": false, - "reason": "Different tokenizer/model failures; no evidence they share the same root cause." + "reason": "Tokenizer detokenization issue vs NVFP4 runtime error; no shared bug." }, { "left": "issue:44863", "right": "issue:45005", "accept": false, - "reason": "Checkpoint loading failure for NemotronH is unrelated to tied-weight translation-model regressions." + "reason": "Checkpoint-loading failure for NemotronH is unrelated to tied weights." }, { "left": "issue:35308", "right": "issue:42915", "accept": false, - "reason": "Both are training/runtime issues, but the concrete bugs are unrelated." + "reason": "Both are training/model issues, but they are clearly unrelated failures." }, { "left": "issue:46489", "right": "issue:46491", "accept": false, - "reason": "Both are tokenizer regressions, but for different models and different failure symptoms." + "reason": "Both are tokenizer regressions, but they affect different models with different symptoms and likely different fixes." }, { "left": "issue:39692", "right": "issue:43054", "accept": false, - "reason": "SigLIP2 doc-example errors and SigLIP2 text-embedding quality are different bugs." + "reason": "SigLIP2 docs example errors and SigLIP2 embedding quality regression are different problems." }, { "left": "issue:43950", "right": "issue:44534", "accept": true, - "reason": "Both describe the same v5 regression where non-persistent buffers are corrupted or filled with junk." + "reason": "Same non-persistent-buffer corruption regression in v5; both describe the same underlying bug." }, { "left": "issue:36331", "right": "issue:41762", "accept": false, - "reason": "Trainer compute_loss signature mismatch is unrelated to DeepSpeed ZeRO-3 loading failure." + "reason": "Trainer callback signature mismatch and DeepSpeed ZeRO-3 loading crash are unrelated." }, { "left": "issue:46032", "right": "issue:47246", "accept": false, - "reason": "Both mention Mamba-family mixers, but one is a silent use_cache correctness bug and the other is a slow-path inter-chunk recurrence issue." + "reason": "Both are Mamba2-related, but one is a use_cache correctness bug and the other is a NemotronH slow-path recurrence issue; not enough evidence they are the same concrete bug." }, { "left": "issue:43644", "right": "issue:43950", "accept": true, - "reason": "Same underlying v5 non-persistent-buffer corruption regression, with #43950 giving the clearest repro framing." + "reason": "Same regression: non-persistent buffers are being filled/corrupted in transformers v5." }, { "left": "issue:33666", "right": "issue:35308", "accept": false, - "reason": "Different training topics; multi-GPU Qwen2-VL support vs IterableDataset length crash." + "reason": "Both mention multi-GPU training, but one is Qwen2-VL-specific and the other is an IterableDataset length crash." }, { "left": "issue:43872", "right": "issue:44589", "accept": false, - "reason": "bitsandbytes constructor incompatibility and Float8 storage lookup failure are different compatibility bugs." + "reason": "Different bitsandbytes/storage incompatibilities." }, { "left": "issue:46899", "right": "issue:46932", "accept": true, - "reason": "#46932 is explicitly the same Gemma4 quantized vision/audio embedder dtype-cast bug described in #46899." + "reason": "Same Gemma4 quantized vision/audio embedder dtype-casting bug; #46932 is the fix/report variant of the same issue." }, { "left": "issue:45920", "right": "issue:46489", "accept": false, - "reason": "Both are tokenizer regressions, but the titles point to different models and not the same concrete failure." + "reason": "Both are tokenizer regressions, but one is a broad AutoTokenizer v5 regression and the other is a DeepSeek-Coder v1-specific gap in a prior fix." }, { "left": "issue:43054", "right": "issue:45701", "accept": false, - "reason": "SigLIP2 embedding quality and version-dependent tokenization changes are unrelated." + "reason": "SigLIP2 embedding quality and version-dependent tokenization are unrelated." }, { "left": "issue:38175", "right": "issue:43054", "accept": false, - "reason": "Unexpected zero probabilities and worse text embeddings on SigLIP2 are not clearly the same bug." + "reason": "Both involve SigLIP2, but zero probabilities and degraded text embeddings are different symptoms without clear same root cause." }, { "left": "issue:47332", "right": "issue:47333", "accept": true, - "reason": "Both report the same offloading save failure for disk-offloaded Qwen3 models." + "reason": "Same disk-offloaded save failure for Qwen3 models; only the specific model differs." }, { "left": "issue:43828", "right": "issue:44928", "accept": false, - "reason": "Different model/runtime failures: dtype mismatch under autocast vs RLHF NaN explosion from 3D position_ids." + "reason": "Autocast dtype mismatch and RLHF NaN explosion are different failure modes." }, { "left": "issue:45987", "right": "issue:46858", "accept": true, - "reason": "Same cache.get_seq_length contract bug; one reports a 1-element tensor return, the other a device-tensor return that breaks static-cache arithmetic." + "reason": "Same cache.get_seq_length contract regression: it returns a tensor instead of a plain int, which breaks downstream slicing/arithmetic." }, { "left": "issue:43950", "right": "issue:45902", "accept": false, - "reason": "Both involve non-persistent buffers, but #45902 is a specific Qwen3_5Moe materialization issue and not clearly the same concrete bug as the broad v5 corruption regression." + "reason": "Related buffer-initialization theme, but 45902 is a model-specific materialization bug and not clearly the same issue as the general non-persistent-buffer corruption regression." }, { "left": "issue:43054", "right": "issue:43493", "accept": false, - "reason": "SigLIP2 poor embeddings vs HF/JAX discrepancy are related only at the model family level, not the same bug." + "reason": "Both touch SigLIP2, but one is embedding quality and the other is an HF-vs-JAX implementation discrepancy; related, not clearly duplicate." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded and conservative overall. The accepted duplicate pairs are directly supported by the issue titles, and the summary appropriately limits the stronger claims to a few clear subgroups while keeping the rest separate." + "feedback": "The summary is grounded in the packet and stays conservative overall. The accepted soft-edge pairs are well-supported by the issue titles and do not overclaim beyond the available evidence." }, "evaluator_used": true, "retried": false, @@ -1646,209 +1613,230 @@ "issue:43881|issue:43883", "issue:46894|issue:46897" ], - "prepared_review_unit_hash": "1110acb28ce0a01c870d2995fdf4faad0f12db9cbe64cbbbc94c53e1cff1775b", + "prepared_review_unit_hash": "0d76c1eee0d2d2800431d1db11cc683f9856ef1a94ae40e9a7c67199db0900d0", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011307, - "estimated_input_tokens": 252827, - "estimated_eval_tokens": 505910 + "serialized_chars": 1011285, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 37496, - "estimated_input_tokens": 9374, - "estimated_eval_tokens": 19004 + "serialized_chars": 37497, + "estimated_input_tokens": 9375, + "estimated_eval_tokens": 19006 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is largely heterogeneous: most items are distinct model-loading, tokenizer, quantization, device-map, or training-behavior bugs that only overlap at a broad subsystem level. I found no soft edge that clearly represents the same underlying bug/change.", - "confidence": 0.94, - "canonical_issue_reason": null, + "summary": "This set is mostly heterogeneous, with two real duplicate pairs standing out: a v5 docs cleanup around removed pipeline tasks, and a DeepSeek tokenizer regression affecting tokenization output. Most other pairs are related only at a broad subsystem level and should stay separate. No PRs are present.", + "confidence": 0.64, + "canonical_issue_reason": "Issue 45488 is the best representative concrete bug in the set: it describes a clear tokenizer regression with a plausible duplicate in 46489, while the rest of the items are separate, model-specific or documentation issues.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "45488 has the clearest, most actionable underlying failure mode and the strongest duplicate signal among the issues here.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44910", "right": "issue:45859", "accept": false, - "reason": "Both involve Qwen3.5/MoE-ish runtime failures, but one is a FlashAttention packed-sequence/position_ids crash and the other is a CPU-offload rotary-embedding compatibility issue." + "reason": "Both are Qwen3.5/MoE-related failures, but one is a Flash Attention memory crash and the other is a CPU-offload incompatibility in rotary embedding; different code paths." }, { "left": "issue:45663", "right": "issue:45902", "accept": false, - "reason": "Different model families and different failure modes: Gemma-4 FSDP2 shared_kv_states rebuilding vs Qwen3_5Moe inv_freq materialization from meta tensors." + "reason": "Different Gemma/Qwen model bugs: FSDP2 KeyError from per-layer state rebuild vs uninitialized-memory access after meta-to-empty materialization." }, { "left": "issue:42947", "right": "issue:44387", "accept": false, - "reason": "Both mention memory, but one is ineffective gradient checkpointing under PEFT LoRA and the other is int4 quantization increasing reserved CUDA memory; not the same bug." + "reason": "Both mention training inefficiency, but one is gradient checkpointing ineffective with LoRA and the other is increased CUDA reserved memory under int4 quantization; separate bugs." }, { "left": "issue:44403", "right": "issue:44451", "accept": false, - "reason": "One is about noisy load-time logging, the other is a concrete failure loading ScandiBERT." + "reason": "Generic loading noise vs a specific model-loading failure for ScandiBERT; not the same underlying issue." }, { "left": "issue:24643", "right": "issue:28530", "accept": false, - "reason": "Completely unrelated training DeepSpeed weight-shape error vs early-stopping/metric_for_best_model validation issue." + "reason": "Unrelated failures: DeepSpeed weight shape error vs early-stopping metric lookup/disablement." }, { "left": "issue:43975", "right": "issue:45237", "accept": false, - "reason": "Tokenizer detokenization regression for DeepSeek-Coder is unrelated to GPT-OSS-20B failing on AMD GPUs." + "reason": "Tokenizer detokenization bug and AMD GPU support failure are unrelated." }, { "left": "issue:44403", "right": "issue:44488", "accept": false, - "reason": "Both are model-loading reports, but one is about unnecessary noise and the other is a real load failure for a different model." + "reason": "Both are model loading complaints, but they concern different models and different failure modes." }, { "left": "issue:43643", "right": "issue:45020", "accept": false, - "reason": "Both touch remote-code flows, but one is missing fields in AutoConfig.from_pretrained and the other is a broader recent-version remote_code loading breakage." + "reason": "Both touch remote-code loading, but 43643 is about missing fields in AutoConfig return values while 45020 is a broader regression report; not clearly the same concrete bug." }, { "left": "issue:41762", "right": "issue:42915", "accept": false, - "reason": "Different models, different configs, different crashes: Gemma3 ZeRO-3 index error vs Qwen3Moe FineGrainedFP8Config failure." + "reason": "Gemma3 DeepSpeed ZeRO-3 index error and Qwen3Moe FP8 failure are different model-specific bugs." }, { "left": "issue:42947", "right": "issue:43856", "accept": false, - "reason": "Both are MoE/memory-related, but one is LoRA checkpointing inefficiency and the other is general Qwen3 MoE training memory usage." + "reason": "Different symptoms and likely fixes: LoRA gradient checkpointing issue vs MoE training memory usage regression." }, { "left": "issue:44991", "right": "issue:45399", "accept": false, - "reason": "Tokenizer loading for EMBEDDIA/est-roberta is unrelated to the flash-attn2 fallback gating problem." + "reason": "Tokenizer load failure for a specific model vs flash-attn fallback being blocked by checks; unrelated." }, { "left": "issue:41553", "right": "issue:43883", "accept": false, - "reason": "Different models and bugs: bad AutoTokenizer error message for Voxtral vs missing all_tied_weights_keys on MolmoForCausalLM." + "reason": "Different problems: AutoTokenizer load error for Voxtral vs missing all_tied_weights_keys on Molmo." }, { "left": "issue:43824", "right": "issue:43872", "accept": false, - "reason": "One is a missing Qwen2_5_VL import, the other is a bitsandbytes Int8Params constructor incompatibility." + "reason": "ImportError for a Qwen VL class and a bitsandbytes Int8Params incompatibility are separate issues." }, { "left": "issue:45685", "right": "issue:45823", "accept": false, - "reason": "MPS histogram implementation error on MoE ints is unrelated to Gemma4 device-map mismatch during forward." + "reason": "Different device/backend bugs: MPS histogram int failure vs Gemma4 PLE device mismatch under device_map=auto." }, { "left": "issue:45081", "right": "issue:45399", "accept": false, - "reason": "Tokenizer regex patch crash and flash-attn2 fallback gating are different code paths and different symptoms." + "reason": "Tokenizer regex patch crash and flash-attn fallback blocking are unrelated." }, { "left": "issue:43782", "right": "issue:44960", "accept": false, - "reason": "Qwen3VL weight_only loading error is unrelated to a generic GLM5 issue report." + "reason": "Qwen3VL weight_only error and GLM5 loading are different model-loading failures." }, { "left": "issue:45020", "right": "issue:45823", "accept": false, - "reason": "Remote-code loading regressions are not the same as Gemma4 PLE device placement bugs." + "reason": "Remote-code regression and Gemma4 PLE device mismatch are not the same underlying bug." }, { "left": "issue:44661", "right": "issue:45020", "accept": false, - "reason": "add-new-model-like failing inside TOKENIZER_MAPPING_NAMES is a specific registry bug, not the broader remote_code breakage." + "reason": "add-new-model-like failure in tokenizer mappings is a different code path from generic remote_code breakage." }, { "left": "issue:43828", "right": "issue:45823", "accept": false, - "reason": "dtype mismatch under autocast and Gemma4 device mismatch are both placement-type bugs, but they are not the same failure path." + "reason": "Autocast dtype mismatch on Phi-tiny-MoE and Gemma4 device mismatch are separate model/runtime issues." }, { "left": "issue:41553", "right": "issue:43881", "accept": false, - "reason": "Different model load failures with no shared underlying code path evident." + "reason": "Different models and different failures: Voxtral tokenizer loading vs glm-4v-9b loading." }, { "left": "issue:45020", "right": "issue:45356", "accept": false, - "reason": "Kimi-K2.5 tokenizer codec/fix_mistral_regex regression is a tokenizer-specific issue, not the same as broad remote_code breakage." + "reason": "Both are regressions, but one is generic remote-code breakage and the other is a Kimi-K2.5 tokenizer codec/fix_mistral_regex issue." }, { "left": "issue:42491", "right": "issue:44368", "accept": false, - "reason": "Qwen3_moe HF4.x-to-HF5.x LoRA incompatibility and a tie_word_embeddings warning during Qwen3.5-27B fine-tuning are not the same bug." + "reason": "LoRA compatibility/config warning on Qwen3 MoE is not the same as a tie-word-embeddings warning on Qwen3.5-27B." }, { "left": "issue:45715", "right": "issue:46315", "accept": false, - "reason": "Both are tokenizer performance regressions, but one is convert_ids_to_tokens and the other is convert_tokens_to_ids; different hot paths." + "reason": "Both are tokenizer performance regressions, but they affect opposite conversion directions and different hot paths." }, { "left": "issue:43872", "right": "issue:46869", "accept": false, - "reason": "bitsandbytes constructor incompatibility is unrelated to YOLO multi-GPU device_map auto failure." + "reason": "bitsandbytes constructor incompatibility and YOLO multi-GPU device-map failure are unrelated." }, { "left": "issue:45759", "right": "issue:46661", "accept": false, - "reason": "Both involve model class/config handling, but one is unwrapping text_config for composite Qwen multimodal configs and the other is remote-code model_class missing config_class." + "reason": "Composite Qwen config unwrapping and remote-code model_class/config_class errors are related only broadly; not the same concrete bug." }, { "left": "issue:45488", "right": "issue:46489", + "accept": true, + "reason": "Both report the same DeepSeek tokenizer regression in v5: tokenizer output is corrupted by the LlamaTokenizer pre-tokenizer handling." + }, + { + "left": "issue:45020", + "right": "issue:46661", + "accept": false, + "reason": "Both involve remote-code models, but one is a broad regression report and the other is a specific config_class AttributeError; insufficient evidence of one fix." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Same docs cleanup: both say removed v5 pipeline tasks (summarization/translation/text2text-generation) are still referenced in documentation." + }, + { + "left": "issue:43404", + "right": "issue:43950", "accept": false, - "reason": "Both affect DeepSeek-family tokenization, but the root causes differ: tokenizer pre-tokenizer override vs a gap in a prior DeepSeek-Coder fix." + "reason": "Different from-pretrained regressions: untied lm_head weight vs non-persistent buffer corruption." }, { "left": "issue:43881", "right": "issue:43883", "accept": false, - "reason": "Separate model-loading failures with no concrete shared bug." + "reason": "glm-4v-9b loading failure and Molmo missing all_tied_weights_keys are different model-specific issues." }, { "left": "issue:46894", "right": "issue:46897", "accept": false, - "reason": "They share the phrase 'training-loss double-shift bug' but target different model implementations; not enough evidence they are the same fixable code path." + "reason": "They share a high-level 'double-shift' pattern, but they are different model families with no clear evidence of the same exact code path or one merged fix." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the accepted duplicate pairs are stated conservatively. The non-duplicate soft-edge calls also stay within the evidence shown (mostly distinct model/failure-mode combinations). No PR-pair issue applies here because there are no PRs in the packet." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -1943,23 +1931,23 @@ "issue:43950|issue:45834", "issue:41553|issue:44488", "issue:42617|issue:43366", - "issue:43645|issue:43646", - "issue:44560|issue:45685" + "issue:44560|issue:45685", + "issue:43645|issue:43646" ], - "prepared_review_unit_hash": "5865ab51db7d62415423aa3017973f6a358225187e166c38f0286e32a6802757", + "prepared_review_unit_hash": "c7f8cdbe936519dd00e928c1ec14095da574fc174a1e8e482e0850709453e928", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011307, - "estimated_input_tokens": 252827, - "estimated_eval_tokens": 505910 + "serialized_chars": 1011285, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36768, + "serialized_chars": 36765, "estimated_input_tokens": 9192, "estimated_eval_tokens": 18640 }, @@ -1968,198 +1956,198 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous set of unrelated bug reports, with only a few likely duplicate pairs: custom model initialization in Transformers 5.0.0, a generic mask-shape IndexError, and a Qwen video-input regression. The rest look like separate model-specific or subsystem-specific failures.", - "confidence": 0.78, - "canonical_issue_reason": "No single issue cleanly represents the whole set. If one issue must be chosen as the canonical anchor, issue 43646 is the best fit because it states the broader Transformers 5.0.0 custom-model initialization regression that also covers the notebook-specific variant in 43645.", + "summary": "Mostly a grab-bag of unrelated bug reports. The only clear duplicate pockets are the Transformers 5.0.0 custom model initialization regression and the repeated deepspeed/BERT zero3 out-of-bounds initialization error; most other pairs are too model- or subsystem-different to merge as duplicates.", + "confidence": 0.61, + "canonical_issue_reason": "issue:43646 is the broadest clean representative of the duplicate cluster around Transformers 5.0.0 custom model initialization breaking; it subsumes the notebook-specific variant in issue:43645.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44479 is the strongest standalone report here: it clearly names the regression, affected version, and multiple affected Qwen VL variants, making it a good anchor for the merged video-input duplicate pair.", + "best_issue_reason": "issue:43646 best captures the underlying regression with the clearest, most general title and is the strongest duplicate-anchor among the listed issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43792", "right": "issue:44220", "accept": false, - "reason": "Different failure modes: one is a Whisper runtime issue, the other is a specific fbank feature extraction bug." + "reason": "Both are Whisper/audio-related, but the titles point to different failure surfaces and the evidence is not enough to prove the same bug." }, { "left": "issue:43257", "right": "issue:45305", "accept": false, - "reason": "Both involve DeepSpeed, but one is weight conversion/loading and the other is gradient averaging with loss kwargs; not the same bug." + "reason": "Both mention DeepSpeed/Qwen3, but one is weight conversion during load and the other is GAS gradient averaging; different code paths." }, { "left": "issue:36331", "right": "issue:41093", "accept": false, - "reason": "Unexpected compute_loss kwarg vs tensor mask shape mismatch are unrelated error paths." + "reason": "Unexpected kwarg in Trainer vs tensor/mask shape mismatch; unrelated errors." }, { "left": "issue:42947", "right": "issue:45923", "accept": false, - "reason": "Both mention gradient checkpointing, but one is about LoRA checkpointing being ineffective and the other about a missing model flag." + "reason": "Both involve gradient checkpointing, but one is ineffective LoRA behavior and the other is a missing capability flag." }, { "left": "issue:43940", "right": "issue:45313", "accept": false, - "reason": "Both are ZeRO-3 loading failures, but they hit different Qwen model families and describe different load symptoms." + "reason": "Similar DeepSpeed ZeRO-3 loading complaints, but the model targets and reported failures differ too much to treat as the same bug." }, { "left": "issue:43854", "right": "issue:44863", "accept": false, - "reason": "Unrelated models and failures: GLM-4.7-Flash test load issue vs NemotronH checkpoint loading failure." + "reason": "Different model-loading failures for different architectures; only broad symptom similarity." }, { "left": "issue:44479", "right": "issue:44560", - "accept": true, - "reason": "Same underlying Qwen VL video-input regression in transformers 5.3.0; the StopIteration report looks like a specific manifestation of the broader video-input breakage." + "accept": false, + "reason": "Both are video-related Qwen regressions, but one is a broad v5.3.0 input regression and the other is a specific StopIteration path." }, { "left": "issue:24643", "right": "issue:30064", "accept": false, - "reason": "DeepSpeed training weight-shape error vs image processor segmentation-map bug are unrelated." + "reason": "DeepSpeed training weight-dimension error vs image processor void segmentation maps; unrelated." }, { "left": "issue:41093", "right": "issue:44805", "accept": true, - "reason": "The titles describe the same mask-shape IndexError pattern, indicating the same indexing bug with different reported sizes." + "reason": "Same IndexError symptom and same mask/tensor shape-mismatch failure pattern; likely the same underlying bug." }, { "left": "issue:44928", "right": "issue:45588", "accept": false, - "reason": "Gradient explosion in RLHF/position_ids vs a flash-attention auxiliary-state crash are distinct issues." + "reason": "Different subsystems: RLHF/position_ids BF16 instability vs flash_attention s_aux handling." }, { "left": "issue:43716", "right": "issue:46468", "accept": false, - "reason": "Different models and symptoms: image-preprocessor dtype mismatch vs broken official Nemotron example." + "reason": "Different models and different failure modes; only both are loading/training issues." }, { "left": "issue:44863", "right": "issue:46402", "accept": false, - "reason": "Checkpoint loading failure for NemotronH is not the same as Sam3 text-encoder weights not loading." + "reason": "Both are model-loading problems, but NemotronH checkpoint loading and Sam3 text encoder weight loading are distinct." }, { "left": "issue:44530", "right": "issue:44863", "accept": false, - "reason": "PagedAttentionCache linear_attention crash and NemotronH checkpoint loading are different code paths." + "reason": "PagedAttentionCache linear_attention crash vs NemotronH checkpoint loading; unrelated." }, { "left": "issue:43366", "right": "issue:43828", "accept": false, - "reason": "GGUF gpt-oss support and Phi-tiny-MoE autocast dtype mismatch are unrelated." + "reason": "GGUF/gpt-oss support request vs autocast dtype mismatch in Phi-tiny-MoE; not the same bug." }, { "left": "issue:41553", "right": "issue:44991", "accept": false, - "reason": "Bad AutoTokenizer error message for Voxtral vs tokenizer loading failure for est-roberta are separate tokenizer issues." + "reason": "Both are tokenizer-loading complaints, but for different models and likely different root causes." }, { "left": "issue:43366", "right": "issue:43531", "accept": false, - "reason": "GGUF architecture support and sliding_window behavior on Qwen3-MoE are unrelated." + "reason": "gpt-oss GGUF support vs Qwen3-MoE sliding_window issue; unrelated." }, { "left": "issue:43596", "right": "issue:46515", "accept": false, - "reason": "Zero-3/BertModel initialization crash is not the same as a general torch 2.4.1 incompatibility report." + "reason": "Zero3 Bert out-of-bounds init bug vs torch 2.4.1 incompatibility; too broad and unspecific." }, { "left": "issue:45325", "right": "issue:45902", "accept": false, - "reason": "Qwen2.5-VL rope/position-id scaling and Qwen3_5Moe rotary embedding memory initialization are different bugs." + "reason": "Both touch rotary/position-id internals, but one is a Qwen2.5-VL scaling bug and the other is uninitialized memory after meta materialization." }, { "left": "issue:43366", "right": "issue:44589", "accept": false, - "reason": "gpt-oss GGUF support and Float8 storage lookup failure are unrelated." + "reason": "Unrelated model-support request vs Float8 storage lookup failure." }, { "left": "issue:43638", "right": "issue:46515", "accept": false, - "reason": "Non-pretrained Bert zero-3 index error does not match a generic torch-version incompatibility issue." + "reason": "Specific zero3 Bert init out-of-bounds bug vs generic torch incompatibility; not the same issue." }, { "left": "issue:45663", "right": "issue:45823", "accept": false, - "reason": "Same model family, but one is an FSDP2 shared_kv_states bug and the other is a device_map forward mismatch." + "reason": "Both are Gemma4-related, but one is an FSDP2 per-layer state bug and the other is a device_map forward mismatch." }, { "left": "issue:44155", "right": "issue:45584", "accept": false, - "reason": "AudioFlamingo3 track leakage and Whisper empty-transcription handling are different audio-generation bugs." + "reason": "Different audio model paths: batched inference token leak vs Whisper empty transcription handling." }, { "left": "issue:43716", "right": "issue:44560", "accept": false, - "reason": "Mistral-3 image dtype mismatch is unrelated to Qwen3-VL video StopIteration." + "reason": "Mistral image-preprocessor dtype mismatch vs Qwen video StopIteration; unrelated." }, { "left": "issue:42915", "right": "issue:43957", "accept": false, - "reason": "Qwen3MoE FineGrainedFP8 failure and meta-device loading regressions are separate model-loading problems." + "reason": "Qwen3MoE FP8 config failure vs meta-device loading regression; different failure modes." }, { "left": "issue:43824", "right": "issue:43957", "accept": false, - "reason": "Missing Qwen2_5_VL import and meta-device loading failures are unrelated." + "reason": "Missing import for a specific VL class vs general meta-device loading regression." }, { "left": "issue:43950", "right": "issue:45834", "accept": false, - "reason": "Non-persistent buffer corruption and Kosmos2.5 long-ocr indexing are different regressions." + "reason": "Non-persistent buffer corruption vs Kosmos2.5 long OCR index error; unrelated." }, { "left": "issue:41553", "right": "issue:44488", "accept": false, - "reason": "Tokenizer error messaging for Voxtral is unrelated to loading cjvt/sleng-bert." + "reason": "Both involve tokenizer/model loading, but the models and error patterns are different." }, { "left": "issue:42617", "right": "issue:43366", "accept": false, - "reason": "3d_parallel.py runtime failure and gpt-oss GGUF support are unrelated." - }, - { - "left": "issue:43645", - "right": "issue:43646", - "accept": true, - "reason": "Same Transformers 5.0.0 custom-model initialization regression; 43645 is just the Jupyter-notebook manifestation of 43646." + "reason": "3d_parallel.py runtime failure vs gpt-oss GGUF support; unrelated." }, { "left": "issue:44560", "right": "issue:45685", "accept": false, - "reason": "Qwen3-VL video StopIteration and an MPS histogram unsupported-int error are unrelated." + "reason": "Video input regression vs MPS histogram not implemented for Int in MOE; unrelated." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Same Transformers 5.0.0 custom model initialization regression; 43645 is just the notebook-specific phrasing of the same bug." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays mostly conservative. The three accepted soft pairs are reasonably supported by the titles and metadata alone: 43645/43646 are clearly the same Transformers 5.0.0 custom-model initialization regression, 41093/44805 are the same mask-shape IndexError pattern, and 44479/44560 plausibly describe the same Qwen VL video-input regression. The remaining pair verdicts are cautious and do not overreach." + "feedback": "Grounded overall. The accepted soft pairs are conservative and well-supported by the titles: issue:41093 \u2194 issue:44805 are essentially the same mask/tensor shape-mismatch IndexError, and issue:43645 \u2194 issue:43646 are clearly the same Transformers 5.0.0 custom-model initialization regression. The broader summary stays cautious and does not overclaim mergeability for the other pairs." }, "evaluator_used": true, "retried": false, @@ -2193,6 +2181,7 @@ "issue:43632", "issue:43638", "issue:43644", + "issue:43645", "issue:43720", "issue:43994", "issue:44451", @@ -2231,8 +2220,8 @@ "soft_pairs": [ "issue:44560|issue:44918", "issue:44683|issue:46515", - "issue:44910|issue:46858", "issue:36010|issue:42915", + "issue:44910|issue:46858", "issue:43550|issue:44910", "issue:42947|issue:47254", "issue:45812|issue:46489", @@ -2243,8 +2232,8 @@ "issue:44877|issue:45030", "issue:43638|issue:44661", "issue:43596|issue:44661", - "issue:42491|issue:43720", "issue:44661|issue:44805", + "issue:42491|issue:43720", "issue:45672|issue:46899", "issue:43632|issue:45834", "issue:43317|issue:44756", @@ -2258,222 +2247,236 @@ "issue:44863|issue:46846", "issue:45313|issue:45357", "issue:45507|issue:46468", - "issue:46459|issue:46512" + "issue:46459|issue:46512", + "issue:39692|issue:43994", + "issue:43644|issue:43645" ], - "prepared_review_unit_hash": "72641dbc982f70173355892882dacf39cefac6ee17da1b33a1519a8da889077b", + "prepared_review_unit_hash": "0bc91e7deebe0b76c2fcf16fe95942e9c460a684bd84d212539f8826ca32c12a", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011307, - "estimated_input_tokens": 252827, - "estimated_eval_tokens": 505910 + "serialized_chars": 1011285, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 36056, - "estimated_input_tokens": 9014, - "estimated_eval_tokens": 18284 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37246, + "estimated_input_tokens": 9312, + "estimated_eval_tokens": 18880 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous set of transformer/model issues with a few clear duplicate pairs. Strongest matches are SigLIP2 report duplication, Gemma4 4-bit dtype-cast regression, and the non-persistent buffer junk regression in v5. Most other soft links are only broad topical similarity and should stay separate.", - "confidence": 0.69, - "canonical_issue_reason": "Issue 44534 is the cleaner, broader statement of the non-persistent-buffer regression and subsumes 43644\u2019s narrower version-specific report.", + "summary": "The cluster is mostly a set of unrelated Transformers issues, with a few true duplicates around SigLIP2 outputs, Gemma4 4-bit multimodal casting, and non-persistent buffer handling in v5.", + "confidence": 0.73, + "canonical_issue_reason": "Issue 38175 is the clearest representative of a real duplicate pair: 43994 describes the same SigLIP2 base model producing bad/zeroed outputs under the same failure mode.", "canonical_pr_reason": null, - "best_issue_reason": "44534 is the best representative issue in this set because it states the underlying regression most generally and aligns with an exact duplicate pair.", + "best_issue_reason": "38175 is the best single issue to anchor the cluster because it is specific, early, and has the strongest same-bug duplicate in 43994.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44560", "right": "issue:44918", "accept": false, - "reason": "Both involve Qwen-related failures, but one is a video/StopIteration error and the other is an embedding unpacking failure in TRL; different code paths and symptoms." + "reason": "Both involve Qwen-related embedding behavior, but the reported failures and code paths differ: video StopIteration vs SFT trainer unpacking." }, { "left": "issue:44683", "right": "issue:46515", "accept": false, - "reason": "These are separate torch-compatibility reports with different versions and likely different breakages, not the same concrete bug." + "reason": "These are different torch-version incompatibility reports with different failure modes and likely different root causes." }, { - "left": "issue:44910", - "right": "issue:46858", + "left": "issue:36010", + "right": "issue:42915", "accept": false, - "reason": "One is a Qwen3.5 flash-attention illegal-memory-access bug; the other is a static-cache/torch.compile slice-arithmetic issue on non-CUDA backends." + "reason": "ImportError for GenerationMixin is unrelated to Qwen3Moe FP8 loading." }, { - "left": "issue:36010", - "right": "issue:42915", + "left": "issue:44910", + "right": "issue:46858", "accept": false, - "reason": "An import error for GenerationMixin is unrelated to a Qwen3Moe FineGrainedFP8Config failure." + "reason": "Different bugs: Qwen3.5 flash-attention packed-sequence handling vs static-cache slice arithmetic on non-CUDA backends." }, { "left": "issue:43550", "right": "issue:44910", "accept": false, - "reason": "Both mention flash attention/compile, but they affect different models and different failure mechanisms." + "reason": "Different models and different attention paths; not the same concrete bug." }, { "left": "issue:42947", "right": "issue:47254", "accept": false, - "reason": "Both touch PEFT/gradient checkpointing, but one is about checkpointing not taking effect and the other is a checkpoint error under ZeRO-3; not clearly the same bug." + "reason": "Both mention PEFT/gradient checkpointing, but one is ineffective checkpointing and the other is a DeepSpeed ZeRO-3 CheckpointError." }, { "left": "issue:45812", "right": "issue:46489", "accept": false, - "reason": "Both are tokenizer regressions, but they concern different model families and likely different fixes." + "reason": "Both are tokenizer regressions, but they affect different model families and are not clearly the same underlying fix." }, { "left": "issue:45823", "right": "issue:46515", "accept": false, - "reason": "A Gemma4 device-mapping forward mismatch is unrelated to a torch 2.4.1 incompatibility report." + "reason": "Gemma4 device-mismatch during forward is unrelated to a generic torch 2.4.1 incompatibility report." }, { "left": "issue:44661", "right": "issue:45823", "accept": false, - "reason": "Different problems: a model-addition helper failing for tokenizer mappings versus Gemma4 device placement during forward." + "reason": "Tokenizer-mapping utility failure is unrelated to Gemma4 PLE device placement." }, { "left": "issue:44560", "right": "issue:44805", "accept": false, - "reason": "These are both index-like failures, but one is a Qwen video StopIteration issue and the other is a mask/tensor shape mismatch." + "reason": "Different symptoms and different model/input paths; not a duplicate." }, { "left": "issue:38175", "right": "issue:43994", "accept": true, - "reason": "Same SigLIP2 base model and same underlying bad output behavior; the later report broadens the symptom from zero probabilities to nonsensical outputs in AutoModel/pipeline." + "reason": "Same SigLIP2 model family and same underlying bad-output bug; 43994 is a later manifestation of the same issue." }, { "left": "issue:44877", "right": "issue:45030", "accept": false, - "reason": "Both are config-validation issues, but they affect different models and are not shown to share the same validation rule or path." + "reason": "Both involve config validation, but they concern different models and validation failures." }, { "left": "issue:43638", "right": "issue:44661", "accept": false, - "reason": "ZeRO-3/Bert index error is unrelated to the tokenizer-mapping failure in add-new-model-like." + "reason": "ZeRO-3 Bert indexing failure is unrelated to tokenizer mapping-name handling." }, { "left": "issue:43596", "right": "issue:44661", "accept": false, - "reason": "Different failures and different surfaces; no evidence they share the same root cause." + "reason": "Different bugs: Bert Zero3 init indexing vs tokenizer mapping-name edge case." }, { - "left": "issue:42491", - "right": "issue:43720", + "left": "issue:44661", + "right": "issue:44805", "accept": false, - "reason": "Both involve loading/training regressions, but one is a Qwen3_moe LoRA compatibility break and the other is a BitNet packed-weight loading bug." + "reason": "No shared code-path or bug; one is tokenizer helper logic, the other is a mask/tensor shape mismatch." }, { - "left": "issue:44661", - "right": "issue:44805", + "left": "issue:42491", + "right": "issue:43720", "accept": false, - "reason": "No concrete overlap beyond both being errors; the affected subsystems and failure modes differ." + "reason": "Different loading issues: qwen3_moe LoRA compatibility vs BitNet packed-weight unpacking." }, { "left": "issue:45672", "right": "issue:46899", "accept": true, - "reason": "Same Gemma4 4-bit multimodal inference regression; the later issue is a broader description of the same unsafe dtype-cast problem." + "reason": "Both describe the same Gemma4 multimodal 4-bit quantization/dtype-cast bug affecting audio/vision embedders." }, { "left": "issue:43632", "right": "issue:45834", "accept": false, - "reason": "An `_is_hf_initialized` regression is unrelated to a Kosmos2.5 long-OCR index error." + "reason": "_is_hf_initialized regression is unrelated to Kosmos2.5 long-OCR index errors." }, { "left": "issue:43317", "right": "issue:44756", "accept": false, - "reason": "Different memory/loading problems in different contexts; no shared code-path bug is evident." + "reason": "Dequantized model offload loading and mmap OOM on Strix Halo are different problems." }, { "left": "issue:38175", "right": "issue:39692", "accept": false, - "reason": "Same model family, but one is a runtime zero-probabilities bug and the other is a documentation example with model/processor mismatch and quantization failure." + "reason": "Both mention SigLIP2, but 39692 is a docs/example and quantization issue, not the same bad-output bug." }, { "left": "issue:43644", "right": "issue:44534", "accept": true, - "reason": "These describe the same non-persistent-buffer junk regression in Transformers v5; 44534 is the broader duplicate of 43644." + "reason": "Exact same non-persistent buffer junk regression in Transformers v5, just phrased differently." }, { "left": "issue:41720", "right": "issue:42915", "accept": false, - "reason": "Different Qwen-family failures with different triggers: auto device mapping/cudaErrorAssert versus FineGrainedFP8Config." + "reason": "Both are Qwen-family, but auto device mapping cudaErrorAssert and FineGrainedFP8Config failure are different bugs." }, { "left": "issue:42915", "right": "issue:44756", "accept": false, - "reason": "FineGrainedFP8Config failure is unrelated to Strix Halo mmap OOM." + "reason": "No meaningful overlap beyond being runtime failures." }, { "left": "issue:42491", "right": "issue:45276", "accept": false, - "reason": "LoRA compatibility on qwen3_moe is unrelated to Gemma4 resize_token_embeddings behavior." + "reason": "LoRA model compatibility and Gemma4 resize_token_embeddings behavior are unrelated." }, { "left": "issue:44960", "right": "issue:44977", "accept": false, - "reason": "Different model families and different generation/attention bugs; not the same issue." + "reason": "Different models and different flash-attention/generation failures." }, { "left": "issue:44451", "right": "issue:44488", "accept": false, - "reason": "Both are loading failures, but the model names differ and there is not enough evidence they share one concrete root cause." + "reason": "Both are model-loading failures, but they are separate repos with no clear shared root cause from the titles alone." }, { "left": "issue:44863", "right": "issue:46846", "accept": false, - "reason": "NemotronH checkpoint loading and Qwen3.5 TP-plan shape/OOM failures are unrelated." + "reason": "NemotronH checkpoint loading and Qwen3.5 tensor-parallel linear_attn plan gaps are unrelated." }, { "left": "issue:45313", "right": "issue:45357", "accept": false, - "reason": "One is a ZeRO-3 load failure for Qwen3.5 language_model weights; the other is an incorrect visual-encoder save_pretrained regression." + "reason": "Both are Qwen3.5 regressions, but one is ZeRO-3 weight loading and the other is save_pretrained key serialization." }, { "left": "issue:45507", "right": "issue:46468", "accept": false, - "reason": "GraniteMoEHybrid invalid-method calls and the Nemotron example breakage are different problems." + "reason": "GraniteMoEHybrid invalid-method call and Nemotron example breakage are unrelated." }, { "left": "issue:46459", "right": "issue:46512", "accept": false, - "reason": "Both concern dtype handling, but one is about loading composite checkpoints and the other about from_config leaving config.dtype stale; different code paths." + "reason": "Both involve dtype handling, but one is AutoModelForCausalLM loading and the other is from_config initialization/config staleness." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Same model family, but 39692 is a docs/example mismatch plus quantization failure, not the same inference bug." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Buffer-junk regression and Jupyter custom-model initialization failure are separate issues." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet, and the accepted soft-edge matches are stated conservatively enough. The canonical 44534/43644 duplicate is well supported, and the Gemma4 and SigLIP2 links are plausible from the issue titles without overreaching. The non-matches are also phrased cautiously." + "feedback": "The cluster summary is grounded in the packet and stays conservative. The accepted duplicate pairs are plausibly supported by the titles/body context: 38175\u219443994, 45672\u219446899, and 43644\u219444534. The rejected soft edges are generally cautious and do not overclaim shared root cause from the available evidence." }, "evaluator_used": true, "retried": false, @@ -2487,30 +2490,30 @@ "component_count": 27, "review_unit_index": 8, "review_unit_count": 65, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-529", "nodes": [ + "issue:36010", + "issue:39404", "issue:39692", "issue:41720", "issue:42491", "issue:42947", "issue:43257", + "issue:43335", "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:44079", "issue:44155", @@ -2545,384 +2548,258 @@ ], "soft_pairs": [ "issue:43257|issue:43854", - "issue:43644|issue:43645", - "issue:39692|issue:43994", "issue:44488|issue:44991", "issue:43856|issue:43873", - "issue:43854|issue:43931", "issue:42491|issue:45335", + "issue:43854|issue:43931", "issue:42491|issue:45292", "issue:43708|issue:44075", "issue:43856|issue:44387", - "issue:45488|issue:45812", "issue:44960|issue:46050", + "issue:45488|issue:45812", "issue:44164|issue:44291", "issue:45276|issue:45335", "issue:46897|issue:46901", "issue:45362|issue:45406", - "issue:44402|issue:44488", "issue:43425|issue:43957", + "issue:44402|issue:44488", "issue:44291|issue:44756", "issue:41720|issue:44155", - "issue:43404|issue:43454", "issue:45663|issue:45759", "issue:44910|issue:45588", + "issue:43404|issue:43454", "issue:39692|issue:44960", "issue:43873|issue:44387", "issue:42947|issue:45704", "issue:45663|issue:45859", "issue:44079|issue:46829", "issue:44292|issue:44912", - "issue:44155|issue:45823" + "issue:44155|issue:45823", + "issue:36010|issue:39404", + "issue:43957|issue:44756", + "issue:43335|issue:45663" ], - "prepared_review_unit_hash": "99272209afa38d9ac12e0171a5f7c2532a03270db798b4bcee99ac7d065f125e", + "prepared_review_unit_hash": "331d8652d397438e0f87b319754c870cc9e7465e245288ade2b63726c70bf27d", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011307, - "estimated_input_tokens": 252827, - "estimated_eval_tokens": 505910 + "serialized_chars": 1011285, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36863, - "estimated_input_tokens": 9216, - "estimated_eval_tokens": 18688 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": true, - "analyst_result": null, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, - "error_kind": null, - "error_message": null - }, - { - "label": "issue", - "component_index": 1, - "component_count": 27, - "review_unit_index": 9, - "review_unit_count": 65, - "status": "reviewed", - "reason": null, - "source": "llm", - "cache_hit": false, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-529", - "nodes": [ - "issue:36010", - "issue:39404", - "issue:42796", - "issue:43335", - "issue:43381", - "issue:43425", - "issue:43611", - "issue:43645", - "issue:43646", - "issue:43708", - "issue:43716", - "issue:43828", - "issue:43854", - "issue:43957", - "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:46665", - "issue:46869", - "issue:46894", - "issue:46901", - "issue:47228", - "issue:47332" - ], - "soft_pairs": [ - "issue:36010|issue:39404", - "issue:43957|issue:44756", - "issue:43335|issue:45663", - "issue:44387|issue:44756", - "issue:44863|issue:46468", - "issue:44479|issue:44877", - "issue:45276|issue:45292", - "issue:43381|issue:44928", - "issue:43957|issue:47332", - "issue:44164|issue:44756", - "issue:42796|issue:46326", - "issue:45588|issue:45663", - "issue:45684|issue:45698", - "issue:43854|issue:45216", - "issue:43645|issue:44164", - "issue:45292|issue:45335", - "issue:43425|issue:47228", - "issue:43646|issue:43708", - "issue:44402|issue:44451", - "issue:44589|issue:44756", - "issue:46894|issue:46901", - "issue:43425|issue:43828", - "issue:46315|issue:46491", - "issue:45812|issue:46315", - "issue:44530|issue:45084", - "issue:43425|issue:46869", - "issue:43611|issue:43645", - "issue:39404|issue:45701", - "issue:44683|issue:45823", - "issue:43425|issue:43716", - "issue:39404|issue:46665" - ], - "prepared_review_unit_hash": "5892a80618f82cd4321f559d43e5c43967ba9a58973ad7436a0e47e523c529e3", - "component_budget": { - "node_count": 529, - "item_count": 529, - "soft_pair_count": 1951, - "serialized_chars": 1011307, - "estimated_input_tokens": 252827, - "estimated_eval_tokens": 505910 - }, - "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36918, - "estimated_input_tokens": 9230, - "estimated_eval_tokens": 18716 + "soft_pair_count": 31, + "serialized_chars": 37173, + "estimated_input_tokens": 9294, + "estimated_eval_tokens": 18844 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of unrelated Transformers regressions. The only clear duplicate-like mini-cluster is around `resize_token_embeddings` not updating model-specific output/decoder embeddings (45276/45292/45335).", - "confidence": 0.83, - "canonical_issue_reason": "issue:45292 is the broadest, most generic report in the resize_token_embeddings/output_embeddings family; 45276 and 45335 read as model-specific manifestations of the same bug.", + "summary": "This cluster is mostly heterogeneous issue reports with no strong duplicate pair; the closest themes are tokenizer/loading regressions, quantization/offload problems, and model-specific generation bugs, but they appear distinct.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43873 is the strongest representative issue in the set: it is active, detailed, and has the highest inbound-reference/discussion signal, while the rest are mostly narrower model- or feature-specific reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45292 best represents the shared embedding-resize regression because it is generic rather than model-specific and covers the common failure mode seen in the nearby reports.", + "best_issue_reason": "issue:43873 is the best issue candidate because it is broadly framed, well-discussed, and has the clearest evidence of ongoing user impact.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:36010", - "right": "issue:39404", + "left": "issue:43257", + "right": "issue:43854", "accept": false, - "reason": "Different failures: import path breakage vs Whisper pipeline `return_language` behavior." + "reason": "Different models and failure modes: Qwen3 MoE loading/conversion vs GLM-4.7-Flash test loading." }, { - "left": "issue:43957", - "right": "issue:44756", + "left": "issue:44488", + "right": "issue:44991", "accept": false, - "reason": "Both involve loading/runtime issues, but one is `torch.device(\"meta\")` loading and the other is Strix Halo mmap/OOM; not the same bug." + "reason": "Both are tokenizer-loading complaints, but they target different model families and likely different root causes." }, { - "left": "issue:43335", - "right": "issue:45663", + "left": "issue:43856", + "right": "issue:43873", "accept": false, - "reason": "Unrelated model/config bug vs Gemma4 FSDP training attention state bug." + "reason": "One is Qwen3 MoE training memory use; the other is quantized offloading behavior. Related area, not the same bug." }, { - "left": "issue:44387", - "right": "issue:44756", + "left": "issue:42491", + "right": "issue:45335", "accept": false, - "reason": "Different problems: int4 quantization memory regression vs mmap/OOM mitigation on a specific platform." + "reason": "Different architectures and symptoms: Qwen3 MoE HF4.x/HF5.x incompatibility vs T5Gemma resize_token_embeddings not updating decoder embeddings." }, { - "left": "issue:44863", - "right": "issue:46468", + "left": "issue:43854", + "right": "issue:43931", "accept": false, - "reason": "Both are Nemotron-related, but one is checkpoint loading and the other is an example breakage; not enough evidence of the same concrete code path." + "reason": "Different model loading bugs on different models; no evidence of a shared concrete code path." }, { - "left": "issue:44479", - "right": "issue:44877", + "left": "issue:42491", + "right": "issue:45292", "accept": false, - "reason": "Video-input regression and strict-config loading failure are separate issues." + "reason": "Qwen3 MoE LoRA compatibility issue is unrelated to a resize_token_embeddings/output_embeddings bug." }, { - "left": "issue:45276", - "right": "issue:45292", - "accept": true, - "reason": "Same underlying `resize_token_embeddings` regression: both report resized embeddings not propagating to output embeddings, with 45276 being a Gemma4-specific instance." + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer checkpoint-resume max_steps math is unrelated to optimizer argument handling." }, { - "left": "issue:43381", - "right": "issue:44928", + "left": "issue:43856", + "right": "issue:44387", "accept": false, - "reason": "Gradient checkpointing eval-mode restriction is unrelated to RLHF NaN/SDPA fallback behavior." + "reason": "Both mention quantization/memory, but one is MoE training memory usage and the other is int4 reserved-memory/OOM regression." }, { - "left": "issue:43957", - "right": "issue:47332", + "left": "issue:44960", + "right": "issue:46050", "accept": false, - "reason": "Different loading/offloading problems (`meta` loading vs saving a disk-offloaded model)." + "reason": "GLM5 is a model-specific report; the other is a save/load regression for sinq-quantized models." }, { - "left": "issue:44164", - "right": "issue:44756", + "left": "issue:45488", + "right": "issue:45812", "accept": false, - "reason": "Save/from_pretrained `extra_state` handling is unrelated to Strix Halo mmap OOM." + "reason": "Both are tokenizer regressions, but they affect different tokenizer implementations and model families." }, { - "left": "issue:42796", - "right": "issue:46326", + "left": "issue:44164", + "right": "issue:44291", "accept": false, - "reason": "Tokenizer BPE-marker handling and `continue_final_message` are different tokenizer bugs." + "reason": "Saving/loading extra_state is a different bug from init_empty_weights passing an unexpected argument." }, { - "left": "issue:45588", - "right": "issue:45663", + "left": "issue:45276", + "right": "issue:45335", "accept": false, - "reason": "Flash-attention sinkless-model crash and Gemma4 shared_kv_states/FSDP2 bug are different code paths." + "reason": "Both involve resize_token_embeddings, but they are model-specific embedding update bugs in different architectures." }, { - "left": "issue:45684", - "right": "issue:45698", + "left": "issue:46897", + "right": "issue:46901", "accept": false, - "reason": "One is permissions propagation during save, the other is loading the wrong custom module after save; related area but different bugs." + "reason": "Similar double-shift symptom, but they are distinct model reports without evidence of one shared implementation bug." }, { - "left": "issue:43854", - "right": "issue:45216", + "left": "issue:45362", + "right": "issue:45406", "accept": false, - "reason": "Different regressions: GLM-4.7 test loading vs Qwen3.5 save_pretrained corruption." + "reason": "Different crashes in different entry points: chat handling for Qwen3.5-35B vs Gemma4Processor missing _tokenizer in serve." }, { - "left": "issue:43645", - "right": "issue:44164", + "left": "issue:43425", + "right": "issue:43957", "accept": false, - "reason": "Custom-model initialization in notebooks is unrelated to extra_state save/load handling." + "reason": "Torch 2.10 compatibility and meta-device loading failures are separate issues." }, { - "left": "issue:45292", - "right": "issue:45335", - "accept": true, - "reason": "Same embedding-resize family: both say resized token embeddings do not reach model-specific output/decoder embeddings." + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "One is a vocab-size/token-placement mismatch; the other is a tokenizer load failure for a different model." }, { - "left": "issue:43425", - "right": "issue:47228", + "left": "issue:44291", + "right": "issue:44756", "accept": false, - "reason": "General Torch 2.10 incompatibility is not the same as the Sam3 bf16 compilation regression." + "reason": "Unexpected _is_hf_initialized during empty-weight init is unrelated to Strix Halo mmap/OOM behavior." }, { - "left": "issue:43646", - "right": "issue:43708", + "left": "issue:41720", + "right": "issue:44155", "accept": false, - "reason": "Custom model initialization breakage vs Trainer checkpoint-resume `max_steps` miscalculation are unrelated." + "reason": "Qwen3 device-map cuda assert is unrelated to AudioFlamingo3 batched inference token/embedding leakage." }, { - "left": "issue:44402", - "right": "issue:44451", + "left": "issue:45663", + "right": "issue:45759", "accept": false, - "reason": "Tokenizer vocab-size mismatch and inability to load a specific model are different issues." + "reason": "Gemma4 FSDP2 attention KeyError and Qwen multimodal text_config unwrapping are different code paths." }, { - "left": "issue:44589", - "right": "issue:44756", + "left": "issue:44910", + "right": "issue:45588", "accept": false, - "reason": "Float8 storage lookup failure is unrelated to Strix Halo mmap/OOM." + "reason": "Both involve attention code, but one is a packed-sequence interpretation bug and the other is an s_aux=None crash in sink-less models." }, { - "left": "issue:46894", - "right": "issue:46901", + "left": "issue:43404", + "right": "issue:43454", "accept": false, - "reason": "Both mention training-loss double-shift, but they target different model implementations and do not clearly share one concrete code path." + "reason": "Both are weight-tying problems, but they are model-specific omissions rather than the same concrete bug." }, { - "left": "issue:43425", - "right": "issue:43828", + "left": "issue:39692", + "right": "issue:44960", "accept": false, - "reason": "Torch-version incompatibility is broader than the specific autocast dtype-mismatch bug." + "reason": "SigLIP2 documentation example errors are unrelated to a GLM5 model-loading report." }, { - "left": "issue:46315", - "right": "issue:46491", + "left": "issue:43873", + "right": "issue:44387", "accept": false, - "reason": "Performance regression in `convert_tokens_to_ids` is unrelated to CodeLlama round-trip tokenization loss." + "reason": "Shared quantization/memory theme only; the specific failing behavior and likely fix are different." }, { - "left": "issue:45812", - "right": "issue:46315", + "left": "issue:42947", + "right": "issue:45704", "accept": false, - "reason": "Both are tokenizer regressions, but one is wrong token IDs and the other is a speed regression; different bugs." + "reason": "Gradient checkpointing with LoRA is unrelated to a T5 apex RMSNorm memory leak." }, { - "left": "issue:44530", - "right": "issue:45084", + "left": "issue:45663", + "right": "issue:45859", "accept": false, - "reason": "PagedAttentionCache linear_attention failure and non-template-node compile error are unrelated." + "reason": "Different Gemma4/Gemma3.5 code paths and symptoms; not the same offload bug." }, { - "left": "issue:43425", - "right": "issue:46869", + "left": "issue:44079", + "right": "issue:46829", "accept": false, - "reason": "Torch 2.10 incompatibility is not the same as YOLO multi-GPU device-map failure." + "reason": "ModelOutput key assignment is a general container issue, while the VideoPrism report is model-specific output wiring." }, { - "left": "issue:43611", - "right": "issue:43645", + "left": "issue:44292", + "right": "issue:44912", "accept": false, - "reason": "Both involve Transformers 5 custom-model behavior, but one is base_model_prefix loading and the other is notebook model initialization; not the same bug." + "reason": "Both concern quantized model loading, but NVFP4 and MXFP4 failures are distinct." }, { - "left": "issue:39404", - "right": "issue:45701", + "left": "issue:44155", + "right": "issue:45823", "accept": false, - "reason": "Whisper pipeline language return regression and version-dependent tokenization changes are different symptoms in different components." + "reason": "AudioFlamingo3 token leak and Gemma4 device mismatch are unrelated bugs." }, { - "left": "issue:44683", - "right": "issue:45823", + "left": "issue:36010", + "right": "issue:39404", "accept": false, - "reason": "Compiled flex_attention on torch>=2.9 is unrelated to Gemma4 device-map mismatch." + "reason": "ImportError for GenerationMixin and Whisper pipeline return_language failure are unrelated." }, { - "left": "issue:43425", - "right": "issue:43716", + "left": "issue:43957", + "right": "issue:44756", "accept": false, - "reason": "Torch compatibility issue vs Mistral-3 dtype mismatch are separate problems." + "reason": "Meta-device loading regressions and Strix Halo mmap/OOM are different issues." }, { - "left": "issue:39404", - "right": "issue:46665", + "left": "issue:43335", + "right": "issue:45663", "accept": false, - "reason": "Whisper pipeline regression and `from_pretrained` inside Python classes are unrelated." + "reason": "Sparse-layer creation in SwitchTransformersConfig is unrelated to Gemma4 FSDP2 attention state rebuilding." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "Grounded summary. The cluster is largely heterogeneous by title, and the only clearly supported duplicate-like set is the resize_token_embeddings/output_embeddings family (45276/45292/45335). The accepted soft-edge pairs are conservative and consistent with the packet; no overstatement stands out." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -2930,450 +2807,309 @@ "label": "issue", "component_index": 1, "component_count": 27, - "review_unit_index": 10, + "review_unit_index": 9, "review_unit_count": 65, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-529", "nodes": [ - "issue:36032", "issue:39404", - "issue:40990", "issue:42796", - "issue:42915", - "issue:43299", - "issue:43404", - "issue:43452", - "issue:43596", + "issue:43381", + "issue:43425", "issue:43611", - "issue:43632", - "issue:43644", - "issue:43746", - "issue:43856", - "issue:43901", - "issue:43906", - "issue:43931", - "issue:43994", - "issue:44079", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43716", + "issue:43828", + "issue:43854", + "issue:43957", "issue:44164", - "issue:44265", + "issue:44387", + "issue:44402", + "issue:44451", "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:44863", + "issue:44877", + "issue:44928", "issue:45084", - "issue:45479", - "issue:45759", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45698", + "issue:45701", + "issue:45812", "issue:45823", - "issue:46050", + "issue:46315", "issue:46326", - "issue:46821", + "issue:46468", + "issue:46491", + "issue:46665", + "issue:46869", "issue:46894", - "issue:46897", - "issue:46899", - "issue:47050", - "issue:47331", - "issue:47333" + "issue:46901", + "issue:47228", + "issue:47332" ], "soft_pairs": [ - "issue:44479|issue:44805", - "issue:44589|issue:45084", - "issue:43901|issue:44509", - "issue:40990|issue:47331", - "issue:43994|issue:44079", - "issue:36032|issue:43452", - "issue:44164|issue:45759", - "issue:44265|issue:44898", - "issue:46050|issue:46326", - "issue:43906|issue:44530", - "issue:43906|issue:46326", - "issue:44991|issue:45081", - "issue:44671|issue:44991", - "issue:39404|issue:44912", - "issue:45823|issue:46899", - "issue:44164|issue:46821", - "issue:45479|issue:46894", - "issue:44756|issue:47333", - "issue:43856|issue:44756", - "issue:43596|issue:44683", - "issue:44488|issue:44987", - "issue:43632|issue:47050", - "issue:44488|issue:45081", - "issue:45479|issue:46897", - "issue:43299|issue:43931", - "issue:36032|issue:42915", - "issue:43746|issue:47331", - "issue:43611|issue:43644", - "issue:42796|issue:43404" - ], - "prepared_review_unit_hash": "be3d463499ec458a90920e606a0fed7a054f6eba0d162aa3cfd757c59281c308", - "component_budget": { - "node_count": 529, - "item_count": 529, - "soft_pair_count": 1951, - "serialized_chars": 1011307, - "estimated_input_tokens": 252827, - "estimated_eval_tokens": 505910 - }, - "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36703, - "estimated_input_tokens": 9176, - "estimated_eval_tokens": 18608 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": true, - "analyst_result": null, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, - "error_kind": null, - "error_message": null - }, - { - "label": "issue", - "component_index": 1, - "component_count": 27, - "review_unit_index": 11, - "review_unit_count": 65, - "status": "reviewed", - "reason": null, - "source": "llm", - "cache_hit": false, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-529", - "nodes": [ - "issue:34567", - "issue:36032", - "issue:39404", - "issue:40444", - "issue:40990", - "issue:42175", - "issue:42915", - "issue:43208", - "issue:43262", - "issue:43317", - "issue:43421", - "issue:43452", - "issue:43482", - "issue:43541", - "issue:43582", - "issue:43632", - "issue:43643", - "issue:43644", - "issue:43645", - "issue:43646", - "issue:43716", - "issue:43746", - "issue:43873", - "issue:44206", - "issue:44220", - "issue:44451", - "issue:44462", - "issue:44530", - "issue:44661", - "issue:44671", - "issue:44683", - "issue:44737", - "issue:44811", - "issue:44987", - "issue:44991", - "issue:45084", - "issue:45507", - "issue:45584", - "issue:45859", - "issue:46178", - "issue:46285", - "issue:46326", - "issue:46402", - "issue:46489", - "issue:46661", - "issue:47013", - "issue:47312", - "issue:47331" - ], - "soft_pairs": [ - "issue:44462|issue:46489", - "issue:46285|issue:46402", - "issue:43716|issue:45084", - "issue:44661|issue:44683", - "issue:39404|issue:44671", - "issue:44451|issue:44987", - "issue:43873|issue:47331", - "issue:43541|issue:45084", - "issue:42915|issue:44530", - "issue:43643|issue:44530", - "issue:40990|issue:43421", - "issue:40444|issue:46326", - "issue:34567|issue:40444", - "issue:43644|issue:43646", - "issue:36032|issue:43645", - "issue:44737|issue:45859", - "issue:44206|issue:44220", - "issue:42175|issue:46178", - "issue:43582|issue:43632", - "issue:44987|issue:44991", - "issue:43452|issue:43482", - "issue:45084|issue:45507", - "issue:43482|issue:47312", - "issue:43582|issue:47331", - "issue:43262|issue:47331", - "issue:44811|issue:45584", - "issue:43746|issue:46326", - "issue:43208|issue:47013", - "issue:43645|issue:46661", - "issue:43317|issue:43482" + "issue:44863|issue:46468", + "issue:44387|issue:44756", + "issue:44479|issue:44877", + "issue:45276|issue:45292", + "issue:43381|issue:44928", + "issue:43957|issue:47332", + "issue:44164|issue:44756", + "issue:42796|issue:46326", + "issue:45588|issue:45663", + "issue:43854|issue:45216", + "issue:45684|issue:45698", + "issue:43645|issue:44164", + "issue:45292|issue:45335", + "issue:43425|issue:47228", + "issue:43646|issue:43708", + "issue:44402|issue:44451", + "issue:44589|issue:44756", + "issue:43425|issue:43828", + "issue:46894|issue:46901", + "issue:46315|issue:46491", + "issue:45812|issue:46315", + "issue:43425|issue:46869", + "issue:44530|issue:45084", + "issue:44683|issue:45823", + "issue:43611|issue:43645", + "issue:39404|issue:45701", + "issue:43425|issue:43716", + "issue:39404|issue:46665", + "issue:44479|issue:44805", + "issue:44589|issue:45084" ], - "prepared_review_unit_hash": "26d1c793e16cd89ffa2a0a6581295abd3b12a62dc3b2e02819cac47ee2b3db59", + "prepared_review_unit_hash": "b0e5def965e77e5a4c79f08198dfba5e1e3d3956b36d1b363adcee15c1ea12de", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011307, - "estimated_input_tokens": 252827, - "estimated_eval_tokens": 505910 + "serialized_chars": 1011285, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36721, - "estimated_input_tokens": 9181, - "estimated_eval_tokens": 18618 + "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 a mix of unrelated Transformers issues across different models and subsystems. The only strong duplicate-like match is the GGUF loading regression pair; the rest look like separate bugs that happen to share broad themes like v5 regressions, tokenizers, or quantization.", - "confidence": 0.66, - "canonical_issue_reason": "issue:43452 is the broader GGUF-loading regression (`gguf_file` / from_pretrained path) and best captures the concrete bug behind the more specific Qwen2.5-GGUF failure.", + "summary": "The cluster is mostly heterogeneous: most items are unrelated regressions across different models and subsystems. The only clear duplicate subcluster is `resize_token_embeddings` not propagating to model-specific output embeddings, plus one likely shared training-loss double-shift pair.", + "confidence": 0.71, + "canonical_issue_reason": "`issue:45292` is the broadest and most central report in the only clear duplicate subcluster: it names the generic `resize_token_embeddings` propagation bug, which the Gemma4 (`45276`) and T5Gemma (`45335`) issues appear to be model-specific manifestations of.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43452 is the best representative issue because it states the underlying loading-path break in a general way and can subsume the specific model report.", + "best_issue_reason": "`issue:45292` is the best global issue to anchor this cluster because it captures the shared underlying embedding-resize bug at the right level of abstraction, while the rest of the items are too disparate to serve as a single canonical duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44462", - "right": "issue:46489", + "left": "issue:44863", + "right": "issue:46468", "accept": false, - "reason": "Both are tokenizer/model-loading complaints, but they involve different failures and different code paths; not the same bug." + "reason": "Same model family, but different problems: one is checkpoint loading, the other is a broken official example." }, { - "left": "issue:46285", - "right": "issue:46402", + "left": "issue:44387", + "right": "issue:44756", "accept": false, - "reason": "Both are model-loading regressions, but one is CLIP structure inconsistency and the other is SAM3 text-encoder weights not loading." + "reason": "Both mention OOM, but the causes differ: int4 quantization memory growth vs mmap behavior on Strix Halo." }, { - "left": "issue:43716", - "right": "issue:45084", + "left": "issue:44479", + "right": "issue:44877", "accept": false, - "reason": "Unrelated subsystems: multimodal dtype mismatch vs a template compilation error." + "reason": "Different subsystems and failures: video-input regression vs strict config loading for `granite_speech`." }, { - "left": "issue:44661", - "right": "issue:44683", - "accept": false, - "reason": "Different areas entirely: tokenizer mapping handling vs torch flex_attention compilation." + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same underlying bug: `resize_token_embeddings` is not propagating updated embeddings/output heads, with `45276` being a Gemma4-specific manifestation of the generic `45292` report." }, { - "left": "issue:39404", - "right": "issue:44671", + "left": "issue:43381", + "right": "issue:44928", "accept": false, - "reason": "Whisper pipeline return_language issue is unrelated to CamemBERT masked-LM prediction regression." + "reason": "Both are training/runtime issues, but one is gradient checkpointing in eval mode and the other is an RLHF NaN/SDPA fallback problem." }, { - "left": "issue:44451", - "right": "issue:44987", + "left": "issue:43957", + "right": "issue:47332", "accept": false, - "reason": "Both are loading failures, but for different models and likely different failure modes." + "reason": "One is a loading bug with `torch.device(\"meta\")`; the other is a save/offloading bug. Different code paths." }, { - "left": "issue:43873", - "right": "issue:47331", + "left": "issue:44164", + "right": "issue:44756", "accept": false, - "reason": "Both touch quantization/offload, but one is a general offloading complaint and the other is a specific Metal batched-generate corruption bug." + "reason": "`extra_state` serialization and Strix Halo mmap OOM are unrelated." }, { - "left": "issue:43541", - "right": "issue:45084", + "left": "issue:42796", + "right": "issue:46326", "accept": false, - "reason": "Different failures: grouped_mm tracing error vs template compilation error." + "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:42915", - "right": "issue:44530", + "left": "issue:45588", + "right": "issue:45663", "accept": false, - "reason": "Both are Qwen-related, but FP8 config failure and PagedAttentionCache linear-attention crash are distinct bugs." + "reason": "Different failures in different areas: flash-attention `s_aux=None` crash vs Gemma4 FSDP2 `shared_kv_states` KeyError." }, { - "left": "issue:43643", - "right": "issue:44530", + "left": "issue:43854", + "right": "issue:45216", "accept": false, - "reason": "AutoConfig remote-code field loss is unrelated to Qwen3.5 cache/group-type handling." + "reason": "Different model-specific regressions: GLM-4.7-Flash loading in tests vs Qwen3.5 checkpoint saving." }, { - "left": "issue:40990", - "right": "issue:43421", + "left": "issue:45684", + "right": "issue:45698", "accept": false, - "reason": "High perplexity on a model is not the same as tokenizer post-processor not updating at runtime." + "reason": "Both involve save/load of custom models, but one is read-only file permission propagation and the other is wrong custom-module resolution." }, { - "left": "issue:40444", - "right": "issue:46326", + "left": "issue:43645", + "right": "issue:44164", "accept": false, - "reason": "Different data/model paths: multi-image IterableDataset finetuning vs mistral_common continue_final_message behavior." + "reason": "Jupyter/custom-model initialization breakage is different from `extra_state` save/load handling." }, { - "left": "issue:34567", - "right": "issue:40444", - "accept": false, - "reason": "Trainer token counting bug and multimodal finetuning failure are unrelated." + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same concrete bug class: `resize_token_embeddings` fails to update model-specific output embeddings/decoder embeddings; `45335` looks like another manifestation of `45292`." }, { - "left": "issue:43644", - "right": "issue:43646", + "left": "issue:43425", + "right": "issue:47228", "accept": false, - "reason": "Related v5 custom-model regressions, but one is about non-persistent buffers and the other is about custom model initialization; not clearly the same bug." + "reason": "Both involve Torch compatibility, but they are different regressions with different versions and failure modes." }, { - "left": "issue:36032", - "right": "issue:43645", + "left": "issue:43646", + "right": "issue:43708", "accept": false, - "reason": "Tokenizer method conflict in T5Tokenizer is separate from custom model initialization breaking in notebooks." + "reason": "Custom-model initialization breakage and Trainer checkpoint-resume `max_steps` miscalculation are unrelated." }, { - "left": "issue:44737", - "right": "issue:45859", + "left": "issue:44402", + "right": "issue:44451", "accept": false, - "reason": "Both involve device/offload behavior, but XLNet CPU arange and Qwen3_5Moe CPU offload are different code paths." + "reason": "Different tokenizer/model-loading issues for different models; no shared failure mode is evident." }, { - "left": "issue:44206", - "right": "issue:44220", + "left": "issue:44589", + "right": "issue:44756", "accept": false, - "reason": "Both are audio-feature related, but the unsupported center arg regression is not clearly the same as the generic _torch_extract_fbank_features issue." + "reason": "Float8 storage lookup failure and Strix Halo mmap OOM are unrelated." }, { - "left": "issue:42175", - "right": "issue:46178", + "left": "issue:43425", + "right": "issue:43828", "accept": false, - "reason": "These are separate backend-registration problems for different optional dependencies." + "reason": "Both mention Torch/dtype compatibility, but one is a version incompatibility and the other is an autocast dtype mismatch on a specific model." }, { - "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:46894", + "right": "issue:46901", + "accept": true, + "reason": "These describe the same training-loss double-shift bug pattern: both models are training against labels shifted one step too far, so one fix could plausibly address both." }, { - "left": "issue:44987", - "right": "issue:44991", + "left": "issue:46315", + "right": "issue:46491", "accept": false, - "reason": "Both are versioned loading failures, but they involve different models and are not shown to share the same root cause." + "reason": "One is a slow `convert_tokens_to_ids` regression; the other is a CodeLlama encode/decode whitespace bug." }, { - "left": "issue:43452", - "right": "issue:43482", - "accept": true, - "reason": "Both describe the same GGUF-loading regression: a broad `gguf_file` from_pretrained break and a specific Qwen2.5-GGUF load failure." + "left": "issue:45812", + "right": "issue:46315", + "accept": false, + "reason": "Wrong Granite token IDs and slow `convert_tokens_to_ids` are different tokenizer regressions." }, { - "left": "issue:45084", - "right": "issue:45507", - "accept": false, - "reason": "Template compilation failure and GraniteMoEHybrid invalid-method call are different bugs." - }, - { - "left": "issue:43482", - "right": "issue:47312", - "accept": false, - "reason": "GGUF loading failure and kernel compatibility 0.16 are unrelated." - }, - { - "left": "issue:43582", - "right": "issue:47331", + "left": "issue:43425", + "right": "issue:46869", "accept": false, - "reason": "Allocator warmup TypeError and Metal quantized batched-generate corruption are different issues." + "reason": "Torch 2.10 incompatibility and YOLO multi-GPU device-map failure are unrelated." }, { - "left": "issue:43262", - "right": "issue:47331", + "left": "issue:44530", + "right": "issue:45084", "accept": false, - "reason": "Audio chat-template sampling-rate default and Metal quantized generate corruption are unrelated." + "reason": "Both mention compilation/runtime errors, but the concrete problems are different: invalid attention group type vs non-template nodes." }, { - "left": "issue:44811", - "right": "issue:45584", + "left": "issue:44683", + "right": "issue:45823", "accept": false, - "reason": "Both are Whisper/special-token related, but batch_decode skip_special_tokens handling is not the same as empty-transcription generation failure after align_special_tokens." + "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 PLE device mismatch are different code-path failures." }, { - "left": "issue:44987", - "right": "issue:44991", + "left": "issue:43611", + "right": "issue:43645", "accept": false, - "reason": "See above: different models and likely different tokenizer/loading regressions." + "reason": "Both are Transformers 5.0 custom-model regressions, but one is base_model_prefix loading and the other is notebook-based initialization; not the same concrete bug." }, { - "left": "issue:43452", - "right": "issue:43482", - "accept": true, - "reason": "Same underlying GGUF loading path failure; the specific model report fits the broader `gguf_file` regression." - }, - { - "left": "issue:43746", - "right": "issue:46326", + "left": "issue:39404", + "right": "issue:45701", "accept": false, - "reason": "PEFT adapter local checkpoint loading is unrelated to mistral_common continue_final_message behavior." + "reason": "Whisper `return_language` pipeline breakage and tokenizer version-dependent tokenization changes are unrelated." }, { - "left": "issue:43208", - "right": "issue:47013", + "left": "issue:43425", + "right": "issue:43716", "accept": false, - "reason": "The broad xLSTM multi-bug report is not clearly the same single bug as the specific return_last_states=False crash." + "reason": "Torch incompatibility and Mistral-3 image preprocessor/model dtype mismatch are different regressions." }, { - "left": "issue:43482", - "right": "issue:47312", + "left": "issue:39404", + "right": "issue:46665", "accept": false, - "reason": "GGUF loading failure and kernel-version incompatibility are unrelated." + "reason": "Whisper pipeline `return_language` and `from_pretrained` inside Python classes are unrelated behaviors." }, { - "left": "issue:43582", - "right": "issue:43632", + "left": "issue:44479", + "right": "issue:44805", "accept": false, - "reason": "Different failures in different subsystems; no shared code path is evident." + "reason": "Video-input regression and mask-shape `IndexError` are unrelated." }, { - "left": "issue:43317", - "right": "issue:43482", + "left": "issue:44589", + "right": "issue:45084", "accept": false, - "reason": "Device-map/offload dequantized-model loading and GGUF loading are separate problems." + "reason": "Float8 storage lookup failure is unrelated to the non-template-node compilation error." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded overall and conservative on the soft edges. The lone accepted match, issue:43452 vs issue:43482, is a plausible same GGUF-loading regression; the rest are reasonably rejected as distinct failures or insufficiently linked. Minor note: the 43452/43482 acceptance appears twice, but that does not affect the substance." + "feedback": "The summary is grounded in the packet, and the soft-edge verdicts are generally conservative. The accepted duplicate pairs are supported by the issue titles, especially the `resize_token_embeddings` trio and the training-loss double-shift pair." }, "evaluator_used": true, "retried": false, @@ -3385,7 +3121,7 @@ "label": "issue", "component_index": 1, "component_count": 27, - "review_unit_index": 12, + "review_unit_index": 10, "review_unit_count": 65, "status": "reviewed", "reason": null, @@ -3394,305 +3130,295 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-529", "nodes": [ - "issue:28530", - "issue:34567", "issue:36032", - "issue:40444", - "issue:41720", + "issue:39404", + "issue:40990", + "issue:42796", "issue:42915", - "issue:43089", - "issue:43262", - "issue:43322", - "issue:43377", + "issue:43299", "issue:43404", - "issue:43425", - "issue:43531", - "issue:43540", + "issue:43452", + "issue:43596", + "issue:43611", "issue:43632", - "issue:43646", - "issue:43742", - "issue:43792", - "issue:43819", - "issue:43883", + "issue:43644", + "issue:43746", + "issue:43856", + "issue:43901", + "issue:43906", + "issue:43931", "issue:43994", - "issue:44008", - "issue:44062", + "issue:44079", + "issue:44164", "issue:44265", - "issue:44291", - "issue:44403", - "issue:44451", - "issue:44464", - "issue:44466", - "issue:44479", + "issue:44462", "issue:44488", - "issue:44534", - "issue:44589", - "issue:44610", - "issue:44849", - "issue:44877", + "issue:44509", + "issue:44530", + "issue:44671", + "issue:44683", + "issue:44756", + "issue:44898", + "issue:44912", "issue:44987", + "issue:44991", "issue:45081", - "issue:45084", - "issue:45216", - "issue:45325", - "issue:45357", - "issue:45923", - "issue:45987", + "issue:45479", + "issue:45759", + "issue:45823", + "issue:46050", + "issue:46285", + "issue:46326", + "issue:46402", + "issue:46489", "issue:46821", - "issue:46869", + "issue:46894", + "issue:46897", "issue:46899", - "issue:47254" + "issue:47050", + "issue:47331", + "issue:47333" ], "soft_pairs": [ - "issue:43262|issue:43377", - "issue:44403|issue:45081", - "issue:43646|issue:44534", - "issue:43792|issue:46869", - "issue:42915|issue:45084", - "issue:43377|issue:43819", - "issue:44987|issue:45081", - "issue:44849|issue:45325", - "issue:43404|issue:44466", - "issue:28530|issue:34567", - "issue:42915|issue:44291", - "issue:36032|issue:43742", - "issue:43994|issue:44610", - "issue:44062|issue:44987", - "issue:44451|issue:45081", - "issue:44008|issue:46899", - "issue:45923|issue:47254", - "issue:44464|issue:45987", - "issue:44265|issue:44610", - "issue:43322|issue:43540", - "issue:36032|issue:41720", - "issue:44479|issue:45325", - "issue:42915|issue:44589", - "issue:43531|issue:44877", - "issue:43089|issue:45987", - "issue:43632|issue:46821", - "issue:43425|issue:44403", - "issue:43883|issue:44488", - "issue:40444|issue:45325", - "issue:45216|issue:45357" + "issue:43901|issue:44509", + "issue:40990|issue:47331", + "issue:43994|issue:44079", + "issue:36032|issue:43452", + "issue:44164|issue:45759", + "issue:44265|issue:44898", + "issue:46050|issue:46326", + "issue:43906|issue:44530", + "issue:43906|issue:46326", + "issue:44991|issue:45081", + "issue:44671|issue:44991", + "issue:39404|issue:44912", + "issue:45823|issue:46899", + "issue:44164|issue:46821", + "issue:44756|issue:47333", + "issue:45479|issue:46894", + "issue:43596|issue:44683", + "issue:43856|issue:44756", + "issue:44488|issue:44987", + "issue:44488|issue:45081", + "issue:43632|issue:47050", + "issue:45479|issue:46897", + "issue:36032|issue:42915", + "issue:43299|issue:43931", + "issue:43746|issue:47331", + "issue:43611|issue:43644", + "issue:42796|issue:43404", + "issue:44462|issue:46489", + "issue:46285|issue:46402" ], - "prepared_review_unit_hash": "acc8dbd64fad9852e922e0ba103b6ed2d164a2b6bc481489edd050bf6de2bf51", + "prepared_review_unit_hash": "95a66cebe1d26a4f54e43a85b0a8e6a1aca233080e1767ebe96cf345f9b949c4", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011307, - "estimated_input_tokens": 252827, - "estimated_eval_tokens": 505910 + "serialized_chars": 1011285, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36807, - "estimated_input_tokens": 9202, - "estimated_eval_tokens": 18660 + "soft_pair_count": 29, + "serialized_chars": 36748, + "estimated_input_tokens": 9187, + "estimated_eval_tokens": 18630 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated transformer issues that only share broad subsystem similarity. I found one likely duplicate/follow-up pair around Qwen3.5 `save_pretrained` checkpoint serialization; the rest should stay separate.", - "confidence": 0.69, - "canonical_issue_reason": "issue:45216 is the broadest and earliest report of the Qwen3.5 `save_pretrained` regression; it reads like the parent bug, while issue:45357 is a narrower follow-up about one incorrect key class.", + "summary": "The candidate pairs are mostly superficial similarity matches across unrelated bugs, model families, or doc-only changes. I would reject all soft edges; there is no single coherent duplicate cluster here.", + "confidence": 0.93, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:45216 best represents the cluster\u2019s most general, user-facing bug report among the near-duplicate candidates.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43262", - "right": "issue:43377", + "left": "issue:43901", + "right": "issue:44509", "accept": false, - "reason": "Different bugs: default audio sampling-rate handling vs batched-vs-single MIMI padding-mask behavior." + "reason": "Both are documentation complaints, but one is about `return_all_scores` and the other about removed pipeline task names; different fixes and no shared underlying bug." }, { - "left": "issue:44403", - "right": "issue:45081", + "left": "issue:40990", + "right": "issue:47331", "accept": false, - "reason": "Unrelated issues: loading noise/logging vs a Mistral tokenizer regex patch crash." + "reason": "Unrelated problems: perplexity on gpt-oss-20b vs Metal quantization batch corruption. Different models, symptoms, and code paths." }, { - "left": "issue:43646", - "right": "issue:44534", + "left": "issue:43994", + "right": "issue:44079", "accept": false, - "reason": "Both are v5 regressions, but they affect different code paths: custom init/_is_hf_initialized vs non-persistent buffer serialization." + "reason": "SigLIP2 inference issue vs `ModelOutput` key assignment bug; different subsystems and failure modes." }, { - "left": "issue:43792", - "right": "issue:46869", + "left": "issue:36032", + "right": "issue:43452", "accept": false, - "reason": "Different models and failure modes: Whisper runtime failure vs YOLO multi-GPU device-map failure." + "reason": "Tokenizer initialization conflict in T5 vs `gguf_file` handling for from_pretrained APIs. Not the same underlying bug." }, { - "left": "issue:42915", - "right": "issue:45084", + "left": "issue:44164", + "right": "issue:45759", "accept": false, - "reason": "No shared underlying bug; FP8/Qwen3MoE loading issue is separate from a template-compilation TypeError." + "reason": "Serialization of `extra_state` versus config unwrapping for composite Qwen multimodal models; unrelated load/save paths." }, { - "left": "issue:43377", - "right": "issue:43819", + "left": "issue:44265", + "right": "issue:44898", "accept": false, - "reason": "Both are audio-model issues, but one is padding-mask batching and the other is DAC latent reconstruction/STE mismatch." + "reason": "Torch export failure with `torch_compilable_check` vs Perceiver interpolation on non-default resolution. No shared concrete bug." }, { - "left": "issue:44987", - "right": "issue:45081", + "left": "issue:46050", + "right": "issue:46326", "accept": false, - "reason": "Different tokenizer/model loading failures with no clear shared code path." + "reason": "Quantized model save/load regression vs Mistral-common `continue_final_message` behavior; different code paths." }, { - "left": "issue:44849", - "right": "issue:45325", + "left": "issue:43906", + "right": "issue:44530", "accept": false, - "reason": "Same model family, but different bugs: hidden-states output vs rope/position-id scaling." + "reason": "A reproduction of an older issue vs a PagedAttentionCache crash in Qwen3.5. No evidence they are the same bug." }, { - "left": "issue:43404", - "right": "issue:44466", + "left": "issue:43906", + "right": "issue:46326", "accept": false, - "reason": "Both mention tied weights, but one is a missing tie in model init and the other is device-dependent save_pretrained serialization." + "reason": "Isolated reproduction vs tokenizer continuation behavior; unrelated." }, { - "left": "issue:28530", - "right": "issue:34567", + "left": "issue:44991", + "right": "issue:45081", "accept": false, - "reason": "Completely unrelated trainer behaviors: early-stopping metric lookup vs input-token counter updates." + "reason": "Both involve tokenizers, but one is a model tokenizer load failure and the other is a Mistral regex patch crash. Different concrete defects." }, { - "left": "issue:42915", - "right": "issue:44291", + "left": "issue:44671", + "right": "issue:44991", "accept": false, - "reason": "Both relate to initialization/configuration, but they are distinct regressions with different triggers and code paths." + "reason": "CamemBERT masked LM predictions vs tokenizer loading for EMBEDDIA/est-roberta; distinct model behavior and likely different fixes." }, { - "left": "issue:36032", - "right": "issue:43742", + "left": "issue:39404", + "right": "issue:44912", "accept": false, - "reason": "Different loading failures: T5 tokenizer special-token conflict vs MobileLLM key error." + "reason": "Whisper pipeline `return_language` regression vs MXFP4 quantization fallback on git-oss-20b; unrelated." }, { - "left": "issue:43994", - "right": "issue:44610", + "left": "issue:45823", + "right": "issue:46899", "accept": false, - "reason": "Different image-model bugs: nonsensical outputs vs processor/model input-size mismatch." + "reason": "Both are Gemma4, but one is a device-mapping mismatch and the other is a 4-bit quantization dtype cast bug. Different code paths." }, { - "left": "issue:44062", - "right": "issue:44987", + "left": "issue:44164", + "right": "issue:46821", "accept": false, - "reason": "Unrelated tokenization error vs model-loading failure." + "reason": "`extra_state` save/load handling vs TimesFM `window_size` attribute error; no common underlying change." }, { - "left": "issue:44451", - "right": "issue:45081", + "left": "issue:44756", + "right": "issue:47333", "accept": false, - "reason": "Different models and failures; only both involve loading tokenizers/models at a high level." + "reason": "Strix Halo mmap OOM workaround vs inability to save a disk-offloaded Qwen3-30B-A3B model; different storage/runtime issues." }, { - "left": "issue:44008", - "right": "issue:46899", + "left": "issue:45479", + "right": "issue:46894", "accept": false, - "reason": "Different multimodal Gemma bugs: variable-name collision vs unsafe dtype cast under 4-bit quantization." + "reason": "Sequence-classification zero-loss bug vs ASR double-shift training loss bug; same broad pattern, but not the same concrete code-path problem." }, { - "left": "issue:45923", - "right": "issue:47254", + "left": "issue:43596", + "right": "issue:44683", "accept": false, - "reason": "Both mention gradient checkpointing, but one is a missing support flag and the other is a DeepSpeed/PEFT checkpoint error." + "reason": "DeepSpeed ZeRO3/BertModel index error vs compiled flex_attention incompatibility with torch 2.9+. Different failure surfaces." }, { - "left": "issue:44464", - "right": "issue:45987", + "left": "issue:43856", + "right": "issue:44756", "accept": false, - "reason": "Different problems: compiled-forward chunked generation inconsistency vs cache sequence-length return type." + "reason": "MoE training memory inefficiency vs Strix Halo mmap OOM. Both mention memory, but they are different issues and fixes." }, { - "left": "issue:44265", - "right": "issue:44610", + "left": "issue:44488", + "right": "issue:44987", "accept": false, - "reason": "Different areas: torch.export / torch_compilable_check vs OmDet processor image size." + "reason": "Different tokenizer/model load failures for different repositories; no shared concrete bug." }, { - "left": "issue:43322", - "right": "issue:43540", + "left": "issue:44488", + "right": "issue:45081", "accept": false, - "reason": "Both are multimodal loading/processing issues, but not the same bug or code path." + "reason": "Repository-specific tokenizer load issue vs Mistral regex patch crash. Superficially similar but not the same defect." }, { - "left": "issue:36032", - "right": "issue:41720", + "left": "issue:43632", + "right": "issue:47050", "accept": false, - "reason": "Different regressions: tokenizer loading vs Qwen3 auto device-mapping CUDA assert." + "reason": "`_is_hf_initialized` flag regression vs fp16 ONNX attention dtype mismatch; unrelated." }, { - "left": "issue:44479", - "right": "issue:45325", + "left": "issue:45479", + "right": "issue:46897", "accept": false, - "reason": "Related Qwen VL family, but one is a video-input regression and the other is still-image rope-index scaling." + "reason": "Both mention loss computation bugs, but one is single-label classification and the other is Florence2 training double-shift. Not mergeable as one fix." }, { - "left": "issue:42915", - "right": "issue:44589", + "left": "issue:36032", + "right": "issue:42915", "accept": false, - "reason": "No meaningful overlap beyond model/runtime problems; FP8 loading is separate from missing storage object deserialization." + "reason": "T5 tokenizer special-tokens conflict vs Qwen3Moe FineGrainedFP8Config failure; unrelated model/tokenizer problems." }, { - "left": "issue:43531", - "right": "issue:44877", + "left": "issue:43299", + "right": "issue:43931", "accept": false, - "reason": "Different failures in different model families: sliding-window handling vs strict config loading." + "reason": "Both are Qwen3-VL loading issues, but one is a v5 dev breakage for MoE models and the other is a specific weight-shape mismatch. Different root causes." }, { - "left": "issue:43089", - "right": "issue:45987", + "left": "issue:43746", + "right": "issue:47331", "accept": false, - "reason": "Performance overhead in generation is unrelated to cache sequence-length shape/type." + "reason": "PEFT adapter checkpoint loading vs Metal quantized batch generate corruption; unrelated." }, { - "left": "issue:43632", - "right": "issue:46821", + "left": "issue:43611", + "right": "issue:43644", "accept": false, - "reason": "Different compatibility issues: v5 `_is_hf_initialized` breakage vs TimesFM window_size AttributeError." + "reason": "Both are v5 regressions, but one is about `base_model_prefix` model loading and the other about non-persistent buffer initialization. Different bugs." }, { - "left": "issue:43425", - "right": "issue:44403", + "left": "issue:42796", + "right": "issue:43404", "accept": false, - "reason": "Torch-version incompatibility is unrelated to loading noise/logging." + "reason": "Ministral tokenizer BPE-marker handling vs Mistral3 `lm_head` weight tying. Different components and fixes." }, { - "left": "issue:43883", - "right": "issue:44488", + "left": "issue:44462", + "right": "issue:46489", "accept": false, - "reason": "Different loading issues with no shared underlying bug." + "reason": "Both concern tokenizer behavior, but one is AutoTokenizer ignoring `tokenizer.json` and the other is DeepSeek-Coder tokenizer output regression. Not the same issue." }, { - "left": "issue:40444", - "right": "issue:45325", + "left": "issue:46285", + "right": "issue:46402", "accept": false, - "reason": "Both touch Qwen2.5-VL, but one is iterable-dataset multi-image training and the other is rope-index scaling for still images." - }, - { - "left": "issue:45216", - "right": "issue:45357", - "accept": true, - "reason": "These look like the same Qwen3.5 `save_pretrained` serialization bug, with 45357 narrowing the problem to incorrect visual-encoder keys." + "reason": "CLIP text-model structure inconsistency vs Sam3 text encoder weights not loading. Different model families and different loading problems." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The cluster summary is conservative and grounded in the packet: it correctly treats most pairs as unrelated despite broad subsystem similarity, and the one accepted Qwen3.5 `save_pretrained` pairing is well supported by the issue titles and chronology (45216 as the broader earlier report, 45357 as a narrower follow-up about incorrect visual-encoder keys). No soft-edge verdict appears to overstate the evidence." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -3700,202 +3426,1018 @@ "label": "issue", "component_index": 1, "component_count": 27, - "review_unit_index": 13, + "review_unit_index": 11, "review_unit_count": 65, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-529", "nodes": [ - "issue:33666", - "issue:35707", + "issue:34567", + "issue:36032", + "issue:39404", "issue:40444", "issue:40990", - "issue:41720", "issue:42175", - "issue:42796", - "issue:43296", + "issue:42915", + "issue:43208", + "issue:43262", "issue:43317", - "issue:43381", + "issue:43377", "issue:43421", + "issue:43452", "issue:43482", - "issue:43525", - "issue:43531", - "issue:43611", + "issue:43541", + "issue:43582", "issue:43632", + "issue:43643", + "issue:43644", + "issue:43645", "issue:43646", "issue:43716", "issue:43746", - "issue:43792", - "issue:43856", - "issue:43872", - "issue:43883", - "issue:44079", + "issue:43873", + "issue:44206", "issue:44220", - "issue:44291", "issue:44403", - "issue:44462", - "issue:44509", + "issue:44451", + "issue:44530", "issue:44534", - "issue:44568", - "issue:44589", + "issue:44661", + "issue:44671", "issue:44683", - "issue:44756", + "issue:44737", "issue:44811", + "issue:44987", "issue:44991", "issue:45081", - "issue:45538", - "issue:45542", - "issue:45663", - "issue:45812", - "issue:45923", - "issue:46315", - "issue:46491", - "issue:46710", - "issue:46821", - "issue:46899", - "issue:46909" + "issue:45084", + "issue:45507", + "issue:45584", + "issue:45859", + "issue:46178", + "issue:46326", + "issue:46661", + "issue:47013", + "issue:47312", + "issue:47331" ], "soft_pairs": [ - "issue:43296|issue:43531", - "issue:43611|issue:44534", - "issue:44220|issue:44683", - "issue:43872|issue:44291", - "issue:44991|issue:46315", - "issue:43716|issue:46899", - "issue:44403|issue:44991", - "issue:45812|issue:46491", - "issue:42796|issue:43746", - "issue:43381|issue:45923", - "issue:33666|issue:40444", - "issue:44291|issue:44589", - "issue:40990|issue:44811", - "issue:43792|issue:44589", - "issue:43632|issue:44756", - "issue:43883|issue:44991", - "issue:42796|issue:46710", - "issue:35707|issue:40444", - "issue:44079|issue:45663", - "issue:43531|issue:44291", - "issue:43482|issue:43525", - "issue:43421|issue:44568", - "issue:41720|issue:45081", - "issue:42175|issue:45542", - "issue:44462|issue:45812", - "issue:44509|issue:46909", - "issue:43317|issue:43856", - "issue:44079|issue:44534", - "issue:43296|issue:46821", - "issue:42175|issue:43296", - "issue:43611|issue:43646", - "issue:43482|issue:45538" + "issue:43716|issue:45084", + "issue:44661|issue:44683", + "issue:44451|issue:44987", + "issue:43873|issue:47331", + "issue:43541|issue:45084", + "issue:39404|issue:44671", + "issue:42915|issue:44530", + "issue:43643|issue:44530", + "issue:40990|issue:43421", + "issue:40444|issue:46326", + "issue:34567|issue:40444", + "issue:36032|issue:43645", + "issue:43644|issue:43646", + "issue:44737|issue:45859", + "issue:42175|issue:46178", + "issue:44206|issue:44220", + "issue:43582|issue:43632", + "issue:44987|issue:44991", + "issue:43452|issue:43482", + "issue:45084|issue:45507", + "issue:43482|issue:47312", + "issue:43582|issue:47331", + "issue:44811|issue:45584", + "issue:43746|issue:46326", + "issue:43262|issue:47331", + "issue:43208|issue:47013", + "issue:43317|issue:43482", + "issue:43645|issue:46661", + "issue:43262|issue:43377", + "issue:44403|issue:45081", + "issue:43646|issue:44534" ], - "prepared_review_unit_hash": "ff6b5ef376e874c0fd8bb0a4da118defd95b88f8566db1c0a118b7900f380320", + "prepared_review_unit_hash": "e885e3f93172b1c473a6cdb703ebaff62e9515b07b3897bde980b3ce8150a3ae", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011307, - "estimated_input_tokens": 252827, - "estimated_eval_tokens": 505910 + "serialized_chars": 1011285, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37286, - "estimated_input_tokens": 9322, - "estimated_eval_tokens": 18900 + "soft_pair_count": 31, + "serialized_chars": 37034, + "estimated_input_tokens": 9259, + "estimated_eval_tokens": 18774 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, - "analyst_result": null, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, - "error_kind": null, - "error_message": null - }, - { - "label": "issue", - "component_index": 1, - "component_count": 27, - "review_unit_index": 14, - "review_unit_count": 65, - "status": "reviewed", - "reason": null, - "source": "llm", - "cache_hit": false, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-529", - "nodes": [ - "issue:34634", - "issue:35707", - "issue:40444", - "issue:40990", - "issue:41553", - "issue:41720", - "issue:42617", - "issue:42796", - "issue:42915", - "issue:43257", - "issue:43262", - "issue:43377", - "issue:43454", - "issue:43493", - "issue:43550", - "issue:43582", - "issue:43606", - "issue:43644", - "issue:43701", - "issue:43746", - "issue:43818", - "issue:43819", - "issue:43828", - "issue:43873", - "issue:43994", - "issue:44079", - "issue:44186", - "issue:44265", - "issue:44291", - "issue:44466", - "issue:44479", - "issue:44829", - "issue:44877", - "issue:45072", - "issue:45325", - "issue:45357", - "issue:45381", - "issue:45479", - "issue:45491", - "issue:45584", - "issue:45701", - "issue:45823", - "issue:45834", - "issue:45923", - "issue:46209", - "issue:46402", - "issue:46821", - "issue:47217" - ], - "soft_pairs": [ - "issue:43377|issue:45491", - "issue:43818|issue:46402", - "issue:44265|issue:45072", - "issue:45325|issue:45834", - "issue:43644|issue:44079", - "issue:40444|issue:45381", - "issue:43818|issue:45357", + "analyst_result": { + "summary": "These are mostly distinct Transformers regressions across different models and subsystems. No soft pair looks like a confident same-bug duplicate, so I reject all of them and keep the broad offloading/quantization report as the best anchor among the set.", + "confidence": 0.69, + "canonical_issue_reason": "issue:43873 is the broadest and most central report here: it is open, heavily discussed, and has the most inbound references, so it is the best anchor for any offloading/quantization duplicates in this set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the strongest global issue candidate because it has the highest apparent impact/signals and covers a recurring subsystem theme more broadly than the more isolated model-specific regressions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Different bugs: image preprocessor/model dtype mismatch vs a compile-time non-template-node error." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Tokenizer mapping/name handling vs compiled flex_attention failing on newer torch; separate code paths." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Both are loading failures, but on different models and likely different loader/tokenizer paths." + }, + { + "left": "issue:43873", + "right": "issue:47331", + "accept": false, + "reason": "Both involve quantization/offload, but one is a broad offloading problem and the other is a Metal batched-generate corruption bug in affine_qmm_t." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Torch dynamo grouped_mm tracing failure is not the same as the non-template-node compilation error." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper pipeline language-return behavior and CamemBERT masked-LM prediction regression are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Different Qwen-family failures: FineGrainedFP8Config vs PagedAttentionCache linear_attention group-type crash." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "Remote-code config field loss is a different bug from the Qwen3.5 cache/group-type crash." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "Perplexity regression and tokenizer post-processor update behavior are separate issues." + }, + { + "left": "issue:40444", + "right": "issue:46326", + "accept": false, + "reason": "Multimodal fine-tuning with multiple images and mistral_common continue_final_message are different code paths." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "Trainer token accounting bug is unrelated to the iterable-dataset multi-image failure." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer add_special_tokens conflict is not the same as custom model initialization in notebooks." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 regressions, but non-persistent buffer junk and custom model initialization are different symptoms and likely different fixes." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "XLNet CPU arange placement and Qwen3_5Moe CPU-offload incompatibility are different model-specific device bugs." + }, + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "Packaging/backend inclusion and invalid backend mapping are distinct backend-related failures." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "The titles suggest related audio code, but not the same concrete bug or identical failing code path." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError and the _is_hf_initialized flag regression are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer/loading regressions, but for different models and likely different loader failures." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "GGUF loading issues, but one is a general AutoTokenizer/AutoModel breakage and the other is a model-specific v5 failure." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Template compilation failure and GraniteMoEHybrid invalid-method-call are unrelated." + }, + { + "left": "issue:43482", + "right": "issue:47312", + "accept": false, + "reason": "Qwen2.5-GGUF loading failure and kernels 0.16 incompatibility are different issues." + }, + { + "left": "issue:43582", + "right": "issue:47331", + "accept": false, + "reason": "AppleSilicon caching allocator warmup and Metal batched-generate corruption are different subsystems." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Both are Whisper-related, but one ignores skip_special_tokens in batch_decode while the other fails on empty transcription after align_special_tokens." + }, + { + "left": "issue:43746", + "right": "issue:46326", + "accept": false, + "reason": "Local-checkpoint PEFT loading for GraniteSpeech and mistral_common continue_final_message are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:47331", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and Metal quantized batched generation corruption are unrelated." + }, + { + "left": "issue:43208", + "right": "issue:47013", + "accept": false, + "reason": "Both are xLSTM, but they describe different training/runtime bugs and not one shared concrete defect." + }, + { + "left": "issue:43317", + "right": "issue:43452", + "accept": false, + "reason": "Dequantized model offload loading and gguf_file loading failure are different failure modes." + }, + { + "left": "issue:43645", + "right": "issue:46661", + "accept": false, + "reason": "Custom model initialization in notebooks and remote-code model_class/config_class errors are different bugs." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Unnecessary loading noise and the Mistral regex patch AttributeError are not the same issue." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Custom model initialization breakage and non-persistent buffer junk are both v5 regressions 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": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 12, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:28530", + "issue:34567", + "issue:36032", + "issue:40444", + "issue:41720", + "issue:42915", + "issue:43089", + "issue:43296", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43540", + "issue:43632", + "issue:43742", + "issue:43792", + "issue:43819", + "issue:43883", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44220", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44488", + "issue:44589", + "issue:44610", + "issue:44683", + "issue:44849", + "issue:44877", + "issue:44987", + "issue:45081", + "issue:45084", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45923", + "issue:45987", + "issue:46821", + "issue:46869", + "issue:46899", + "issue:47254" + ], + "soft_pairs": [ + "issue:43792|issue:46869", + "issue:42915|issue:45084", + "issue:43377|issue:43819", + "issue:44987|issue:45081", + "issue:28530|issue:34567", + "issue:44849|issue:45325", + "issue:43404|issue:44466", + "issue:42915|issue:44291", + "issue:36032|issue:43742", + "issue:43994|issue:44610", + "issue:44062|issue:44987", + "issue:44451|issue:45081", + "issue:44008|issue:46899", + "issue:45923|issue:47254", + "issue:44265|issue:44610", + "issue:44464|issue:45987", + "issue:36032|issue:41720", + "issue:43322|issue:43540", + "issue:42915|issue:44589", + "issue:44479|issue:45325", + "issue:43531|issue:44877", + "issue:43089|issue:45987", + "issue:43632|issue:46821", + "issue:43425|issue:44403", + "issue:43883|issue:44488", + "issue:40444|issue:45325", + "issue:43296|issue:43531", + "issue:45216|issue:45357", + "issue:44220|issue:44683" + ], + "prepared_review_unit_hash": "a9db92def2d3063194f0eba3e4b23349c25d8b541625a4408cace63a6bd01c69", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011285, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36452, + "estimated_input_tokens": 9113, + "estimated_eval_tokens": 18482 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated Transformers issues across loading, multimodal preprocessing, generation, quantization, and training. The only pair that looks plausibly like the same underlying bug is the Qwen3.5 save_pretrained regression (45216/45357).", + "confidence": 0.73, + "canonical_issue_reason": "issue:45216 is the best anchor because it describes the broad Qwen3.5 save_pretrained regression, and issue:45357 looks like a later, narrower follow-up about the same serialization bug affecting visual encoder keys.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45216 is the most suitable global representative: it is concrete, model-specific, and has a clear duplicate-like follow-up, while the rest of the cluster is too heterogeneous to serve as a single canonical bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43792", + "right": "issue:46869", + "accept": false, + "reason": "Different models and failure modes: Whisper inference failure vs YOLO multi-GPU device-map failure." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "Different subsystems: FP8 config handling vs template compilation error." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "Different code paths: MIMI batching/padding-mask mismatch vs DAC STE/from_latents mismatch." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Both are load-time problems, but one is a model load failure and the other is a Mistral tokenizer regex patch crash." + }, + { + "left": "issue:28530", + "right": "issue:34567", + "accept": false, + "reason": "Early stopping metric selection and TrainerState token counting are unrelated trainer behaviors." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Different bug surfaces: Qwen3.5 hidden-states output vs Qwen2.5-VL rope/position-id scaling." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Both mention tied weights, but one is a missing tie in a specific model class and the other is device-dependent serialization behavior." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "Different FP8/init problems: FineGrainedFP8Config failure vs unexpected _is_hf_initialized argument in init_empty_weights." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "Tokenizer constructor conflict vs a key error while loading a different model." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Different model families and distinct failures: nonsensical outputs vs processor/model image-size mismatch." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "AddedToken special-argument collision is unrelated to the physical-intelligence/fast loading regression." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "Different targets: generic model loading failure vs a specific Mistral tokenizer regex-patch crash." + }, + { + "left": "issue:44008", + "right": "issue:46899", + "accept": false, + "reason": "Different Gemma generations and different root causes: variable name collision vs unsafe dtype cast in multimodal embedders." + }, + { + "left": "issue:45923", + "right": "issue:47254", + "accept": false, + "reason": "Missing gradient_checkpointing support flag is not the same as a PEFT/DeepSpeed checkpointing error." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export/torch_compilable_check failure is unrelated to OmDet processor input-size mismatch." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Chunked generation inconsistency under compiled forward is a different bug from the StaticCache return-type contract issue." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Tokenizer loading conflict and CUDA assert from auto device mapping are unrelated." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Different multimodal models and different failure types: Llava Next segfault vs Qwen3OmniMoe video-input ValueError." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "Both involve FP8-ish terms, but one is a config issue and the other is a missing Float8 storage object." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Related model family, but one is a broad video-input regression and the other is a specific still-image temporal position-id scaling bug." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Sliding-window handling in Qwen3-MoE is unrelated to granite_speech config strictness." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Generation performance overhead is a different problem from the cache length return type." + }, + { + "left": "issue:43632", + "right": "issue:46821", + "accept": false, + "reason": "Transformers v5 _is_hf_initialized breakage and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch version compatibility is not the same as noisy transformer loading output." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Missing all_tied_weights_keys on Molmo is unrelated to loading cjvt/sleng-bert." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Both touch Qwen VL variants, but one is iterable-dataset multi-image handling and the other is still-image temporal position-id scaling." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "PaddleOCR-VL loading in vLLM and Qwen3-MoE sliding_window behavior are different bugs." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Same Qwen3.5 save_pretrained serialization regression; the later report just narrows it to incorrect visual encoder keys." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Audio fbank feature extraction and compiled flex_attention on torch>=2.9 are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analyst output is well grounded in the packet and stays conservative in the soft-edge verdicts. The only accepted pair, issue:45216 and issue:45357, is supported by the titles as the same Qwen3.5 `save_pretrained` serialization regression with a narrower follow-up on visual encoder keys. The rest of the pairwise rejections are appropriately cautious and do not overstate evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 13, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:33666", + "issue:35707", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:42796", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43381", + "issue:43421", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43611", + "issue:43632", + "issue:43646", + "issue:43716", + "issue:43746", + "issue:43792", + "issue:43856", + "issue:43872", + "issue:43883", + "issue:44079", + "issue:44291", + "issue:44403", + "issue:44462", + "issue:44509", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44756", + "issue:44811", + "issue:44991", + "issue:45081", + "issue:45491", + "issue:45538", + "issue:45542", + "issue:45663", + "issue:45812", + "issue:45923", + "issue:46315", + "issue:46491", + "issue:46710", + "issue:46821", + "issue:46899", + "issue:46909" + ], + "soft_pairs": [ + "issue:43872|issue:44291", + "issue:43611|issue:44534", + "issue:44991|issue:46315", + "issue:43716|issue:46899", + "issue:44403|issue:44991", + "issue:45812|issue:46491", + "issue:42796|issue:43746", + "issue:43381|issue:45923", + "issue:33666|issue:40444", + "issue:44291|issue:44589", + "issue:40990|issue:44811", + "issue:43632|issue:44756", + "issue:43792|issue:44589", + "issue:43883|issue:44991", + "issue:42796|issue:46710", + "issue:35707|issue:40444", + "issue:44079|issue:45663", + "issue:43531|issue:44291", + "issue:43482|issue:43525", + "issue:43421|issue:44568", + "issue:41720|issue:45081", + "issue:42175|issue:45542", + "issue:44462|issue:45812", + "issue:44509|issue:46909", + "issue:43296|issue:46821", + "issue:42175|issue:43296", + "issue:44079|issue:44534", + "issue:43317|issue:43856", + "issue:43482|issue:45538", + "issue:43611|issue:43646", + "issue:43377|issue:45491" + ], + "prepared_review_unit_hash": "fbd7ead646887ba455f2219f738e8a409a331f7bc710571dea7c99011e6db35a", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011285, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37125, + "estimated_input_tokens": 9282, + "estimated_eval_tokens": 18820 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a grab-bag of Transformers v5 regression reports, with a smaller tokenizer subgroup. The strongest duplicate-like center is the `_is_hf_initialized` loading regression, while most other soft links are only broad semantic similarity and should stay separate.", + "confidence": 0.57, + "canonical_issue_reason": "issue:44291 is the clearest, most central report of the v5 `_is_hf_initialized` regression, and it aligns with several nearby loading failures that appear to stem from the same initialization change.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44291 is the best overall representative because it names the shared root symptom directly and is broad enough to anchor the related v5 loading/init reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Same underlying v5 init regression: `_is_hf_initialized` leaks into downstream constructors and breaks both bitsandbytes and init-empty-weights loading." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "Both are v5 regressions, but they describe different failure modes in model loading vs buffer initialization." + }, + { + "left": "issue:44991", + "right": "issue:46315", + "accept": false, + "reason": "Tokenizer loading correctness and tokenizer conversion performance are different bugs." + }, + { + "left": "issue:43716", + "right": "issue:46899", + "accept": false, + "reason": "Both involve multimodal dtype issues, but the reported code paths and symptoms differ." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Noise during load and tokenizer selection/loading are unrelated." + }, + { + "left": "issue:45812", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but Granite wrong IDs and CodeLlama leading-space round-trip are different concrete behaviors." + }, + { + "left": "issue:42796", + "right": "issue:43746", + "accept": false, + "reason": "Tokenizer BPE-marker handling and GraniteSpeech checkpoint loading are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Eval-mode checkpointing restriction and missing gradient-checkpointing flag are different issues." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Both are Qwen VL training issues, but multi-GPU training and iterable-dataset multi-image failure are not the same bug." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "Both are v5 init/load regressions, but the reported failure mechanisms differ and are not clearly the same code path." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "Perplexity on a language model and Whisper batch decode behavior are unrelated." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "`_is_hf_initialized` flag handling and mmap OOM on Strix Halo are unrelated." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper model runtime failure and float8 storage lookup failure are different problems." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Missing tied-weights metadata and tokenizer ID regression are unrelated." + }, + { + "left": "issue:42796", + "right": "issue:46710", + "accept": false, + "reason": "Different model families and different regressions." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with embeds/past KV and Qwen2.5-VL iterable-dataset training are unrelated." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment and Gemma4 FSDP2 shared_kv_states are different bugs." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Sliding-window MoE behavior and `_is_hf_initialized` loading failure are unrelated." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "Different model-loading failures with different missing attributes." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Runtime special-token post-processor updates and add_special_tokens BOS/EOS behavior are related only broadly, not the same bug." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Qwen3 auto device mapping crash and Mistral regex patch crash are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Both concern TensorFlow packaging, but one is missing TF in the torch extra and the other is an undefined backend caused by a different dependency mix." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": true, + "reason": "Likely same tokenizer-loading bug: ignoring repo tokenizer.json can produce the wrong token IDs reported for Granite models." + }, + { + "left": "issue:44509", + "right": "issue:46909", + "accept": false, + "reason": "Removed pipeline-task docs and a broken DIA example are documentation issues, but not the same one." + }, + { + "left": "issue:43296", + "right": "issue:46821", + "accept": false, + "reason": "PaddleOCR-VL load failure and TimesFM window_size AttributeError are different model-specific bugs." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "TensorFlow packaging and PaddleOCR-VL loading are unrelated." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key bookkeeping and non-persistent buffer corruption are different regressions." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Auto device-map offload failure and Qwen3 MoE memory usage are different issues." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "GGUF loading failure and CLIPTokenizer model_max_length behavior are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 model-loading regressions, but the titles point to different breakages and not one concrete shared code path." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "MIMI padding-mask batching bug and Gemma3 sliding-window NaNs are different multimodal/audio failures." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays mostly conservative. The `_is_hf_initialized` cluster is correctly identified as the clearest center, and the other pair judgments are framed narrowly rather than over-claiming exact duplicates." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 14, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:40444", + "issue:40990", + "issue:41553", + "issue:41720", + "issue:42617", + "issue:42796", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43262", + "issue:43454", + "issue:43493", + "issue:43550", + "issue:43582", + "issue:43606", + "issue:43644", + "issue:43701", + "issue:43746", + "issue:43818", + "issue:43819", + "issue:43828", + "issue:43873", + "issue:43994", + "issue:44079", + "issue:44186", + "issue:44265", + "issue:44291", + "issue:44466", + "issue:44479", + "issue:44829", + "issue:44877", + "issue:45072", + "issue:45325", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45584", + "issue:45701", + "issue:45823", + "issue:45834", + "issue:45923", + "issue:46209", + "issue:46402", + "issue:46821", + "issue:47217" + ], + "soft_pairs": [ + "issue:43818|issue:46402", + "issue:44265|issue:45072", + "issue:43644|issue:44079", + "issue:45325|issue:45834", + "issue:40444|issue:45381", "issue:43493|issue:43994", + "issue:43818|issue:45357", "issue:45325|issue:45381", "issue:43454|issue:44466", - "issue:44829|issue:45479", "issue:44291|issue:44877", + "issue:44829|issue:45479", "issue:40444|issue:47217", "issue:43873|issue:45701", "issue:43701|issue:45325", @@ -3903,234 +4445,845 @@ "issue:43606|issue:44265", "issue:44479|issue:45823", "issue:43828|issue:46821", - "issue:43262|issue:43746", "issue:40990|issue:45584", + "issue:43262|issue:43746", "issue:34634|issue:35707", "issue:35707|issue:41720", "issue:44186|issue:44265", "issue:41720|issue:45823", "issue:43606|issue:43819", "issue:43454|issue:43550", - "issue:43257|issue:45923", "issue:45823|issue:46821", + "issue:43257|issue:45923", + "issue:42617|issue:42915", "issue:42796|issue:46209", "issue:41553|issue:43582", - "issue:42617|issue:42915" + "issue:40990|issue:42947" + ], + "prepared_review_unit_hash": "4f07cd722c5ddbc1fef80520ff15f7d91ddd4bfcb4528f09212d596476c3abcc", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011285, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36823, + "estimated_input_tokens": 9206, + "estimated_eval_tokens": 18668 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are broadly about Transformers model/runtime regressions, but the soft-linked pairs mostly point to different models, subsystems, or failure modes rather than the same underlying bug. No PRs are present.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43873 is the best representative because it has the broadest user-facing impact in this set, high discussion/inbound reference activity, and a concrete runtime behavior regression around offloading/quantization.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the strongest single issue to anchor the cluster: it is substantive, active, and describes a clear reproducible bug rather than a narrow or mostly cosmetic report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43818", + "right": "issue:46402", + "accept": false, + "reason": "Different models and bugs: missing temporal attention/shared weights in Video-LLaVA vs text-encoder weights not loaded in Sam3Model." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "Different code paths: torch.export failure with torch_compilable_check vs dtype mismatch in bfloat16 inference." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Unrelated defects: non-persistent buffers filled with junk vs ModelOutput key assignment when a previous value was None." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Different model families and failures: Qwen2.5-VL position-id scaling vs Kosmos2.5 OCR long-input index error." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Both are multimodal, but one fails with multiple images during finetuning and the other has wrong video position ids; not the same bug." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": false, + "reason": "Same model family, but one is a HF-vs-JAX implementation discrepancy and the other is a bad AutoModel/pipeline result; too indirect to merge." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Different problems: Video-LLaVA architecture issue vs Qwen3.5 save_pretrained key regression." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Related Qwen2.5-VL positional-id area, but one is still-image temporal scaling and the other is video vision_position_ids; not clearly the same defect." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Weight tying in model loading/generation vs inconsistent serialization depending on device; similar theme, different bug." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Different failures: unexpected init_empty_weights argument vs strict config blocking granite_speech loading." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Different training/loss issues: flash_attention_3 degeneration vs num_labels=1 single-label classification zero-loss behavior." + }, + { + "left": "issue:40444", + "right": "issue:47217", + "accept": false, + "reason": "Both involve vision-language inputs, but one is multi-image finetuning and the other is image-placeholder handling in user text." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Offloading/quantization runtime bug vs tokenization changing across versions; different subsystems." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL rope index computation." + }, + { + "left": "issue:42796", + "right": "issue:45381", + "accept": false, + "reason": "Tokenizer BPE marker handling vs video position-id regression; different layers of the stack." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU offload device mismatch in a model run vs torch.export failure from torch_compilable_check." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Different model regressions: Qwen video-input issue vs Gemma4 PLE device mismatch." + }, + { + "left": "issue:43828", + "right": "issue:46821", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE vs TimesFM2.5 window_size AttributeError." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "Completely different symptoms and models: high perplexity on gpt-oss-20b vs Whisper empty-transcription failure." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sampling-rate default bug vs GraniteSpeech checkpoint loading issue." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "Bark voice_preset bug vs progressive generation with inputs_embeds/past_key_values; unrelated." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Progressive generation bug vs Qwen3 auto device mapping cudaErrorAssert; different failure modes." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer padding/NER crash vs export failure with torch_compilable_check; not the same issue." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Different models and runtime paths: Qwen3 device-mapping assert vs Gemma4 forward device mismatch." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "Both are runtime mismatches, but one is CPU offload/device placement and the other is DAC latent/STE mismatch." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "AyaVision lm_head tying bug vs Bamba-9B-v2 torch.compile+SDPA failure; different code paths." + }, + { + "left": "issue:45823", + "right": "issue:46821", + "accept": false, + "reason": "Gemma4 device mismatch and TimesFM2.5 window_size AttributeError are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "Qwen3 MoE weight conversion with accelerate/deepspeed vs missing supports_gradient_checkpointing flag; unrelated." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "3d_parallel.py execution issue vs Qwen3Moe FineGrainedFP8Config failure; different models/features." + }, + { + "left": "issue:42796", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer BPE-marker bug vs FP8 inference failure on B200; different problem class." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Bad AutoTokenizer error message for Voxtral vs Apple Silicon TypeError in caching_allocator_warmup; unrelated." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "Perplexity regression on gpt-oss-20b vs gradient checkpointing ineffectiveness with PEFT LoRA." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 15, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:26413", + "issue:28530", + "issue:36331", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43065", + "issue:43295", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43450", + "issue:43454", + "issue:43550", + "issue:43572", + "issue:43720", + "issue:43749", + "issue:43873", + "issue:44186", + "issue:44387", + "issue:44451", + "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:45920", + "issue:46050", + "issue:46305", + "issue:46315", + "issue:46402", + "issue:46612", + "issue:46821", + "issue:46858", + "issue:46897", + "issue:47020", + "issue:47317" + ], + "soft_pairs": [ + "issue:44568|issue:45920", + "issue:43377|issue:44610", + "issue:43454|issue:45072", + "issue:43749|issue:44534", + "issue:43317|issue:43873", + "issue:43454|issue:43720", + "issue:36331|issue:42617", + "issue:43377|issue:44898", + "issue:41720|issue:43322", + "issue:43572|issue:45759", + "issue:46305|issue:46315", + "issue:36331|issue:42915", + "issue:43322|issue:46050", + "issue:44877|issue:44991", + "issue:41720|issue:44977", + "issue:44387|issue:45704", + "issue:40990|issue:45701", + "issue:41720|issue:42617", + "issue:43450|issue:45701", + "issue:46897|issue:47317", + "issue:44466|issue:45357", + "issue:43873|issue:44756", + "issue:26413|issue:28530", + "issue:44186|issue:45072", + "issue:45685|issue:46821", + "issue:43065|issue:46402", + "issue:44451|issue:47020", + "issue:43295|issue:45701", + "issue:46612|issue:46858", + "issue:43550|issue:43720" + ], + "prepared_review_unit_hash": "f04fad86a552bcf10e0331ace073bf6fc2fb17244ec8dd88bf14b98456bbe77b", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011285, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36749, + "estimated_input_tokens": 9188, + "estimated_eval_tokens": 18632 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is largely heterogeneous: it mixes tokenizer regressions, quantization/loading issues, vision-model bugs, and training-loop edge cases. I do not see any soft pair that is confidently the same underlying bug, so all soft edges should be rejected. The broadest representative issue is the v5 AutoTokenizer regression affecting multiple model families.", + "confidence": 0.73, + "canonical_issue_reason": "Issue 45920 is the broadest and most central bug report here: a concrete v5 AutoTokenizer regression affecting multiple model families and directly about wrong token IDs.", + "canonical_pr_reason": null, + "best_issue_reason": "It best represents the recurring tokenizer-regression theme in this set and has the widest stated impact/inbound references among the tokenizer-related issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Both are tokenizer regressions, but one is about missing BOS/EOS insertion and the other is about wrong token IDs across several models; different failure modes." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "One is a MIMI encoder padding-mask/batched output bug; the other is a video processor shape issue. Different components and symptoms." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "AyaVision weight tying vs bfloat16 dtype mismatch in inference are unrelated code paths." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "Both concern loading behavior, but one is FSDP CPU RAM-efficient loading and the other is non-persistent buffer initialization. Not the same bug." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Both mention offloading/quantization, but one is a device_map dequantized load failure and the other is a general offloading regression; too broad to merge." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "AyaVision lm_head tying and BitNet packed-weight unpacking are different model/load paths." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "CustomTrainer compute_loss kwarg breakage and a 3d_parallel.py launch failure are unrelated." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "MIMI padding-mask discrepancy and Perceiver non-default-resolution failure are different model families and bugs." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3 auto device mapping CUDA assert and Llava Next segmentation fault are distinct loading/runtime failures." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression and Qwen multimodal text_config unwrapping are separate config-loading problems." + }, + { + "left": "issue:46305", + "right": "issue:46315", + "accept": false, + "reason": "Moonshine streaming mask off-by-one and tokenizer conversion slowdown are unrelated." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Compute-loss signature breakage and Qwen3Moe FP8 failure are different bugs." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Llava Next load crash and sinq save/load breakage concern different model/loading mechanisms." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Granite speech strict-config loading and EMBEDDIA tokenizer loading are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "CUDA assert during device-mapped loading and flash-attention generation failure are separate Qwen issues with different code paths." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Int4 quantization OOM and T5 apex RMSNorm memory leak are both memory-related but not the same underlying defect." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "High perplexity on gpt-oss-20b and a tokenizer-version-change regression are not the same bug." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Auto device-mapping CUDA assert and 3d_parallel.py launch failure are unrelated." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Video processor batching shape bug and tokenization behavior change are different subsystems." + }, + { + "left": "issue:46897", + "right": "issue:47317", + "accept": false, + "reason": "Both are training-loss bugs, but there is no evidence they share the same model, shift logic, or code path." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both involve save_pretrained regressions, but one is lm_head serialization and the other is visual encoder key saving; different artifacts." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Quantization offloading and disabling mmap for Strix Halo OOM are unrelated memory/load concerns." + }, + { + "left": "issue:26413", + "right": "issue:28530", + "accept": false, + "reason": "Checkpoint resume epoch_iterator failure and early-stopping metric lookup are distinct training-loop issues." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer crashes on NER/batched truncation and bf16 dtype mismatches are unrelated." + }, + { + "left": "issue:45685", + "right": "issue:46821", + "accept": false, + "reason": "MPS histogram-on-Int failure in MoE and TimesFM window_size AttributeError are different backend/model bugs." + }, + { + "left": "issue:43065", + "right": "issue:46402", + "accept": false, + "reason": "Sam3 dummy Conv2d in pixel decoder and Sam3 text encoder weights not loaded are separate parts of the model." + }, + { + "left": "issue:44451", + "right": "issue:47020", + "accept": false, + "reason": "ScandiBERT loading failure and XLMRobertaTokenizer Unigram init type mismatch are not shown to be the same root cause." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Processor.tokenizer regression and tokenization-version-change bug are too different in scope and symptom." + }, + { + "left": "issue:46612", + "right": "issue:46858", + "accept": false, + "reason": "Beam-search cache reorder skipping and static-cache prefill slice-arithmetic failure are different generation/cache bugs." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "torch.compile+SDPA failure in Bamba and accelerate loading of packed BitNet weights are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 16, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:28530", + "issue:29159", + "issue:30064", + "issue:33666", + "issue:36032", + "issue:41720", + "issue:42915", + "issue:43316", + "issue:43317", + "issue:43404", + "issue:43441", + "issue:43531", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43646", + "issue:43708", + "issue:43716", + "issue:43881", + "issue:44008", + "issue:44186", + "issue:44361", + "issue:44423", + "issue:44464", + "issue:44488", + "issue:44610", + "issue:44671", + "issue:44734", + "issue:44743", + "issue:44898", + "issue:44913", + "issue:44991", + "issue:45161", + "issue:45357", + "issue:45406", + "issue:45479", + "issue:45632", + "issue:45684", + "issue:45823", + "issue:46291", + "issue:46665", + "issue:46821", + "issue:46858", + "issue:46869", + "issue:46894", + "issue:47317", + "issue:47337" + ], + "soft_pairs": [ + "issue:43646|issue:46665", + "issue:43577|issue:43708", + "issue:44186|issue:44610", + "issue:43550|issue:43606", + "issue:43881|issue:44488", + "issue:46821|issue:46869", + "issue:43404|issue:45357", + "issue:42915|issue:43317", + "issue:44610|issue:44898", + "issue:41720|issue:45161", + "issue:44008|issue:45823", + "issue:44423|issue:45406", + "issue:28530|issue:33666", + "issue:43531|issue:43572", + "issue:42915|issue:46291", + "issue:43441|issue:47337", + "issue:44734|issue:46858", + "issue:45479|issue:47317", + "issue:44186|issue:44361", + "issue:44464|issue:46858", + "issue:44671|issue:44743", + "issue:45632|issue:45684", + "issue:43716|issue:46821", + "issue:46894|issue:47317", + "issue:28530|issue:30064", + "issue:43316|issue:44913", + "issue:29159|issue:36032", + "issue:43881|issue:44991" ], - "prepared_review_unit_hash": "724057e0de58d75b6c970f22f31109e6be09edc50b593f8dd3fb9f913080093a", + "prepared_review_unit_hash": "e596078c2b00bede8e36677f10a4c4fe66a4b21b74925fd2333199687e8c769a", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011307, - "estimated_input_tokens": 252827, - "estimated_eval_tokens": 505910 + "serialized_chars": 1011285, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37477, - "estimated_input_tokens": 9370, - "estimated_eval_tokens": 18996 + "soft_pair_count": 28, + "serialized_chars": 36197, + "estimated_input_tokens": 9050, + "estimated_eval_tokens": 18356 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: the items span many unrelated model-specific bugs, tokenizer issues, device-mapping problems, and training/inference regressions. No soft pair looks like the same concrete underlying defect, so none should be merged as duplicates.", - "confidence": 0.97, - "canonical_issue_reason": "No single canonical issue fits this cluster; the titles point to many unrelated root causes across different models and subsystems.", + "summary": "The cluster looks heterogeneous: most soft pairs share only broad subsystem similarity (tokenizers, loading, device maps, multimodal serving) rather than the same concrete bug, so I rejected all soft edges and found no clear canonical issue/PR.", + "confidence": 0.86, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "There is no globally best issue representative because the cluster is not a cohesive duplicate set.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43377", - "right": "issue:45491", - "accept": false, - "reason": "Both involve batched-sequence masking, but they affect different models and different failure modes; not the same bug." - }, - { - "left": "issue:43818", - "right": "issue:46402", - "accept": false, - "reason": "Different models and different loading problems: missing temporal attention vs missing text-encoder weights." - }, - { - "left": "issue:44265", - "right": "issue:45072", - "accept": false, - "reason": "Torch export/compiler checks vs bfloat16 dtype mismatches are unrelated code-path failures." - }, - { - "left": "issue:45325", - "right": "issue:45834", - "accept": false, - "reason": "Both are multimodal indexing issues, but they concern different models and distinct position/index bugs." - }, - { - "left": "issue:43644", - "right": "issue:44079", + { + "left": "issue:43646", + "right": "issue:46665", "accept": false, - "reason": "Generic state/serialization complaints, but one is about non-persistent buffers and the other about ModelOutput key assignment." + "reason": "Both involve model initialization/from_pretrained behavior, but one is a broad Transformers 5.0 regression and the other is a Python-class usage inconsistency; no concrete shared code-path is evident." }, { - "left": "issue:40444", - "right": "issue:45381", + "left": "issue:43577", + "right": "issue:43708", "accept": false, - "reason": "Both are Qwen2.5-VL multimodal regressions, but one is finetuning with multiple images and the other is video position IDs." + "reason": "Blip2 dtype-loading and Trainer resume/max_steps are unrelated bugs in different subsystems." }, { - "left": "issue:43818", - "right": "issue:45357", + "left": "issue:44186", + "right": "issue:44610", "accept": false, - "reason": "Unrelated issues: missing temporal attention in Video-LLaVA vs incorrect visual encoder keys in Qwen3.5 save_pretrained." + "reason": "Tokenizer crashes on NER/padding versus processor image-size mismatch; different components and failure modes." }, { - "left": "issue:43493", - "right": "issue:43994", + "left": "issue:43550", + "right": "issue:43606", "accept": false, - "reason": "Both mention SigLIP2, but one is an HF-vs-JAX discrepancy while the other is nonsensical AutoModel/pipeline output; not clearly the same defect." + "reason": "Different model-specific runtime failures: torch.compile+SDPA versus CPU offload device mismatch." }, { - "left": "issue:45325", - "right": "issue:45381", + "left": "issue:43881", + "right": "issue:44488", "accept": false, - "reason": "Both touch Qwen2.5-VL position IDs, but one is still-image temporal scaling and the other is a video-input regression; too different to merge." + "reason": "Both are load failures, but they affect different models and likely different root causes." }, { - "left": "issue:43454", - "right": "issue:44466", + "left": "issue:46821", + "right": "issue:46869", "accept": false, - "reason": "Both involve lm_head weights, but one is weight tying causing bad generation and the other is device-dependent serialization inconsistency." + "reason": "TimesFM window_size AttributeError and YOLO multi-GPU device-map failure are unrelated." }, { - "left": "issue:44829", - "right": "issue:45479", + "left": "issue:43404", + "right": "issue:45357", "accept": false, - "reason": "Different layers of the stack: attention-kernel training regression vs loss/label handling for num_labels=1." + "reason": "Both touch multimodal model behavior, but one is weight tying in generation and the other is save_pretrained key persistence; not the same bug." }, { - "left": "issue:44291", - "right": "issue:44877", + "left": "issue:42915", + "right": "issue:43317", "accept": false, - "reason": "Init-empty-weights argument mismatch and strict config loading are unrelated loading issues." + "reason": "FineGrainedFP8Config failure and dequantized model offload failure are different loading/device-map problems." }, { - "left": "issue:40444", - "right": "issue:47217", + "left": "issue:44610", + "right": "issue:44898", "accept": false, - "reason": "Both are VL-related, but one is a finetuning dataset/multi-image issue and the other is image-placeholder handling in user text." + "reason": "Both concern vision input sizing, but OmDet-Turbo's processor/model size mismatch is not the same as Perceiver's non-default-resolution interpolation failure." }, { - "left": "issue:43873", - "right": "issue:45701", + "left": "issue:41720", + "right": "issue:45161", "accept": false, - "reason": "Quantization/offloading behavior and tokenization-version changes are unrelated." + "reason": "Both involve large-model parallelism, but the reported failures and code paths differ substantially." }, { - "left": "issue:43701", - "right": "issue:45325", + "left": "issue:44008", + "right": "issue:45823", "accept": false, - "reason": "Checkpoint key mismatch has no substantive relation to Qwen2.5-VL rope/index calculations." + "reason": "Gemma3n variable-name collision and Gemma4 PLE device mismatch are different forward-pass bugs." }, { - "left": "issue:42796", - "right": "issue:45381", + "left": "issue:44423", + "right": "issue:45406", "accept": false, - "reason": "Tokenizer BPE-marker handling and Qwen2.5-VL video position IDs are different bugs in different subsystems." + "reason": "Both are serve-time multimodal crashes, but one is a string/tensor handling issue and the other is a missing processor attribute; not the same root cause." }, { - "left": "issue:43606", - "right": "issue:44265", + "left": "issue:44464", + "right": "issue:46858", "accept": false, - "reason": "CPU offload device mismatch for Bark and torch.export failure due to torch_compilable_check are unrelated." + "reason": "Both mention compiled/cache paths, but one is inconsistent chunked generation output and the other is a backend-specific seq-length tensor arithmetic bug." }, { - "left": "issue:44479", - "right": "issue:45823", + "left": "issue:43531", + "right": "issue:43572", "accept": false, - "reason": "Qwen video-input regression and Gemma4 device_map mismatch are different model-specific forward-path problems." + "reason": "Unrelated model bugs: sliding_window behavior in Qwen3-MoE versus missing pad_token_idx in StableLmConfig." }, { - "left": "issue:43828", - "right": "issue:46821", + "left": "issue:43441", + "right": "issue:47337", "accept": false, - "reason": "Autocast dtype mismatch and TimesFM window_size AttributeError are unrelated." + "reason": "FlashAttention model failure and a flaky bbox-range test are unrelated." }, { - "left": "issue:43262", - "right": "issue:43746", + "left": "issue:44734", + "right": "issue:46858", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting and PEFT local-checkpoint loading are different issues." + "reason": "Both involve cache handling, but the concrete failures differ: KV-cache continuation indexing versus static-cache seq-length device tensors." }, { - "left": "issue:40990", - "right": "issue:45584", + "left": "issue:45479", + "right": "issue:47317", "accept": false, - "reason": "High perplexity on GPT-OSS and Whisper empty-transcription failure are unrelated." + "reason": "Both are training-loss reports, but the model families and described bug patterns are too different to treat as duplicates." }, { - "left": "issue:34634", - "right": "issue:35707", + "left": "issue:44186", + "right": "issue:44361", "accept": false, - "reason": "BarkProcessor voice preset and progressive generation with inputs_embeds/past_key_values do not share the same bug." + "reason": "Different tokenizer classes and different crash contexts; only a broad tokenizer theme is shared." }, { - "left": "issue:35707", - "right": "issue:41720", + "left": "issue:44464", + "right": "issue:46858", "accept": false, - "reason": "Progressive generation bug and Qwen3 auto device mapping cudaErrorAssert are unrelated." + "reason": "Compiled-forward issues in different generation paths; no clear single bug." }, { - "left": "issue:44186", - "right": "issue:44265", + "left": "issue:44671", + "right": "issue:44743", "accept": false, - "reason": "Tokenizer padding/truncation crash and torch.export failure are different problems." + "reason": "CamemBERT MLM prediction drift and Qwen3.5 recurrent-state reset are unrelated." }, { - "left": "issue:41720", - "right": "issue:45823", + "left": "issue:45632", + "right": "issue:45684", "accept": false, - "reason": "Both involve device mapping, but the model failures and root causes differ." + "reason": "One is a cache-path collision, the other is permissions propagation in save_pretrained; different file-handling bugs." }, { - "left": "issue:43606", - "right": "issue:43819", + "left": "issue:43716", + "right": "issue:46821", "accept": false, - "reason": "Bark CPU-offload mismatch and DAC forward/from_latents mismatch are unrelated audio-model issues." + "reason": "Mistral-3 image-preprocessor dtype mismatch and TimesFM window_size AttributeError are unrelated." }, { - "left": "issue:43454", - "right": "issue:43550", + "left": "issue:46894", + "right": "issue:47317", "accept": false, - "reason": "lm_head tying/serialization and torch.compile SDPA failure are different code paths." + "reason": "Both are training-loss issues, but only one is explicitly a double-shift bug; the other lacks enough evidence to be the same defect." }, { - "left": "issue:43257", - "right": "issue:45923", + "left": "issue:28530", + "right": "issue:30064", "accept": false, - "reason": "Qwen3 MoE weight conversion and missing gradient_checkpointing flag are unrelated model-setup issues." + "reason": "Early-stopping metric selection and void segmentation-map processing are unrelated." }, { - "left": "issue:45823", - "right": "issue:46821", + "left": "issue:43316", + "right": "issue:44913", "accept": false, - "reason": "Gemma4 device mismatch and TimesFM window_size AttributeError are unrelated." + "reason": "Config API discrepancy and rotary_pct reload regression are different configuration bugs." }, { - "left": "issue:42796", - "right": "issue:46209", + "left": "issue:29159", + "right": "issue:36032", "accept": false, - "reason": "Tokenizer BPE handling and FP8 inference on B200 are unrelated." + "reason": "Slow/fast tokenizer inconsistency and T5 tokenizer load-time attribute conflict are not the same issue." }, { - "left": "issue:41553", - "right": "issue:43582", + "left": "issue:43881", + "right": "issue:44991", "accept": false, - "reason": "Bad AutoTokenizer error messaging and AppleSilicon allocator TypeError are unrelated." + "reason": "Both are load failures, but they affect different models/tokenizer layers and do not look like the same concrete bug." } ] }, @@ -4145,7 +5298,7 @@ "label": "issue", "component_index": 1, "component_count": 27, - "review_unit_index": 15, + "review_unit_index": 17, "review_unit_count": 65, "status": "reviewed", "reason": null, @@ -4154,295 +5307,288 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-529", "nodes": [ - "issue:26413", - "issue:28530", - "issue:36331", - "issue:40990", + "issue:30064", + "issue:33357", + "issue:34567", + "issue:34634", + "issue:35707", "issue:41720", - "issue:42617", + "issue:42490", "issue:42915", - "issue:42947", - "issue:43065", - "issue:43295", - "issue:43317", + "issue:43257", "issue:43322", - "issue:43377", - "issue:43450", - "issue:43454", - "issue:43572", + "issue:43329", + "issue:43388", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43606", + "issue:43644", + "issue:43653", "issue:43720", - "issue:43749", + "issue:43746", + "issue:43782", "issue:43873", - "issue:44186", - "issue:44387", + "issue:43883", + "issue:44077", "issue:44451", - "issue:44466", + "issue:44492", + "issue:44509", "issue:44534", - "issue:44568", - "issue:44610", - "issue:44756", - "issue:44877", - "issue:44898", - "issue:44977", + "issue:44589", + "issue:44625", "issue:44991", - "issue:45072", + "issue:45059", "issue:45357", - "issue:45685", + "issue:45406", + "issue:45464", "issue:45701", "issue:45704", "issue:45759", - "issue:45920", - "issue:46050", - "issue:46305", - "issue:46315", + "issue:45859", "issue:46402", - "issue:46612", + "issue:46665", "issue:46821", "issue:46858", - "issue:46897", "issue:47020", - "issue:47317" + "issue:47145", + "issue:47254" ], "soft_pairs": [ - "issue:44568|issue:45920", - "issue:40990|issue:42947", - "issue:43377|issue:44610", - "issue:43454|issue:45072", - "issue:43317|issue:43873", - "issue:43749|issue:44534", - "issue:43454|issue:43720", - "issue:36331|issue:42617", - "issue:43377|issue:44898", - "issue:41720|issue:43322", - "issue:43572|issue:45759", - "issue:46305|issue:46315", - "issue:43322|issue:46050", - "issue:36331|issue:42915", - "issue:41720|issue:44977", - "issue:44877|issue:44991", - "issue:44387|issue:45704", - "issue:40990|issue:45701", - "issue:41720|issue:42617", - "issue:43450|issue:45701", - "issue:46897|issue:47317", - "issue:44466|issue:45357", - "issue:43873|issue:44756", - "issue:26413|issue:28530", - "issue:44186|issue:45072", - "issue:45685|issue:46821", - "issue:43065|issue:46402", - "issue:44451|issue:47020", - "issue:43295|issue:45701", - "issue:46612|issue:46858" + "issue:30064|issue:34634", + "issue:43452|issue:47020", + "issue:45701|issue:47145", + "issue:42915|issue:43322", + "issue:33357|issue:35707", + "issue:43873|issue:45704", + "issue:43526|issue:43883", + "issue:43540|issue:43782", + "issue:43531|issue:45759", + "issue:44492|issue:44509", + "issue:43550|issue:43653", + "issue:44534|issue:46665", + "issue:41720|issue:43746", + "issue:43257|issue:47254", + "issue:43606|issue:43720", + "issue:42490|issue:43329", + "issue:45406|issue:45464", + "issue:34567|issue:35707", + "issue:43531|issue:46821", + "issue:34634|issue:41720", + "issue:43531|issue:44589", + "issue:43606|issue:43653", + "issue:43388|issue:45059", + "issue:45759|issue:45859", + "issue:44451|issue:44991", + "issue:43540|issue:46858", + "issue:45357|issue:46402", + "issue:43644|issue:46665", + "issue:44077|issue:44625" ], - "prepared_review_unit_hash": "2a6880f3bed5905c567424b137dc0cff96e391cad821dc44192fa315db53eb67", + "prepared_review_unit_hash": "282e9778d689160762d59ba2e4a58a7b9e30de56e4701ab4a342510f1a8aa997", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011307, - "estimated_input_tokens": 252827, - "estimated_eval_tokens": 505910 + "serialized_chars": 1011285, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36763, - "estimated_input_tokens": 9191, - "estimated_eval_tokens": 18638 + "soft_pair_count": 29, + "serialized_chars": 36388, + "estimated_input_tokens": 9097, + "estimated_eval_tokens": 18450 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No convincing duplicate pairs here; the set is mostly a grab-bag of unrelated Transformers regressions across tokenization, loading, quantization, generation, and training. If one issue must anchor the cluster, the broad cross-model tokenizer regression in issue 45920 is the best representative.", - "confidence": 0.74, - "canonical_issue_reason": "Issue 45920 is the broadest and most representative of the only loosely related subset here: a v5 tokenizer regression affecting multiple models, rather than a narrow single-model symptom.", + "summary": "The candidate pairs are mostly topical lookalikes, but none look like the same underlying bug or change closely enough to merge. This cluster is a loose collection of unrelated issues across models, tokenizers, loading, offloading, and docs.", + "confidence": 0.93, + "canonical_issue_reason": "No true duplicate cluster emerges from these issues. If a single representative is needed, issue:43873 is the strongest general bug report because it has the most discussion and references and describes a concrete, reusable offloading/quantization failure.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45920 has the widest scope, clear user impact, and the strongest chance of subsuming nearby tokenization-related reports as the cluster's representative issue.", + "best_issue_reason": "issue:43873 is the best issue representative: it is high-signal, well-discussed, and describes a specific runtime regression with broader impact than the other items.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44568", - "right": "issue:45920", - "accept": false, - "reason": "Both are tokenizer regressions, but one is a specific add_special_tokens/BOS-EOS bug while the other is wrong token IDs across several models; not the same code-path." - }, - { - "left": "issue:40990", - "right": "issue:42947", - "accept": false, - "reason": "Perplexity quality issue vs LoRA/gradient-checkpointing behavior; unrelated failures." - }, - { - "left": "issue:43377", - "right": "issue:44610", + "left": "issue:30064", + "right": "issue:34634", "accept": false, - "reason": "MIMI padding-mask output mismatch and OmDet image-size mismatch are different model/processor bugs." + "reason": "Different components and symptoms: image segmentation-map processing vs Bark voice_preset handling." }, { - "left": "issue:43454", - "right": "issue:45072", + "left": "issue:43452", + "right": "issue:47020", "accept": false, - "reason": "Weight-tying serialization bug vs dtype mismatch in inference; different underlying problems." + "reason": "Both involve loading/tokenization, but one is gguf auto-loading and the other is a Unigram init bug in XLM-Roberta." }, { - "left": "issue:43317", - "right": "issue:43873", + "left": "issue:45701", + "right": "issue:47145", "accept": false, - "reason": "Both involve offloading/quantization, but one is a dequantized model load failure and the other is a broader offloading-not-working report; too different to merge." + "reason": "One is a broad tokenization regression report; the other is a specific FP8 frozen-checkpoint weight_scale omission." }, { - "left": "issue:43749", - "right": "issue:44534", + "left": "issue:42915", + "right": "issue:43322", "accept": false, - "reason": "FSDP CPU RAM-efficient loading and non-persistent buffer junk are separate loading/state bugs." + "reason": "Both are loading failures, but one is Qwen3Moe FP8 config handling and the other is a Llava Next segfault." }, { - "left": "issue:43454", - "right": "issue:43720", + "left": "issue:33357", + "right": "issue:35707", "accept": false, - "reason": "AylaVision weight tying and BitNet packed-weight unpacking are unrelated model-loading issues." + "reason": "MacOS bus error with a CLIP model is unrelated to progressive generation with inputs_embeds/past_key_values." }, { - "left": "issue:36331", - "right": "issue:42617", + "left": "issue:43873", + "right": "issue:45704", "accept": false, - "reason": "Trainer compute_loss signature error and a 3d_parallel script failure are not the same bug." + "reason": "Quantization/offloading regression vs an apex FusedRMSNorm memory leak in T5; different code paths." }, { - "left": "issue:43377", - "right": "issue:44898", + "left": "issue:43526", + "right": "issue:43883", "accept": false, - "reason": "Padding-mask consistency in MIMI and Perceiver non-default-resolution handling are distinct issues." + "reason": "BEiT image label reduction bug is unrelated to a missing all_tied_weights_keys attribute in Molmo." }, { - "left": "issue:41720", - "right": "issue:43322", + "left": "issue:43540", + "right": "issue:43782", "accept": false, - "reason": "Qwen3 auto device-map cuda assert and Llava Next segfault are different model-loading failures." + "reason": "Different Qwen multimodal failures: video input processing vs weight_only loading error." }, { - "left": "issue:43572", + "left": "issue:43531", "right": "issue:45759", "accept": false, - "reason": "Missing pad_token_idx in a config and unwrapping text_config for composite Qwen configs are different config-schema issues." + "reason": "Sliding-window behavior in Qwen3-MoE is not the same as composite config unwrapping for AutoModelForCausalLM.from_config." }, { - "left": "issue:46305", - "right": "issue:46315", + "left": "issue:44492", + "right": "issue:44509", "accept": false, - "reason": "Sliding-window off-by-one in streaming masking vs tokenizer lookup slowdown; unrelated." + "reason": "A typo in cache strategies and removed docs pipeline tasks are unrelated documentation issues." }, { - "left": "issue:43322", - "right": "issue:46050", + "left": "issue:43550", + "right": "issue:43653", "accept": false, - "reason": "Segfault on load and quantized save/load breakage are different failure modes and code paths." + "reason": "torch.compile/SDPA failure in Bamba is unrelated to BigBirdTokenizer special-token registration." }, { - "left": "issue:36331", - "right": "issue:42915", + "left": "issue:44534", + "right": "issue:46665", "accept": false, - "reason": "CustomTrainer compute_loss argument mismatch and Qwen3Moe FP8 failure are unrelated." + "reason": "Both mention loading behavior, but one is non-persistent buffers in v5 and the other is from_pretrained inside user-defined Python classes." }, { "left": "issue:41720", - "right": "issue:44977", + "right": "issue:43746", "accept": false, - "reason": "Auto device-mapping crash and flash-attention generation corruption are different Qwen3.5 issues." + "reason": "A800 device-mapping cudaErrorAssert is unrelated to GraniteSpeech PEFT local-checkpoint loading." }, { - "left": "issue:44877", - "right": "issue:44991", + "left": "issue:43257", + "right": "issue:47254", "accept": false, - "reason": "Strict config rejection for granite_speech and tokenizer loading failure for est-roberta are unrelated." + "reason": "Qwen3 MOE weight conversion during accelerate/deepspeed loading is a different failure from PEFT+ZeRO-3 checkpointing errors." }, { - "left": "issue:44387", - "right": "issue:45704", + "left": "issue:43606", + "right": "issue:43720", "accept": false, - "reason": "Int4 quantization memory growth and T5 apex RMSNorm leak are different performance/memory bugs." + "reason": "CPU offload device mismatch for Bark-small is not the same as BitNet packed-weight unpacking during accelerate loading." }, { - "left": "issue:40990", - "right": "issue:45701", + "left": "issue:42490", + "right": "issue:43329", "accept": false, - "reason": "Model perplexity regression and version-dependent tokenization changes are not the same concrete bug." + "reason": "Local-path trailing-slash import warning is unrelated to undefined variables in multimodal token counting." }, { - "left": "issue:41720", - "right": "issue:42617", + "left": "issue:45406", + "right": "issue:45464", "accept": false, - "reason": "CUDA assert on Qwen3 loading and inability to run 3d_parallel.py are unrelated." + "reason": "Gemma4Processor missing _tokenizer in serve is a different bug from Qwen3.5 streaming chat/completions failure." }, { - "left": "issue:43450", - "right": "issue:45701", + "left": "issue:34567", + "right": "issue:35707", "accept": false, - "reason": "Batched video processor shape bug vs tokenizer version changes; different subsystems." + "reason": "TrainerState token counter bug is unrelated to progressive generation with inputs_embeds and past_key_values." }, { - "left": "issue:46897", - "right": "issue:47317", + "left": "issue:43531", + "right": "issue:46821", "accept": false, - "reason": "Both are training-loss bugs, but they are model-specific and no shared code path is evident." + "reason": "Qwen3-MoE sliding_window behavior and TimesFM window_size AttributeError are different model-specific bugs." }, { - "left": "issue:44466", - "right": "issue:45357", + "left": "issue:34634", + "right": "issue:41720", "accept": false, - "reason": "Different save_pretrained serialization regressions affecting different weight/key paths." + "reason": "BarkProcessor voice_preset handling and Qwen3 auto device-mapping crashes are unrelated." }, { - "left": "issue:43873", - "right": "issue:44756", + "left": "issue:43531", + "right": "issue:44589", "accept": false, - "reason": "Quantization offload regression and mmap-on-Strix-Halo OOM are separate hardware/memory issues." + "reason": "Sliding-window Qwen3-MoE bug is unrelated to FP8 storage-object lookup failures." }, { - "left": "issue:26413", - "right": "issue:28530", + "left": "issue:43606", + "right": "issue:43653", "accept": false, - "reason": "Checkpoint resumption failure and early-stopping metric selection are unrelated training-loop behaviors." + "reason": "CPU offload device mismatch and tokenizer special-token registration are different subsystems." }, { - "left": "issue:44186", - "right": "issue:45072", + "left": "issue:43388", + "right": "issue:45059", "accept": false, - "reason": "Tokenizer crash on NER/batched padding and dtype mismatches in inference are different bugs." + "reason": "Metric-gathering label truncation is unrelated to SAM3 text/bbox behavior." }, { - "left": "issue:45685", - "right": "issue:46821", + "left": "issue:45759", + "right": "issue:45859", "accept": false, - "reason": "MPS Int histogram support error and TimesFM window_size AttributeError are unrelated." + "reason": "Composite-config unwrapping for Qwen3.5/3.6 is unrelated to CPU-offload incompatibility in rotary embedding." }, { - "left": "issue:43065", - "right": "issue:46402", + "left": "issue:44451", + "right": "issue:44991", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder and missing text-encoder weights in Sam3Model are different SAM3 issues." + "reason": "Both are tokenizer/model loading regressions, but they affect different models and appear to have different root causes." }, { - "left": "issue:44451", - "right": "issue:47020", + "left": "issue:43540", + "right": "issue:46858", "accept": false, - "reason": "Cannot load a specific checkpoint and a Unigram-vocab constructor type mismatch are different tokenizer/model loading failures." + "reason": "Qwen3OmniMoe video-processing ValueError is different from static-cache slice arithmetic on non-CUDA backends." }, { - "left": "issue:43295", - "right": "issue:45701", + "left": "issue:45357", + "right": "issue:46402", "accept": false, - "reason": "Processor.tokenizer/image-passing regression and tokenization changes are not the same bug." + "reason": "Incorrect visual-encoder keys on save_pretrained is unrelated to missing text-encoder weight loading." }, { - "left": "issue:46612", - "right": "issue:46858", + "left": "issue:43644", + "right": "issue:46665", + "accept": false, + "reason": "Non-persistent-buffer corruption in v5 is a different defect from inconsistent from_pretrained behavior inside classes." + }, + { + "left": "issue:44077", + "right": "issue:44625", "accept": false, - "reason": "Beam-search cache reorder omission and device-tensor cache length arithmetic are both cache-related, but they affect different code paths and outcomes." + "reason": "patchtsmixer post_init policy and Qwen3.5 num_labels propagation are unrelated configuration issues." } ] }, @@ -4457,7 +5603,7 @@ "label": "issue", "component_index": 1, "component_count": 27, - "review_unit_index": 16, + "review_unit_index": 18, "review_unit_count": 65, "status": "reviewed", "reason": null, @@ -4466,288 +5612,276 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-529", "nodes": [ - "issue:28530", - "issue:29159", "issue:30064", - "issue:33666", - "issue:36032", + "issue:36010", + "issue:39692", "issue:41720", - "issue:42915", - "issue:43316", - "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:42886", + "issue:43381", + "issue:43421", + "issue:43493", + "issue:43653", + "issue:43673", + "issue:43746", + "issue:43782", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:43994", + "issue:44062", + "issue:44368", + "issue:44451", "issue:44464", - "issue:44488", + "issue:44514", + "issue:44545", "issue:44610", + "issue:44625", "issue:44671", - "issue:44734", - "issue:44743", + "issue:44843", "issue:44898", - "issue:44913", - "issue:45161", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45356", "issue:45357", - "issue:45406", + "issue:45381", "issue:45479", - "issue:45632", - "issue:45684", - "issue:45823", - "issue:46291", - "issue:46665", - "issue:46821", - "issue:46858", - "issue:46869", - "issue:46894", - "issue:47317", + "issue:45704", + "issue:45923", + "issue:46032", + "issue:46050", + "issue:46463", + "issue:46655", + "issue:46693", + "issue:47050", + "issue:47333", "issue:47337" ], "soft_pairs": [ - "issue:43550|issue:43720", - "issue:43646|issue:46665", - "issue:44186|issue:44610", - "issue:43577|issue:43708", - "issue:43550|issue:43606", - "issue:43881|issue:44488", - "issue:43404|issue:45357", - "issue:46821|issue:46869", - "issue:42915|issue:43317", - "issue:44610|issue:44898", - "issue:41720|issue:45161", - "issue:44423|issue:45406", - "issue:44008|issue:45823", - "issue:28530|issue:33666", - "issue:43531|issue:43572", - "issue:42915|issue:46291", - "issue:43441|issue:47337", - "issue:44734|issue:46858", - "issue:45479|issue:47317", - "issue:44186|issue:44361", - "issue:44464|issue:46858", - "issue:44671|issue:44743", - "issue:45632|issue:45684", - "issue:46894|issue:47317", - "issue:43716|issue:46821", - "issue:28530|issue:30064", - "issue:43316|issue:44913", - "issue:29159|issue:36032" + "issue:45923|issue:47333", + "issue:44987|issue:45042", + "issue:44062|issue:44451", + "issue:44898|issue:45072", + "issue:44625|issue:45479", + "issue:44918|issue:44936", + "issue:39692|issue:44610", + "issue:41720|issue:45704", + "issue:43381|issue:43844", + "issue:42886|issue:44843", + "issue:44368|issue:45357", + "issue:43746|issue:46050", + "issue:43381|issue:45704", + "issue:44514|issue:44545", + "issue:46655|issue:46693", + "issue:43421|issue:43927", + "issue:43746|issue:43873", + "issue:30064|issue:36010", + "issue:39692|issue:43493", + "issue:43421|issue:43653", + "issue:43673|issue:47337", + "issue:43994|issue:44671", + "issue:45081|issue:45356", + "issue:46032|issue:46463", + "issue:44464|issue:47050", + "issue:43782|issue:45381" ], - "prepared_review_unit_hash": "294a4f62b83a1f520f23820e7175cb39420fae6fa23cf75f487f47d9016e8671", + "prepared_review_unit_hash": "a76c14175cfb1387166c173baafe9f8b830e83bdb4fb33c6bf70db8f79d5c4b8", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011307, - "estimated_input_tokens": 252827, - "estimated_eval_tokens": 505910 + "serialized_chars": 1011285, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36226, - "estimated_input_tokens": 9057, - "estimated_eval_tokens": 18370 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35328, + "estimated_input_tokens": 8832, + "estimated_eval_tokens": 17920 }, "overflow_policy": "truncate_then_skip", "trimmed": false, - "aggressively_trimmed": false, - "split": true, - "analyst_result": { - "summary": "This cluster is mostly a loose bag of Transformers bug reports with only superficial overlap (loading, device maps, cache, tokenizers, compile). None of the soft pairs look like the same underlying bug or change, so all duplicate candidates should be rejected.", - "confidence": 0.92, - "canonical_issue_reason": "If forced to pick an anchor, issue:43550 is the least-bad canonical because it is a concrete runtime failure and sits in one of the densest soft-similarity neighborhoods, but the cluster is too heterogeneous for a true duplicate canonical.", - "canonical_pr_reason": null, - "best_issue_reason": "Issue:43550 is the best overall representative only in the weak sense that it is a concrete, user-visible model execution bug; it is not actually a reliable duplicate hub for the whole set.", - "best_pr_reason": null, - "soft_edge_verdicts": [ - { - "left": "issue:43550", - "right": "issue:43720", - "accept": false, - "reason": "Both are runtime/model-loading failures, but the model paths and root causes differ: SDPA/torch.compile vs accelerate loading of packed weights." - }, - { - "left": "issue:43646", - "right": "issue:46665", - "accept": false, - "reason": "Both mention model initialization/loading, but one is a Transformers 5.0 custom-model breakage and the other is from_pretrained behavior inside Python classes; not the same bug." - }, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated Transformers issues spanning tokenization, vision processors, generation, training, and offloading. Only two pairs look like true duplicates: the Qwen2_5_VL batched `apply_chat_template` crash, and the HF_HUB_OFFLINE / `_patch_mistral_regex` tokenizer cache failure.", + "confidence": 0.73, + "canonical_issue_reason": "issue:42886 is the strongest representative of the one clear duplicate thread here: it\u2019s a concrete, user-facing offline tokenizer failure and is directly matched by issue:44843\u2019s root-cause report in `_patch_mistral_regex`.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the most central standalone issue in the set by activity and breadth (many comments and inbound refs) while still being a concrete product bug rather than a niche follow-up.", + "best_pr_reason": null, + "soft_edge_verdicts": [ { - "left": "issue:44186", - "right": "issue:44610", + "left": "issue:45923", + "right": "issue:47333", "accept": false, - "reason": "Tokenizer/NER padding issues versus image processor output-size mismatch; different components and failure modes." + "reason": "Different problems: missing gradient-checkpointing support flag vs inability to save a disk-offloaded Qwen3-30B-A3B model." }, { - "left": "issue:43577", - "right": "issue:43708", + "left": "issue:44987", + "right": "issue:45042", "accept": false, - "reason": "One is a Blip2 dtype propagation bug; the other is Trainer checkpoint-resume max_steps miscalculation. No shared underlying defect." + "reason": "One is a model-loading failure on a specific repo; the other is a PIL image-processor dependency regression. Different code paths." }, { - "left": "issue:43550", - "right": "issue:43606", + "left": "issue:44062", + "right": "issue:44451", "accept": false, - "reason": "Both are device/runtime errors, but one is torch.compile+SDPA on Bamba and the other is CPU offload device mismatch in a different model path." + "reason": "`AddedToken()` keyword duplication is a tokenizer API bug, while loading `vesteinn/ScandiBERT` is a model-specific load failure." }, { - "left": "issue:43881", - "right": "issue:44488", + "left": "issue:44898", + "right": "issue:45072", "accept": false, - "reason": "Both are loading failures, but they involve different models and different causes; too broad to be the same bug." + "reason": "Perceiver non-default resolution failure and bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel are unrelated." }, { - "left": "issue:43404", - "right": "issue:45357", + "left": "issue:44625", + "right": "issue:45479", "accept": false, - "reason": "lm_head weight tying in Mistral3 is unrelated to incorrect visual encoder keys in Qwen3.5 save_pretrained." + "reason": "`num_labels` propagation in Qwen3.5 is a config-plumbing bug; the other is a general classification-loss edge case across models." }, { - "left": "issue:46821", - "right": "issue:46869", + "left": "issue:44918", + "right": "issue:44936", "accept": false, - "reason": "TimesFM window_size AttributeError and YOLO multi-GPU device-map failure are unrelated." + "reason": "TRL SFT embedding unpacking and `trainer.evaluate()` after `trainer.train()` are different trainer behaviors." }, { - "left": "issue:42915", - "right": "issue:43317", + "left": "issue:39692", + "right": "issue:44610", "accept": false, - "reason": "FineGrainedFP8Config failure and dequantized-model gpu/cpu offload failure are both load-time issues but not the same code-path problem." + "reason": "SigLIP2 doc/example issues do not match the OmDet-Turbo processor/model input-size mismatch." }, { - "left": "issue:44610", - "right": "issue:44898", + "left": "issue:41720", + "right": "issue:45704", "accept": false, - "reason": "Both involve image input sizing, but OmDet-Turbo processor/model mismatch and Perceiver non-default-resolution handling are different bugs." + "reason": "Qwen3 auto device mapping CUDA assert and T5 apex RMSNorm memory leak are unrelated." }, { - "left": "issue:41720", - "right": "issue:45161", + "left": "issue:43381", + "right": "issue:43844", "accept": false, - "reason": "Qwen3 auto device mapping cudaErrorAssert and GPT-OSS MoE tensor-parallel failure are separate parallelism issues." + "reason": "Eval-mode gradient checkpointing restriction is not the same as ZeRO-3 gradient growth during training." }, { - "left": "issue:44423", - "right": "issue:45406", - "accept": false, - "reason": "Both affect serve with multimodal models, but one is a tensor/string conversion crash and the other is a missing _tokenizer attribute; different root causes." + "left": "issue:42886", + "right": "issue:44843", + "accept": true, + "reason": "Same underlying offline tokenizer failure in `_patch_mistral_regex` / `model_info()`; both describe HF_HUB_OFFLINE breakage on tokenizer loading." }, { - "left": "issue:44008", - "right": "issue:45823", + "left": "issue:44368", + "right": "issue:45357", "accept": false, - "reason": "Gemma3n variable-name collision in forward is unrelated to Gemma4 PLE device mismatch during forward." + "reason": "A warning about `tie_word_embeddings` in LoRA fine-tuning is not the same as incorrect visual encoder keys being saved." }, { - "left": "issue:28530", - "right": "issue:33666", + "left": "issue:43746", + "right": "issue:46050", "accept": false, - "reason": "Early-stopping metric selection and Qwen2-VL multi-GPU training are unrelated." + "reason": "PEFT adapter loading from local checkpoints and sinq quantized save/load corruption are different serialization bugs." }, { - "left": "issue:43531", - "right": "issue:43572", + "left": "issue:43381", + "right": "issue:45704", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and StableLmConfig pad_token_idx regression are unrelated config/model bugs." + "reason": "Gradient checkpointing in eval mode and T5 apex RMSNorm memory leak are not the same issue." }, { - "left": "issue:42915", - "right": "issue:46291", - "accept": false, - "reason": "FP8 model load failure and pipelines import failure due to kernels dependency metadata are unrelated." + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Near-identical title and symptom: `Qwen2_5_VLProcessor.apply_chat_template` crashes on batched input when `padding=False`." }, { - "left": "issue:43441", - "right": "issue:47337", + "left": "issue:46655", + "right": "issue:46693", "accept": false, - "reason": "FlashAttention failure in Ministral-3 and a flaky bbox-range test are unrelated." + "reason": "SmolVLM video padding miscalculation and FA2 long-context performance regression are unrelated." }, { - "left": "issue:44734", - "right": "issue:46858", + "left": "issue:43421", + "right": "issue:43927", "accept": false, - "reason": "Both touch cache/compile logic, but one is serve KV-cache continuation indexing and the other is static-cache seq_length returning a device tensor on non-CUDA backends; not the same defect." + "reason": "Runtime special-token post-processor updates and DiaConfig losing custom token IDs after save/load are different tokenizer/config problems." }, { - "left": "issue:45479", - "right": "issue:47317", + "left": "issue:43746", + "right": "issue:43873", "accept": false, - "reason": "Single-label classification zero-loss bug and PPFormulaNet training-loss bug are too different and lack a shared concrete root cause." + "reason": "PEFT adapter checkpoint loading and offloading-with-quantization behavior are not the same bug." }, { - "left": "issue:44186", - "right": "issue:44361", + "left": "issue:30064", + "right": "issue:36010", "accept": false, - "reason": "Two tokenizer AttributeErrors, but for different tokenizers and different task flows; not enough evidence of one bug." + "reason": "Void segmentation map processing and `GenerationMixin` import failure are unrelated." }, { - "left": "issue:44464", - "right": "issue:46858", + "left": "issue:39692", + "right": "issue:43493", "accept": false, - "reason": "Both involve compilation and generation/cache behavior, but one reports inconsistent outputs from compiled forward while the other is a specific seq_length tensor arithmetic bug." + "reason": "SigLIP2 docs/example mismatch is not the same as an implementation discrepancy versus JAX." }, { - "left": "issue:44671", - "right": "issue:44743", + "left": "issue:43421", + "right": "issue:43653", "accept": false, - "reason": "CamemBERT masked LM prediction regression and Qwen3.5 recurrent state reset are unrelated model-specific behaviors." + "reason": "A backend post-processor update bug is not the same as BigBirdTokenizer mask-token registration causing empty decode output." }, { - "left": "issue:45632", - "right": "issue:45684", + "left": "issue:43673", + "right": "issue:47337", "accept": false, - "reason": "Cache-path collision for trust_remote_code and read-only permission propagation in save_pretrained are different filesystem issues." + "reason": "GenerationMixin cache/chunked_prefill and a flaky bbox-range IndexError are unrelated." }, { - "left": "issue:46894", - "right": "issue:47317", + "left": "issue:43994", + "right": "issue:44671", "accept": false, - "reason": "Both mention training loss, but one is a double-shift ASR bug and the other is an unspecified PPFormulaNet loss issue; not the same underlying bug." + "reason": "SigLIP2 bad outputs and CamemBERT masked-LM regression are different model-specific issues." }, { - "left": "issue:43716", - "right": "issue:46821", + "left": "issue:45081", + "right": "issue:45356", "accept": false, - "reason": "Mistral-3 image preprocessor dtype mismatch and TimesFM window_size AttributeError are unrelated." + "reason": "Both touch Mistral-regex-related tokenizer logic, but one is a crash in `_patch_mistral_regex` while the other is a Kimi-K2.5 regression about codec handling/warnings; not clearly the same bug." }, { - "left": "issue:28530", - "right": "issue:30064", + "left": "issue:46032", + "right": "issue:46463", "accept": false, - "reason": "Trainer early stopping and image processor void-segmentation handling are unrelated." + "reason": "Mamba2Mixer `use_cache` incorrect results and T5 decoder-input error messaging are unrelated." }, { - "left": "issue:43316", - "right": "issue:44913", + "left": "issue:44464", + "right": "issue:47050", "accept": false, - "reason": "Both are config/API consistency issues, but they concern different models and different fields; no shared defect." + "reason": "Compiled-forward chunked generation inconsistency and Canine ONNX fp16 dtype mismatch are different execution paths." }, { - "left": "issue:29159", - "right": "issue:36032", + "left": "issue:43782", + "right": "issue:45381", "accept": false, - "reason": "Slow/fast tokenizer inconsistency and T5Tokenizer load-time add_special_tokens conflict are different tokenizer problems." + "reason": "Qwen3VL weight-only load error and Qwen2.5-VL video `vision_position_ids` bug are separate model behaviors." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the central-issue choice for 43873 is supported by its relatively high discussion activity and inbound references, and the duplicate calls are conservative. The accepted pairs (42886/44843 and 44514/44545) are plausible same-bug duplicates from the titles, while the rest are appropriately rejected as different problems. No soft-edge verdict overstates the evidence." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -4755,7 +5889,7 @@ "label": "issue", "component_index": 1, "component_count": 27, - "review_unit_index": 17, + "review_unit_index": 19, "review_unit_count": 65, "status": "reviewed", "reason": null, @@ -4765,287 +5899,293 @@ "cluster_id": "cluster-10000-529", "nodes": [ "issue:30064", - "issue:33357", - "issue:34567", - "issue:34634", - "issue:35707", + "issue:36331", + "issue:39692", "issue:41720", - "issue:42490", - "issue:42915", - "issue:43257", - "issue:43322", - "issue:43329", - "issue:43388", - "issue:43452", + "issue:43295", + "issue:43421", "issue:43526", "issue:43531", "issue:43540", "issue:43550", - "issue:43606", + "issue:43596", + "issue:43611", + "issue:43643", "issue:43653", "issue:43720", - "issue:43746", - "issue:43782", + "issue:43819", "issue:43873", "issue:43881", - "issue:43883", - "issue:44077", - "issue:44451", - "issue:44492", - "issue:44509", - "issue:44534", - "issue:44589", - "issue:44625", + "issue:43927", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44361", + "issue:44488", + "issue:44661", + "issue:44821", + "issue:44843", + "issue:44857", + "issue:44898", "issue:44991", - "issue:45059", - "issue:45357", - "issue:45406", - "issue:45464", - "issue:45701", - "issue:45704", - "issue:45759", - "issue:45859", - "issue:46402", + "issue:44995", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45356", + "issue:45381", + "issue:45834", + "issue:45907", + "issue:45987", + "issue:46294", "issue:46665", - "issue:46821", + "issue:46693", + "issue:46829", + "issue:46832", "issue:46858", "issue:47020", - "issue:47145", - "issue:47254" + "issue:47050" ], "soft_pairs": [ - "issue:43881|issue:44991", - "issue:43452|issue:47020", - "issue:42915|issue:43322", - "issue:30064|issue:34634", - "issue:45701|issue:47145", - "issue:33357|issue:35707", - "issue:43526|issue:43883", - "issue:43873|issue:45704", - "issue:43540|issue:43782", - "issue:43531|issue:45759", - "issue:44492|issue:44509", - "issue:43550|issue:43653", - "issue:44534|issue:46665", - "issue:41720|issue:43746", - "issue:43257|issue:47254", - "issue:43606|issue:43720", - "issue:42490|issue:43329", - "issue:45406|issue:45464", - "issue:34567|issue:35707", - "issue:43531|issue:46821", - "issue:34634|issue:41720", - "issue:43606|issue:43653", - "issue:43531|issue:44589", - "issue:43388|issue:45059", - "issue:45759|issue:45859", - "issue:44451|issue:44991", - "issue:45357|issue:46402", - "issue:43540|issue:46858", - "issue:44077|issue:44625" + "issue:44995|issue:46858", + "issue:43421|issue:44186", + "issue:45356|issue:45907", + "issue:44857|issue:47050", + "issue:43526|issue:43881", + "issue:39692|issue:43873", + "issue:39692|issue:47050", + "issue:43720|issue:43819", + "issue:43596|issue:44220", + "issue:43295|issue:45834", + "issue:43540|issue:46294", + "issue:43550|issue:43927", + "issue:43550|issue:44361", + "issue:43653|issue:43720", + "issue:44062|issue:44488", + "issue:45381|issue:46693", + "issue:43531|issue:43643", + "issue:44488|issue:47020", + "issue:46829|issue:46832", + "issue:45072|issue:47050", + "issue:41720|issue:44991", + "issue:44220|issue:44661", + "issue:43611|issue:46665", + "issue:30064|issue:36331", + "issue:44843|issue:45081", + "issue:44186|issue:44898", + "issue:43653|issue:43819", + "issue:45987|issue:46829", + "issue:44821|issue:45084", + "issue:43550|issue:43819" ], - "prepared_review_unit_hash": "0d940b523db8c70b46100ad8cafa2b4ea3b949b344dab85c21351254bfd1719f", + "prepared_review_unit_hash": "9ceb7b6f999495ad2e081d61fe5612a906851fef902e1cfd2277c9b5c1674f63", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011307, - "estimated_input_tokens": 252827, - "estimated_eval_tokens": 505910 + "serialized_chars": 1011285, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36355, - "estimated_input_tokens": 9089, - "estimated_eval_tokens": 18434 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36388, + "estimated_input_tokens": 9097, + "estimated_eval_tokens": 18450 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated issue reports that only share broad surface-area similarity. None of the soft pairs look like true duplicates or the same concrete fix target, so they should not be merged.", - "confidence": 0.97, - "canonical_issue_reason": "Issue 43873 is the broadest and most central report in the set, with the highest inbound activity and a reusable bug theme around offloading/quantization behavior.", + "summary": "This cluster is highly heterogeneous: the items span unrelated tokenizer, image processor, model-loading, cache, and quantization bugs. None of the soft pairs look like true duplicates; at most they share broad subsystem keywords. 43873 is the closest anchor only because it is the broadest and most active open issue.", + "confidence": 0.28, + "canonical_issue_reason": "43873 is the broadest, most active open issue in the set, so it is the best rough cluster anchor even though the surrounding items are not duplicates.", "canonical_pr_reason": null, - "best_issue_reason": "43873 is the best representative issue because it is a real runtime regression with broader applicability than the model- or processor-specific reports around it.", + "best_issue_reason": "43873 has the strongest triage signal for a representative issue: open state, high discussion activity, and multiple inbound references.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43881", - "right": "issue:44991", + "left": "issue:44995", + "right": "issue:46858", "accept": false, - "reason": "Different failures: one is a specific glm-4v loading problem, the other is a tokenizer-loading regression in v5." + "reason": "Both mention cache-related failures, but one is a stale indexer cache crash in GlmMoeDsa and the other is a static-cache seq-length tensor/type bug in prefill. Different code paths." }, { - "left": "issue:43452", - "right": "issue:47020", + "left": "issue:43421", + "right": "issue:44186", "accept": false, - "reason": "Both involve loading/tokenizers, but the concrete bugs differ: gguf_file handling vs Unigram constructor input type." + "reason": "TokenizersBackend post-processor updates for runtime special tokens are unrelated to LayoutLMv2Tokenizer crashes on NER inputs and batched padding/truncation." }, { - "left": "issue:42915", - "right": "issue:43322", + "left": "issue:45356", + "right": "issue:45907", "accept": false, - "reason": "Qwen3MoE FP8 config failure and Llava Next segfault are unrelated code paths and symptoms." + "reason": "Kimi-K2.5 tokenizer codec/fix_mistral_regex regression is unrelated to list_repo_files failing to forward the revision argument." }, { - "left": "issue:30064", - "right": "issue:34634", + "left": "issue:44857", + "right": "issue:47050", "accept": false, - "reason": "Image segmentation-map processing and Bark voice_preset handling are different processor bugs." + "reason": "Both are dtype-related crashes, but one is LwDetrImageLoss AMP/CUDA and the other is CanineModel ONNX export attention mismatch. Different models and failure modes." }, { - "left": "issue:45701", - "right": "issue:47145", + "left": "issue:43526", + "right": "issue:43881", "accept": false, - "reason": "Tokenization changes across versions is not the same as missing weight_scale application for FP8 frozen checkpoints." + "reason": "BeitImageProcessorFast reduce_labels bug is unrelated to glm-4v-9b loading failure." }, { - "left": "issue:33357", - "right": "issue:35707", + "left": "issue:39692", + "right": "issue:43873", "accept": false, - "reason": "MacOS CLIP bus error and progressive generation with inputs_embeds/past_key_values are separate problems." + "reason": "SigLIP2 docs example errors are a specific model/processor and quantization mismatch; 43873 is a broader offloading/quantization behavior issue, not the same bug." }, { - "left": "issue:43526", - "right": "issue:43883", + "left": "issue:39692", + "right": "issue:47050", "accept": false, - "reason": "BEiT label reduction and Molmo missing all_tied_weights_keys are unrelated model implementation issues." + "reason": "A broken SigLIP2 documentation example and a CanineModel fp16 ONNX export dtype mismatch are different issues." }, { - "left": "issue:43873", - "right": "issue:45704", + "left": "issue:43720", + "right": "issue:43819", "accept": false, - "reason": "Quantization/offloading behavior is distinct from the T5 apex.FusedRMSNorm memory leak." + "reason": "BitNet packed-weight loading during accelerate is unrelated to DAC.from_latents missing STE parity with forward." }, { - "left": "issue:43540", - "right": "issue:43782", + "left": "issue:43596", + "right": "issue:44220", "accept": false, - "reason": "Video-input processing in Qwen3OmniMoe and Qwen3VL weight_only loading failure do not share the same bug." + "reason": "deepspeed zero3/BertModel initialization failure is unrelated to _torch_extract_fbank_features()." }, { - "left": "issue:43531", - "right": "issue:45759", + "left": "issue:43295", + "right": "issue:45834", "accept": false, - "reason": "One is a sliding_window bug in Qwen3-MoE; the other is config unwrapping for composite Qwen 3.5/3.6 models." + "reason": "processor.tokenizer/image handling regression is different from Kosmos2.5 long-OCR index errors." }, { - "left": "issue:44492", - "right": "issue:44509", + "left": "issue:43540", + "right": "issue:46294", "accept": false, - "reason": "A typo in cache strategy docs/config is not the same as stale v5 pipeline documentation." + "reason": "Both involve video inputs, but Qwen3OmniMoe ValueError and Qwen3.5-9B chat-template token/feature mismatch are different model families and different bugs." }, { "left": "issue:43550", - "right": "issue:43653", + "right": "issue:43927", "accept": false, - "reason": "Torch.compile/SDPA behavior in Bamba is unrelated to BigBirdTokenizer special-token registration." + "reason": "Bamba torch.compile/SDPA crash is unrelated to DiaConfig losing custom token IDs across save/load." }, { - "left": "issue:44534", - "right": "issue:46665", + "left": "issue:43550", + "right": "issue:44361", "accept": false, - "reason": "Non-persistent buffer junk values and from_pretrained behavior inside Python classes are different regressions." + "reason": "Bamba compile/SDPA failure is unrelated to MLukeTokenizer AttributeError on tasks." }, { - "left": "issue:41720", - "right": "issue:43746", + "left": "issue:43653", + "right": "issue:43720", "accept": false, - "reason": "CUDA assert from auto device mapping is not the same code-path as PEFT adapter local checkpoint loading." + "reason": "BigBirdTokenizer special-token decode bug is unrelated to BitNet packed-weight unpacking during loading." }, { - "left": "issue:43257", - "right": "issue:47254", + "left": "issue:44062", + "right": "issue:44488", "accept": false, - "reason": "Qwen3 MOE weight conversion under accelerate+deepspeed and PEFT ZeRO-3 checkpointing are separate save/load bugs." + "reason": "AddedToken special-argument duplication is a tokenizer construction bug; loading cjvt/sleng-bert is a separate model/tokenizer load failure." }, { - "left": "issue:43606", - "right": "issue:43720", + "left": "issue:45381", + "right": "issue:46693", "accept": false, - "reason": "CPU offload device mismatch and packed-weight unpacking during accelerate loading are different failures." + "reason": "Qwen2.5-VL video position IDs are a model-specific correctness bug, while 46693 is a performance regression in long-context FA2 generation." }, { - "left": "issue:42490", - "right": "issue:43329", + "left": "issue:43531", + "right": "issue:43643", "accept": false, - "reason": "Trailing-slash import warning and undefined video-branch helpers in multimodal token counting are unrelated." + "reason": "Qwen3-MoE sliding_window behavior and AutoConfig trust_remote_code missing fields are unrelated issues." }, { - "left": "issue:45406", - "right": "issue:45464", + "left": "issue:44488", + "right": "issue:47020", "accept": false, - "reason": "Gemma4Processor missing _tokenizer in serve and Qwen3.5 streaming chat/completions failure are different paths." + "reason": "Failed loading cjvt/sleng-bert and XLMRobertaTokenizer passing a dict to Unigram are different tokenizer/model-loading bugs." }, { - "left": "issue:34567", - "right": "issue:35707", + "left": "issue:46829", + "right": "issue:46832", "accept": false, - "reason": "TrainerState token counting and progressive generation with embeds/past key values are unrelated training vs generation issues." + "reason": "VideoPrism hidden_states output misuse and RTDetrModel num_feature_levels/backbone-output mismatch are distinct vision-model bugs." }, { - "left": "issue:43531", - "right": "issue:46821", + "left": "issue:45072", + "right": "issue:47050", "accept": false, - "reason": "Both mention windowing, but Qwen3-MoE sliding_window and TimesFM window_size attribute errors are not the same bug." + "reason": "Both are dtype mismatches, but they affect different models and code paths: SwitchTransformers/TimmWrapperModel bf16 inference versus CanineModel fp16 ONNX export." }, { - "left": "issue:34634", - "right": "issue:41720", + "left": "issue:41720", + "right": "issue:44991", "accept": false, - "reason": "BarkProcessor voice_preset and Qwen3 auto device mapping cuda asserts are completely different failures." + "reason": "Qwen3 auto device mapping cudaErrorAssert on A800 is unrelated to transformers 5.0.0 tokenizer loading for EMBEDDIA/est-roberta." }, { - "left": "issue:43606", - "right": "issue:43653", + "left": "issue:44220", + "right": "issue:44661", "accept": false, - "reason": "CPU offload device mismatch and tokenizer special-token decode behavior do not overlap in implementation." + "reason": "_torch_extract_fbank_features() and add-new-model-like failing inside TOKENIZER_MAPPING_NAMES are unrelated components." }, { - "left": "issue:43531", - "right": "issue:44589", + "left": "issue:43611", + "right": "issue:46665", "accept": false, - "reason": "A Qwen3-MoE sliding_window bug is unrelated to the Float8 storage loading error." + "reason": "Base_model_prefix loading breakage in Transformers 5.0.0 is not the same bug as inconsistent from_pretrained behavior inside Python classes." }, { - "left": "issue:43388", - "right": "issue:45059", + "left": "issue:30064", + "right": "issue:36331", "accept": false, - "reason": "Metric gathering truncation and SAM3 text/box behavior are different functional areas and symptoms." + "reason": "Image Processor void segmentation-map handling is unrelated to CustomTrainer.compute_loss receiving an unexpected num_items_in_batch argument." }, { - "left": "issue:45759", - "right": "issue:45859", + "left": "issue:44843", + "right": "issue:45081", "accept": false, - "reason": "Config unwrapping for Qwen multimodal models is distinct from CPU-offload incompatibility in rotary embeddings." + "reason": "Both touch _patch_mistral_regex, but one is an unconditional model_info offline-mode regression and the other is an AttributeError on a tokenizer object without backend_tokenizer." }, { - "left": "issue:44451", - "right": "issue:44991", + "left": "issue:44186", + "right": "issue:44898", "accept": false, - "reason": "Both are loading-related, but one is a specific model load failure and the other is a tokenizer regression across versions." + "reason": "LayoutLMv2Tokenizer NER/padding crashes and Perceiver non-default-resolution interpolation failures are different model/tokenizer issues." }, { - "left": "issue:45357", - "right": "issue:46402", + "left": "issue:43653", + "right": "issue:43819", "accept": false, - "reason": "Incorrect saved visual encoder keys and missing text encoder weights are not the same save/load defect." + "reason": "BigBirdTokenizer special-token decode bug is unrelated to DAC.from_latents missing STE parity." }, { - "left": "issue:43540", - "right": "issue:46858", + "left": "issue:45987", + "right": "issue:46829", "accept": false, - "reason": "Video-input ValueError in Qwen3OmniMoe is unrelated to static-cache slice arithmetic under torch.compile." + "reason": "StaticCache.get_seq_length() returning a shape-(1,) tensor is unrelated to VideoPrism returning the wrong hidden_states tensor." }, { - "left": "issue:44077", - "right": "issue:44625", + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "AutoImageProcessor URL loading and a TypeError compiling non-template nodes are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:43819", "accept": false, - "reason": "Optional post_init policy and num_labels propagation in Qwen3.5 are separate configuration issues." + "reason": "Bamba torch.compile/SDPA failure is unrelated to DAC.from_latents missing STE parity with forward." } ] }, @@ -5060,7 +6200,7 @@ "label": "issue", "component_index": 1, "component_count": 27, - "review_unit_index": 18, + "review_unit_index": 20, "review_unit_count": 65, "status": "reviewed", "reason": null, @@ -5069,275 +6209,280 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-529", "nodes": [ - "issue:30064", + "issue:34634", "issue:36010", "issue:39692", - "issue:41720", - "issue:42886", - "issue:43381", + "issue:43322", + "issue:43335", "issue:43421", - "issue:43493", + "issue:43540", + "issue:43550", + "issue:43577", + "issue:43606", + "issue:43618", + "issue:43643", "issue:43644", - "issue:43653", - "issue:43673", - "issue:43746", + "issue:43697", + "issue:43716", + "issue:43749", + "issue:43756", "issue:43782", - "issue:43844", - "issue:43873", - "issue:43927", - "issue:43994", - "issue:44062", - "issue:44368", - "issue:44451", - "issue:44514", - "issue:44545", - "issue:44610", - "issue:44625", + "issue:43818", + "issue:44008", + "issue:44186", + "issue:44442", + "issue:44448", + "issue:44479", + "issue:44561", "issue:44671", - "issue:44843", - "issue:44898", - "issue:44918", + "issue:44805", + "issue:44811", + "issue:44877", "issue:44936", - "issue:44987", - "issue:45042", + "issue:44977", + "issue:44991", + "issue:45020", "issue:45072", - "issue:45081", - "issue:45356", - "issue:45357", - "issue:45381", + "issue:45183", "issue:45479", - "issue:45704", - "issue:45923", - "issue:46032", - "issue:46050", + "issue:45584", + "issue:45685", + "issue:45834", + "issue:45987", + "issue:46291", + "issue:46294", "issue:46463", - "issue:46655", - "issue:46665", - "issue:46693", - "issue:47333", + "issue:46752", + "issue:46858", + "issue:46932", + "issue:47020", "issue:47337" ], "soft_pairs": [ - "issue:43644|issue:46665", - "issue:45923|issue:47333", - "issue:44987|issue:45042", - "issue:44062|issue:44451", - "issue:44625|issue:45479", - "issue:44898|issue:45072", - "issue:44918|issue:44936", - "issue:39692|issue:44610", - "issue:43381|issue:43844", - "issue:41720|issue:45704", - "issue:42886|issue:44843", - "issue:44368|issue:45357", - "issue:43746|issue:46050", - "issue:43381|issue:45704", - "issue:44514|issue:44545", - "issue:46655|issue:46693", - "issue:43421|issue:43927", - "issue:43746|issue:43873", - "issue:30064|issue:36010", - "issue:39692|issue:43493", - "issue:43421|issue:43653", - "issue:43673|issue:47337", - "issue:43994|issue:44671", - "issue:45081|issue:45356", - "issue:46032|issue:46463", - "issue:43782|issue:45381" + "issue:43335|issue:43756", + "issue:43540|issue:44008", + "issue:44991|issue:47020", + "issue:44008|issue:46858", + "issue:34634|issue:36010", + "issue:43643|issue:44877", + "issue:43618|issue:43697", + "issue:45987|issue:46932", + "issue:39692|issue:45834", + "issue:44561|issue:45020", + "issue:44186|issue:44442", + "issue:44448|issue:44671", + "issue:46752|issue:47337", + "issue:43322|issue:45685", + "issue:44805|issue:44936", + "issue:44991|issue:46291", + "issue:45584|issue:45834", + "issue:43421|issue:44811", + "issue:43606|issue:45072", + "issue:46294|issue:46463", + "issue:45183|issue:45479", + "issue:43550|issue:45072", + "issue:44479|issue:45834", + "issue:43577|issue:43818", + "issue:43782|issue:44977", + "issue:43644|issue:43749", + "issue:43716|issue:44008" ], - "prepared_review_unit_hash": "69426f56510ad809f18fc4999f12ecd5d7a875cd07fc5ae0c735fbce2eeb78a5", + "prepared_review_unit_hash": "2a95cbce18c0a5c639ec740f5b475b4fc3b254dcf70a0954d3ad41da4df3df86", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011307, - "estimated_input_tokens": 252827, - "estimated_eval_tokens": 505910 + "serialized_chars": 1011285, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 26, - "serialized_chars": 35275, - "estimated_input_tokens": 8819, - "estimated_eval_tokens": 17894 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36028, + "estimated_input_tokens": 9007, + "estimated_eval_tokens": 18270 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated issue reports. The strongest near-duplicate signal is the Qwen2_5_VLProcessor.apply_chat_template crash pair, but the packet only supports strong similarity, not certainty of exact identity; all other soft pairs are distinct bugs or different concrete failure modes.", - "confidence": 0.77, - "canonical_issue_reason": "issue:44545 is the cleanest representative of the near-identical Qwen2_5_VLProcessor.apply_chat_template crash reports because its title is slightly more generic and concise, but the packet only supports high similarity rather than certainty that it is the exact same bug report as issue:44514.", + "summary": "These items are mostly a heterogeneous set of unrelated Transformers bugs; the soft pairs share broad surface area but not the same underlying failure mode, so none should be merged as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue cleanly fits the whole set. If forced to pick the broadest umbrella, issue 45020 is the closest match because it targets general recent-v5 remote_code breakage, but the cluster is too diverse to treat it as a true canonical duplicate.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44545 is the best cluster representative for the Qwen2_5_VLProcessor batched-input padding=False crash topic, with the shorter and more general title making it a good canonical label for the pair.", + "best_issue_reason": "Issue 45020 is the most broadly representative of the set\u2019s recurring v5/remote_code regression theme, but it is still not a good true duplicate target for the other issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43644", - "right": "issue:46665", + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "Different bugs: sparse-layer construction with zero sparse layers vs RoPE layer dropping in Smollm3." + }, + { + "left": "issue:43540", + "right": "issue:44008", "accept": false, - "reason": "Different bugs: non-persistent buffer junk vs from_pretrained behavior inside Python classes." + "reason": "Both are multimodal failures, but one is a video-input ValueError and the other is an audio-mask variable collision." }, { - "left": "issue:45923", - "right": "issue:47333", + "left": "issue:44991", + "right": "issue:47020", "accept": false, - "reason": "Unrelated: missing gradient-checkpointing flag vs disk-offloaded model save failure." + "reason": "Both involve tokenizer loading, but they are distinct failures with different tokenizers and causes." }, { - "left": "issue:44987", - "right": "issue:45042", + "left": "issue:44008", + "right": "issue:46858", "accept": false, - "reason": "Different concrete failures: model loading regression vs PIL image processor torchvision dependency." + "reason": "One is a forward-pass name collision; the other is a cache-length return-type bug affecting arithmetic." }, { - "left": "issue:44062", - "right": "issue:44451", + "left": "issue:34634", + "right": "issue:36010", "accept": false, - "reason": "Both involve loading, but the constructor error and the model-load failure are different bugs." + "reason": "Bark voice_preset handling and a GenerationMixin import error are unrelated issues." }, { - "left": "issue:44625", - "right": "issue:45479", + "left": "issue:43643", + "right": "issue:44877", "accept": false, - "reason": "Related config area, but num_labels propagation and single-label zero-loss are distinct issues." + "reason": "Both concern config/model loading, but one is missing fields with trust_remote_code and the other is strict config rejection for granite_speech." }, { - "left": "issue:44898", - "right": "issue:45072", + "left": "issue:43618", + "right": "issue:43697", "accept": false, - "reason": "Different subsystems and symptoms: image resolution handling vs dtype mismatch in inference." + "reason": "CLIP attentions being unset is unrelated to RTDetrV2 output drift in v5." }, { - "left": "issue:44918", - "right": "issue:44936", + "left": "issue:45987", + "right": "issue:46932", "accept": false, - "reason": "Both involve training workflows, but the embedding unpacking failure and evaluate-after-train issue are different." + "reason": "StaticCache return-type mismatch and Gemma4 quantized dtype casting are different code paths." }, { "left": "issue:39692", - "right": "issue:44610", + "right": "issue:45834", "accept": false, - "reason": "Different bugs: docs example/model mismatch vs processor/model input-size mismatch." + "reason": "Documentation example errors and Kosmos2.5 long-OCR index errors are not the same bug." }, { - "left": "issue:43381", - "right": "issue:43844", + "left": "issue:44561", + "right": "issue:45020", "accept": false, - "reason": "Different training-time bugs: eval-mode checkpointing restriction vs gradient growth with ZeRO-3." + "reason": "44561 names a specific removed API; 45020 is a broad umbrella for remote_code breakages, so they are not clearly the same underlying issue." }, { - "left": "issue:41720", - "right": "issue:45704", + "left": "issue:44186", + "right": "issue:44442", "accept": false, - "reason": "Unrelated: Qwen3 device-mapping assert vs T5 apex RMSNorm memory leak." + "reason": "Tokenizer crashes on NER/batched padding are unrelated to AutoTokenizer failing to load a specific tokenizer class." }, { - "left": "issue:42886", - "right": "issue:44843", + "left": "issue:44448", + "right": "issue:44671", "accept": false, - "reason": "Both touch offline mode, but they fail in different code paths and are not the same bug." + "reason": "Different model regressions: Pegasus v4/v5 output drift vs CamemBERT masked-LM prediction errors." }, { - "left": "issue:44368", - "right": "issue:45357", + "left": "issue:46752", + "right": "issue:47337", "accept": false, - "reason": "Different defects: warning about tied embeddings vs incorrect visual encoder keys on save." + "reason": "Empty apply_chat_template input and bbox range flaky-test failures are unrelated." }, { - "left": "issue:43746", - "right": "issue:46050", + "left": "issue:43322", + "right": "issue:45685", "accept": false, - "reason": "Both are persistence/loading problems, but with different model flows and failure modes." + "reason": "Llava Next load segfault and MPS histogram-on-Int error are unrelated failures." }, { - "left": "issue:43381", - "right": "issue:45704", + "left": "issue:44805", + "right": "issue:44936", "accept": false, - "reason": "No evidence these share an underlying code-path problem; they are different bugs." + "reason": "A mask/indexing shape error is not the same as trainer.evaluate failing after training." }, { - "left": "issue:44514", - "right": "issue:44545", + "left": "issue:44991", + "right": "issue:46291", "accept": false, - "reason": "Near-identical topic, but the packet does not prove they are the exact same bug report; conservative triage should not merge them." + "reason": "Tokenizer-loading failure and kernels-v0.15 import failure share no concrete code path." }, { - "left": "issue:46655", - "right": "issue:46693", + "left": "issue:45584", + "right": "issue:45834", "accept": false, - "reason": "Different issues: video processor padding calculation vs generation performance regression." + "reason": "Whisper empty-transcription generation and Kosmos2.5 long-input indexing are different bugs." }, { "left": "issue:43421", - "right": "issue:43927", + "right": "issue:44811", "accept": false, - "reason": "Both involve tokenizer state, but runtime post-processing updates and save/load token ID loss are distinct bugs." + "reason": "One is tokenizer post-processor state not updating; the other is Whisper decode ignoring skip_special_tokens." }, { - "left": "issue:43746", - "right": "issue:43873", + "left": "issue:43606", + "right": "issue:45072", "accept": false, - "reason": "Different loading/offloading failures with no evidence of a shared underlying defect." + "reason": "CPU offload device mismatch and bfloat16 dtype mismatches are different underlying problems." }, { - "left": "issue:30064", - "right": "issue:36010", + "left": "issue:46294", + "right": "issue:46463", "accept": false, - "reason": "Completely unrelated: image segmentation map processing vs GenerationMixin import error." + "reason": "Qwen video-template mismatch and T5 decoder-input validation are unrelated." }, { - "left": "issue:39692", - "right": "issue:43493", + "left": "issue:45183", + "right": "issue:45479", "accept": false, - "reason": "Same model family, but docs-example errors and JAX-vs-HF implementation discrepancy are different concrete problems." + "reason": "Input validation messaging and degenerate zero-loss classification are different bugs." }, { - "left": "issue:43421", - "right": "issue:43653", + "left": "issue:43550", + "right": "issue:45072", "accept": false, - "reason": "Both mention special tokens, but the runtime post-processor update and BigBird mask-token registration are different bugs." + "reason": "torch.compile/SDPA failure is not the same as general bfloat16 dtype mismatch." }, { - "left": "issue:43673", - "right": "issue:47337", + "left": "issue:44479", + "right": "issue:45834", "accept": false, - "reason": "Unrelated: GenerationMixin cache/chunked_prefill issue vs flaky bbox-range test." + "reason": "Qwen video-input regression and Kosmos2.5 OCR index error are unrelated." }, { - "left": "issue:43994", - "right": "issue:44671", + "left": "issue:43577", + "right": "issue:43818", "accept": false, - "reason": "Different models and symptoms: SigLIP2 inference discrepancy vs CamemBERT masked-LM regression." + "reason": "Blip2 dtype propagation and Video-LLaVA temporal-attention loading are different issues." }, { - "left": "issue:45081", - "right": "issue:45356", + "left": "issue:43782", + "right": "issue:44977", "accept": false, - "reason": "Both mention fix_mistral_regex, but the tokenizer crash and the Kimi-K2.5 regression are not the same concrete bug." + "reason": "Different Qwen3.5-family failures: weight_only load error versus flash-attention generation bug." }, { - "left": "issue:46032", - "right": "issue:46463", + "left": "issue:43644", + "right": "issue:43749", "accept": false, - "reason": "Different areas: Mamba2 cache correctness vs T5 decoder-input error messaging." + "reason": "Non-persistent buffer junk filling and FSDP CPU RAM efficient loading are separate regressions." }, { - "left": "issue:43782", - "right": "issue:45381", + "left": "issue:43716", + "right": "issue:44008", "accept": false, - "reason": "Both are Qwen-related, but one is from_pretrained weight-only loading and the other is a video position-id bug." + "reason": "Mistral-3 dtype mismatch and Gemma3n forward variable collision do not share the same bug." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "The overall summary is mostly grounded, but the output overstates the 44514/44545 relation. The packet only supports that they are near-identical reports by title/body topic; it does not establish that one is the \u201cmore specific\u201d or \u201csame exact bug report\u201d with certainty. Also, the only accepted soft edge conflicts with the packet\u2019s deterministic label for that pair, so the verdict is not conservative enough for this review." - }, - "evaluator_used": true, - "retried": true, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -5346,7 +6491,7 @@ "label": "issue", "component_index": 1, "component_count": 27, - "review_unit_index": 19, + "review_unit_index": 21, "review_unit_count": 65, "status": "reviewed", "reason": null, @@ -5355,302 +6500,273 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-529", "nodes": [ - "issue:30064", + "issue:28218", + "issue:29159", + "issue:34634", "issue:36331", - "issue:39692", - "issue:41720", - "issue:43295", - "issue:43421", - "issue:43526", - "issue:43531", + "issue:42175", + "issue:42915", + "issue:43262", + "issue:43388", "issue:43540", - "issue:43550", - "issue:43596", - "issue:43611", - "issue:43643", - "issue:43653", + "issue:43577", + "issue:43582", + "issue:43645", "issue:43720", + "issue:43742", + "issue:43749", + "issue:43782", "issue:43819", - "issue:43873", - "issue:43881", - "issue:43927", - "issue:44062", - "issue:44186", - "issue:44220", - "issue:44361", - "issue:44464", - "issue:44488", - "issue:44625", - "issue:44661", - "issue:44821", - "issue:44843", - "issue:44857", - "issue:44898", - "issue:44991", - "issue:44995", + "issue:43825", + "issue:43827", + "issue:43931", + "issue:43994", + "issue:44291", + "issue:44610", + "issue:44671", + "issue:44964", + "issue:45003", + "issue:45020", + "issue:45072", "issue:45081", - "issue:45084", - "issue:45356", + "issue:45325", "issue:45381", - "issue:45834", - "issue:45907", - "issue:45987", - "issue:46294", + "issue:45563", + "issue:45701", + "issue:46032", + "issue:46175", + "issue:46285", + "issue:46512", "issue:46665", - "issue:46693", - "issue:46829", - "issue:46832", - "issue:46858", - "issue:47020", - "issue:47050" + "issue:46697", + "issue:46728", + "issue:46846", + "issue:46932", + "issue:47254", + "issue:47276", + "issue:47332", + "issue:47333", + "issue:47337" ], "soft_pairs": [ - "issue:44995|issue:46858", - "issue:44464|issue:47050", - "issue:43421|issue:44186", - "issue:45356|issue:45907", - "issue:44857|issue:47050", - "issue:43526|issue:43881", - "issue:39692|issue:43873", - "issue:39692|issue:47050", - "issue:43720|issue:43819", - "issue:43596|issue:44220", - "issue:43540|issue:46294", - "issue:43295|issue:45834", - "issue:43550|issue:43927", - "issue:43550|issue:44361", - "issue:44062|issue:44488", - "issue:43653|issue:43720", - "issue:44625|issue:47050", - "issue:43531|issue:43643", - "issue:45381|issue:46693", - "issue:44488|issue:47020", - "issue:46829|issue:46832", - "issue:44220|issue:44661", - "issue:41720|issue:44991", - "issue:43611|issue:46665", - "issue:30064|issue:36331", - "issue:44843|issue:45081", - "issue:44186|issue:44898", - "issue:43653|issue:43819", - "issue:45987|issue:46829", - "issue:44821|issue:45084", - "issue:43550|issue:43819" + "issue:43825|issue:43994", + "issue:45563|issue:47276", + "issue:43582|issue:46512", + "issue:28218|issue:29159", + "issue:43931|issue:46846", + "issue:43540|issue:45381", + "issue:43388|issue:46032", + "issue:47276|issue:47337", + "issue:44610|issue:45072", + "issue:43749|issue:44291", + "issue:43645|issue:46665", + "issue:43720|issue:45072", + "issue:34634|issue:36331", + "issue:47254|issue:47333", + "issue:42175|issue:45081", + "issue:44671|issue:45701", + "issue:46697|issue:46728", + "issue:47254|issue:47332", + "issue:43577|issue:43582", + "issue:44964|issue:47337", + "issue:43742|issue:45020", + "issue:43782|issue:45325", + "issue:43825|issue:43827", + "issue:42915|issue:47333", + "issue:46175|issue:46932", + "issue:43262|issue:43819", + "issue:45003|issue:46285" ], - "prepared_review_unit_hash": "a023b3ed4abb2bc5f562eaad71ef3e0dd26194527c51d03fa521210aba6b87c9", + "prepared_review_unit_hash": "079fc63f95a0321545a4dd2e071cfe4008f08a61efa0c076e4a8b46bd9966ad1", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011307, - "estimated_input_tokens": 252827, - "estimated_eval_tokens": 505910 + "serialized_chars": 1011285, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37247, - "estimated_input_tokens": 9312, - "estimated_eval_tokens": 18880 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35545, + "estimated_input_tokens": 8887, + "estimated_eval_tokens": 18030 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is very heterogeneous: most items are distinct bugs across tokenizers, image/video processors, loading regressions, cache/generation, and quantization. None of the soft-pair candidates look like the same underlying bug or change, so all soft edges should be rejected.", - "confidence": 0.73, - "canonical_issue_reason": "Issue 43873 is the best anchor because it is open, has the most discussion/inbound references, and describes a broad user-facing regression that is likely to accumulate related reports.", + "summary": "No duplicate cluster emerges here: the proposed pairs are mostly superficial similarities across unrelated bugs, so all soft edges should be rejected.", + "confidence": 0.96, + "canonical_issue_reason": "No single issue is a safe canonical representative; the items span unrelated tokenizer, model-loading, preprocessing, warning-message, and dtype bugs.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43873 is the strongest standalone issue to keep: it is well-triaged, high-signal, and already attracting follow-ups; the other issues are either narrower, model-specific, or clearly unrelated.", + "best_issue_reason": "No global best issue stands out because there is no coherent underlying duplicate theme to anchor the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44995", - "right": "issue:46858", - "accept": false, - "reason": "Both involve cache/seq-length wording, but one is a GlmMoeDsa stale indexer-cache bug and the other is a static-cache device-tensor arithmetic regression; different code paths and symptoms." - }, - { - "left": "issue:44464", - "right": "issue:47050", - "accept": false, - "reason": "Chunked generation with compiled forward is unrelated to CanineModel ONNX fp16 attention dtype mismatch; different models and failure mechanisms." - }, - { - "left": "issue:43421", - "right": "issue:44186", + "left": "issue:43825", + "right": "issue:43994", "accept": false, - "reason": "Both are tokenizer-related, but one is about runtime special-token/post-processor updates and the other about LayoutLMv2 NER/padding crashes; not the same bug." + "reason": "Both mention pipeline/transformers behavior, but one is an error-message bug about removed translation support and the other is a model inference quality issue; different code paths and symptoms." }, { - "left": "issue:45356", - "right": "issue:45907", + "left": "issue:45563", + "right": "issue:47276", "accept": false, - "reason": "Kimi tokenizer regression and list_repo_files revision forwarding are unrelated; no shared code-path or failure mode." + "reason": "Both are warnings, but they concern different generation features and different branches; not the same underlying bug." }, { - "left": "issue:44857", - "right": "issue:47050", + "left": "issue:43582", + "right": "issue:46512", "accept": false, - "reason": "Both mention dtype/float16, but one is LwDetr loss under AMP/CUDA and the other is Canine ONNX export attention mismatch; distinct bugs." + "reason": "Apple Silicon warmup TypeError and stale model.config.dtype after from_config are unrelated dtype/loading issues." }, { - "left": "issue:43526", - "right": "issue:43881", + "left": "issue:28218", + "right": "issue:29159", "accept": false, - "reason": "BeitImageProcessorFast label reduction and glm-4v-9b loading failure are unrelated." + "reason": "The second is a broad slow/fast tokenizer inconsistency report, but the first is a specific added-token spacing bug; not enough evidence they are the same defect." }, { - "left": "issue:39692", - "right": "issue:43873", + "left": "issue:43931", + "right": "issue:46846", "accept": false, - "reason": "Both mention quantization, but one is a SigLIP2 docs example/model-processor mismatch and the other is an offloading regression; not the same concrete issue." + "reason": "Different models and different failures: Qwen3-VL weight-shape mismatch vs Qwen3.5 tensor-parallel plan omissions causing OOM/shape errors." }, { - "left": "issue:39692", - "right": "issue:47050", + "left": "issue:43540", + "right": "issue:45381", "accept": false, - "reason": "Docs-example quantization problems do not match a CanineModel fp16 ONNX attention dtype mismatch." + "reason": "Both involve video/vision position handling, but they target different models and distinct logic failures; too broad to merge." }, { - "left": "issue:43720", - "right": "issue:43819", + "left": "issue:43388", + "right": "issue:46032", "accept": false, - "reason": "BitNet packed-weight loading and DAC from_latents/STE mismatch are different model-specific bugs." + "reason": "Completely different subsystems: metric gathering vs Mamba2 cache handling." }, { - "left": "issue:43596", - "right": "issue:44220", + "left": "issue:47276", + "right": "issue:47337", "accept": false, - "reason": "Zero3/BertModel init failure and _torch_extract_fbank_features issues are unrelated subsystems and symptoms." + "reason": "A stale synced_gpus warning is unrelated to a flaky bbox coordinate IndexError." }, { - "left": "issue:43540", - "right": "issue:46294", + "left": "issue:44610", + "right": "issue:45072", "accept": false, - "reason": "Both involve video inputs, but one is Qwen3OmniMoe video processing and the other is Qwen3.5 chat-template video-token mismatch; different models and stages." + "reason": "Processor resolution mismatch and dtype mismatches are separate problems with no shared code-path." }, { - "left": "issue:43295", - "right": "issue:45834", + "left": "issue:43749", + "right": "issue:44291", "accept": false, - "reason": "Processor.tokenizer regression and Kosmos2.5 long-OCR index error are not the same underlying defect." + "reason": "Both involve loading, but one is FSDP CPU RAM-efficient loading and the other is init_empty_weights argument handling; different breakages." }, { - "left": "issue:43550", - "right": "issue:43927", + "left": "issue:43645", + "right": "issue:46665", "accept": false, - "reason": "Bamba SDPA/torch.compile failure and DiaConfig token-ID persistence are unrelated." + "reason": "Both mention custom model initialization, but one is a v5 Jupyter regression and the other is from_pretrained behavior inside Python classes; not the same bug." }, { - "left": "issue:43550", - "right": "issue:44361", + "left": "issue:43720", + "right": "issue:45072", "accept": false, - "reason": "Bamba SDPA compile failure and MLukeTokenizer AttributeError are different bugs." + "reason": "BitNet packed-weight unpacking and dtype mismatch inference issues are unrelated." }, { - "left": "issue:44062", - "right": "issue:44488", + "left": "issue:34634", + "right": "issue:36331", "accept": false, - "reason": "AddedToken special-argument duplication and sleng-bert loading failure are not the same code-path." + "reason": "BarkProcessor voice_preset and CustomTrainer compute_loss are entirely separate areas." }, { - "left": "issue:43653", - "right": "issue:43720", + "left": "issue:47254", + "right": "issue:47333", "accept": false, - "reason": "BigBird mask-token registration and BitNet packed-weight loading are unrelated tokenizer vs model-loading issues." + "reason": "Gradient-checkpointing/ZeRO-3 checkpoint errors are unrelated to disk-offloaded model saving." }, { - "left": "issue:44625", - "right": "issue:47050", + "left": "issue:42175", + "right": "issue:45081", "accept": false, - "reason": "Qwen3.5 num_labels propagation and Canine fp16 ONNX export dtype mismatch are unrelated." + "reason": "Backend installation metadata and a Mistral regex patch crash are unrelated." }, { - "left": "issue:43531", - "right": "issue:43643", + "left": "issue:44671", + "right": "issue:45701", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior and AutoConfig trust_remote_code field loss are separate failures." + "reason": "Masked LM prediction regressions and tokenization changes are different symptoms with no shared concrete bug." }, { - "left": "issue:45381", - "right": "issue:46693", + "left": "issue:46697", + "right": "issue:46728", "accept": false, - "reason": "Qwen2.5-VL video position IDs and FA2 long-context performance regression are different issues." + "reason": "Both are image-preprocessing bugs, but one over-pads divisible sizes while the other miscounts patches for a specific resolution heuristic." }, { - "left": "issue:44488", - "right": "issue:47020", + "left": "issue:47254", + "right": "issue:47332", "accept": false, - "reason": "Loading a specific model repo and XLMRobertaTokenizer/Unigram constructor misuse are distinct tokenizer-loading bugs." + "reason": "Checkpointing with PEFT/DeepSpeed is unrelated to saving a disk-offloaded Qwen3-VL model." }, { - "left": "issue:46829", - "right": "issue:46832", + "left": "issue:43577", + "right": "issue:43582", "accept": false, - "reason": "VideoPrism hidden_states output shape issue and RT-DETR feature-level mismatch are different vision-model bugs." + "reason": "Blip2 dtype-casting and Apple Silicon allocator warmup TypeError are unrelated." }, { - "left": "issue:44220", - "right": "issue:44661", + "left": "issue:44964", + "right": "issue:47337", "accept": false, - "reason": "An fbank feature extraction issue and add-new-model-like failing in TOKENIZER_MAPPING_NAMES are unrelated." + "reason": "A model-loading failure and a flaky bbox-coordinate test are unrelated." }, { - "left": "issue:41720", - "right": "issue:44991", + "left": "issue:43742", + "right": "issue:45020", "accept": false, - "reason": "Qwen3 auto device mapping cuda assert and est-roberta tokenizer loading failure are separate problems." + "reason": "A key error on one model and a broad remote_code regression are not the same concrete bug." }, { - "left": "issue:43611", - "right": "issue:46665", + "left": "issue:43782", + "right": "issue:45325", "accept": false, - "reason": "base_model_prefix loading regression and from_pretrained behavior inside Python classes are not the same defect." + "reason": "Both are Qwen VL issues, but one is a from_pretrained weight_only error and the other is a rope-index scaling bug; different code paths." }, { - "left": "issue:30064", - "right": "issue:36331", + "left": "issue:43825", + "right": "issue:43827", "accept": false, - "reason": "Void segmentation-map processing and CustomTrainer.compute_loss signature breakage are unrelated." + "reason": "One is an error-message correctness issue and the other is stale docs after pipeline removal; related topic, but not the same underlying defect." }, { - "left": "issue:44843", - "right": "issue:45081", + "left": "issue:42915", + "right": "issue:47333", "accept": false, - "reason": "Both touch _patch_mistral_regex, but one is an unconditional model_info/offline-mode bug and the other is a backend_tokenizer AttributeError with fix_mistral_regex; different failures." + "reason": "FineGrainedFP8Config failure and disk-offloaded save failure are unrelated." }, { - "left": "issue:44186", - "right": "issue:44898", + "left": "issue:46175", + "right": "issue:46932", "accept": false, - "reason": "LayoutLMv2 tokenizer crashes and Perceiver non-default-resolution failures are unrelated model-specific issues." + "reason": "One is a memory blow-up in Gemma4 position embeddings; the other is dtype casting for quantized embedders." }, { - "left": "issue:43653", + "left": "issue:43262", "right": "issue:43819", "accept": false, - "reason": "BigBird special-token decode bug and DAC forward/from_latents mismatch are unrelated." - }, - { - "left": "issue:45987", - "right": "issue:46829", - "accept": false, - "reason": "StaticCache get_seq_length return-type bug and VideoPrism output-field mixup are different subsystems." - }, - { - "left": "issue:44821", - "right": "issue:45084", - "accept": false, - "reason": "AutoImageProcessor URL loading and template-node compilation errors are unrelated." + "reason": "Audio chat-template sampling-rate defaults and DAC latent/forward mismatch are separate audio bugs." }, { - "left": "issue:43550", - "right": "issue:43819", + "left": "issue:45003", + "right": "issue:46285", "accept": false, - "reason": "Bamba compile/SDPA failure and DAC missing-STE mismatch do not share a concrete code path." + "reason": "Unsafe sys.modules access and CLIP text-model structural inconsistency are unrelated code paths." } ] }, @@ -5665,7 +6781,7 @@ "label": "issue", "component_index": 1, "component_count": 27, - "review_unit_index": 20, + "review_unit_index": 22, "review_unit_count": 65, "status": "reviewed", "reason": null, @@ -5674,274 +6790,280 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-529", "nodes": [ - "issue:34634", "issue:36010", - "issue:39692", - "issue:43322", - "issue:43335", - "issue:43421", - "issue:43540", + "issue:36331", + "issue:38175", + "issue:42175", + "issue:42490", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43452", + "issue:43526", + "issue:43531", "issue:43550", - "issue:43577", - "issue:43606", - "issue:43618", + "issue:43582", + "issue:43638", "issue:43643", - "issue:43644", + "issue:43645", + "issue:43653", + "issue:43696", "issue:43697", - "issue:43716", - "issue:43749", - "issue:43756", - "issue:43782", - "issue:43818", - "issue:44008", - "issue:44186", - "issue:44442", - "issue:44448", - "issue:44479", - "issue:44561", - "issue:44671", - "issue:44805", + "issue:43746", + "issue:43819", + "issue:43854", + "issue:43906", + "issue:43927", + "issue:44060", + "issue:44368", + "issue:44554", + "issue:44589", + "issue:44610", "issue:44811", - "issue:44877", + "issue:44857", + "issue:44912", "issue:44936", "issue:44977", "issue:44991", - "issue:45020", - "issue:45072", - "issue:45183", - "issue:45479", - "issue:45584", - "issue:45685", - "issue:45834", - "issue:45987", + "issue:45042", + "issue:45081", + "issue:45084", + "issue:45372", + "issue:45406", + "issue:45538", + "issue:45600", + "issue:45759", + "issue:46209", "issue:46291", - "issue:46294", - "issue:46463", - "issue:46752", - "issue:46858", - "issue:46932", - "issue:47020", - "issue:47337" + "issue:46326", + "issue:47217" ], "soft_pairs": [ - "issue:43335|issue:43756", - "issue:43540|issue:44008", - "issue:44008|issue:46858", - "issue:44991|issue:47020", - "issue:43643|issue:44877", - "issue:43618|issue:43697", - "issue:34634|issue:36010", - "issue:45987|issue:46932", - "issue:44561|issue:45020", - "issue:39692|issue:45834", - "issue:44186|issue:44442", - "issue:44448|issue:44671", - "issue:46752|issue:47337", - "issue:43322|issue:45685", - "issue:44805|issue:44936", - "issue:44991|issue:46291", - "issue:45584|issue:45834", - "issue:43606|issue:45072", - "issue:43421|issue:44811", - "issue:45183|issue:45479", - "issue:46294|issue:46463", - "issue:43577|issue:43818", - "issue:44479|issue:45834", - "issue:43550|issue:45072", - "issue:43644|issue:43749", - "issue:43782|issue:44977", - "issue:43716|issue:44008" + "issue:44589|issue:45042", + "issue:43262|issue:47217", + "issue:43653|issue:44912", + "issue:43582|issue:44857", + "issue:45372|issue:46326", + "issue:36010|issue:43645", + "issue:43550|issue:44912", + "issue:36010|issue:36331", + "issue:43638|issue:44936", + "issue:43531|issue:45042", + "issue:43257|issue:43329", + "issue:44060|issue:44368", + "issue:43526|issue:43697", + "issue:42175|issue:46291", + "issue:43452|issue:44991", + "issue:45081|issue:45406", + "issue:43906|issue:46209", + "issue:43819|issue:43927", + "issue:43854|issue:44977", + "issue:43746|issue:44811", + "issue:42490|issue:43257", + "issue:43257|issue:43696", + "issue:38175|issue:44610", + "issue:43526|issue:44554", + "issue:45084|issue:45538", + "issue:43329|issue:45600", + "issue:43643|issue:45759", + "issue:43262|issue:44811" ], - "prepared_review_unit_hash": "2cbe8cd77fa550b759782bed0aee7785ccae7f506cd9552cf3be8ee92d49b64e", + "prepared_review_unit_hash": "fe76f506e06655c77521cdd5a8839bfd5137eeb91fa07f38ce9894221c2181eb", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011307, - "estimated_input_tokens": 252827, - "estimated_eval_tokens": 505910 + "serialized_chars": 1011285, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 36021, - "estimated_input_tokens": 9006, - "estimated_eval_tokens": 18268 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35905, + "estimated_input_tokens": 8977, + "estimated_eval_tokens": 18210 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The soft links are mostly false positives: the cluster spans many unrelated bugs across tokenizers, multimodal models, cache handling, config loading, and v5 regressions. No PRs are present. If a single representative issue is needed, #45020 is the broadest umbrella report, but it does not duplicate the others.", - "confidence": 0.9, - "canonical_issue_reason": "#45020 is the broadest, most central report in the only loosely related remote_code/config-loading subset, so it is the best single representative if one must be chosen.", + "summary": "This cluster is not a true duplicate set; the issues span many unrelated areas (tokenizers, multimodal processors, training, quantization, configs, and model-specific bugs). None of the soft pairs look like the same underlying bug.", + "confidence": 0.96, + "canonical_issue_reason": "No clear canonical issue: the items are heterogeneous and do not share one underlying bug or code path.", "canonical_pr_reason": null, - "best_issue_reason": "#45020 is the most general issue in the set and the closest thing to a cluster anchor, even though the overall set is heterogeneous.", + "best_issue_reason": "No single issue is a good global representative for dedupe; any choice would misrepresent this mixed cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43335", - "right": "issue:43756", + "left": "issue:44589", + "right": "issue:45042", "accept": false, - "reason": "Different model families and different bugs: sparse-layer configuration vs RoPE layer dropping." + "reason": "Different failures: Float8 storage lookup vs PIL backend incorrectly requiring torchvision." }, { - "left": "issue:43540", - "right": "issue:44008", + "left": "issue:43262", + "right": "issue:47217", "accept": false, - "reason": "Both are multimodal failures, but the affected models and root causes are unrelated." + "reason": "Audio chat-template sampling-rate default bug is unrelated to VL image-placeholder handling." }, { - "left": "issue:44008", - "right": "issue:46858", + "left": "issue:43653", + "right": "issue:44912", "accept": false, - "reason": "Variable-name/attribute collision in Gemma3n is unrelated to static-cache length tensor arithmetic." + "reason": "BigBirdTokenizer special-token decode bug is unrelated to GPT-oss MXFP4 quantization fallback." }, { - "left": "issue:44991", - "right": "issue:47020", + "left": "issue:43582", + "right": "issue:44857", "accept": false, - "reason": "Both are tokenizer-load failures, but the specific failure modes and tokenizer classes differ." + "reason": "Apple Silicon allocator warmup TypeError and LwDetr float16 AMP crash are separate code paths." }, { - "left": "issue:43643", - "right": "issue:44877", + "left": "issue:45372", + "right": "issue:46326", "accept": false, - "reason": "Remote-code field loss in AutoConfig is not the same bug as strict config rejection for granite_speech." + "reason": "Both touch mistral-related loading, but one is a ReasoningEffort import error and the other is a continue_final_message tokenizer bug." }, { - "left": "issue:43618", - "right": "issue:43697", + "left": "issue:36010", + "right": "issue:43645", "accept": false, - "reason": "Both are output regressions, but they involve different models and different code paths." + "reason": "GenerationMixin import failure and Jupyter custom-model initialization breakage are different problems." }, { - "left": "issue:34634", - "right": "issue:36010", + "left": "issue:43550", + "right": "issue:44912", "accept": false, - "reason": "Completely unrelated: Bark voice preset handling vs a GenerationMixin import error." + "reason": "Torch.compile SDPA issue in Bamba-9B-v2 is unrelated to MXFP4 quantization fallback in git-oss-20b." }, { - "left": "issue:45987", - "right": "issue:46932", + "left": "issue:36010", + "right": "issue:36331", "accept": false, - "reason": "StaticCache sequence-length return type is unrelated to Gemma4 quantized embedder dtype casting." + "reason": "ImportError for GenerationMixin and CustomTrainer.compute_loss signature mismatch are unrelated." }, { - "left": "issue:44561", - "right": "issue:45020", + "left": "issue:43638", + "right": "issue:44936", "accept": false, - "reason": "#44561 is one specific API-removal regression; #45020 is a broad umbrella report and not the same concrete bug." + "reason": "DeepSpeed ZeRO3 index error on non-pretrained BERT is not the same as evaluate() failing after train()." }, { - "left": "issue:39692", - "right": "issue:45834", + "left": "issue:43531", + "right": "issue:45042", "accept": false, - "reason": "Different multimodal models and different failures: docs example mismatches vs long-OCR index error." + "reason": "Qwen3-MoE sliding_window behavior and PIL backend torchvision dependency are unrelated." }, { - "left": "issue:44186", - "right": "issue:44442", + "left": "issue:43257", + "right": "issue:43329", "accept": false, - "reason": "Both involve tokenizers, but one is LayoutLMv2 NER/padding behavior and the other is AutoTokenizer loading a specific tokenizer." + "reason": "Qwen3 MOE weight conversion under accelerate+deepspeed is unrelated to an undefined-variable bug in multimodal video token counting." }, { - "left": "issue:44448", - "right": "issue:44671", + "left": "issue:44060", + "right": "issue:44368", "accept": false, - "reason": "Two different model regressions in v5, not the same underlying bug or code path." + "reason": "Both mention Qwen tied-weights warnings, but the concrete warnings and root causes differ." }, { - "left": "issue:46752", - "right": "issue:47337", + "left": "issue:43526", + "right": "issue:43697", "accept": false, - "reason": "Both are IndexErrors, but they arise from unrelated input-validation and flaky-test scenarios." + "reason": "BeitImageProcessorFast label reduction bug is unrelated to RTDetrV2 output differences in v5." }, { - "left": "issue:43322", - "right": "issue:45685", + "left": "issue:42175", + "right": "issue:46291", "accept": false, - "reason": "Segfault loading Llava Next is unrelated to an MPS histogram kernel error in moe code." + "reason": "Missing TensorFlow backend from pip extras and kernels dependency validation on import are separate issues." }, { - "left": "issue:44805", - "right": "issue:44936", + "left": "issue:43452", + "right": "issue:44991", "accept": false, - "reason": "Mask-shape IndexError and trainer lifecycle failure are not the same defect." + "reason": "gguf_file breaks from_pretrained loading, while EMBEDDIA/est-roberta fails tokenizer loading for a different reason." }, { - "left": "issue:44991", - "right": "issue:46291", + "left": "issue:45081", + "right": "issue:45406", "accept": false, - "reason": "Tokenizer loading for a model checkpoint is unrelated to the kernels dependency import failure." + "reason": "Mistral regex patch crash and Gemma4Processor missing _tokenizer are different loader bugs." }, { - "left": "issue:45584", - "right": "issue:45834", + "left": "issue:43906", + "right": "issue:46209", "accept": false, - "reason": "Whisper empty-transcription generation bug is unrelated to Kosmos2.5 long-OCR index errors." + "reason": "An isolated reproduction of an older issue is too generic to match an FP8 inference OOM/correctness report." }, { - "left": "issue:43606", - "right": "issue:45072", + "left": "issue:43819", + "right": "issue:43927", "accept": false, - "reason": "Both mention mismatch, but one is CPU offload device placement and the other is bfloat16 dtype mismatch." + "reason": "DAC.from_latents mismatch and DiaConfig save/load token-ID loss are unrelated." }, { - "left": "issue:43421", + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "GLM-4.7-Flash loading failure and Qwen3.5 flash-attention generation bug are distinct model-specific issues." + }, + { + "left": "issue:43746", "right": "issue:44811", "accept": false, - "reason": "Tokenizer post-processor update on special-token edits is not the same as Whisper decode ignoring skip_special_tokens." + "reason": "GraniteSpeech PEFT checkpoint loading and Whisper batch_decode skip_special_tokens are different subsystems." }, { - "left": "issue:45183", - "right": "issue:45479", + "left": "issue:42490", + "right": "issue:43257", "accept": false, - "reason": "Input validation/XOR messaging and single-label zero-loss behavior are unrelated." + "reason": "Trailing-slash local model path warning is unrelated to Qwen3 MOE weight conversion with accelerate+deepspeed." }, { - "left": "issue:46294", - "right": "issue:46463", + "left": "issue:43257", + "right": "issue:43696", "accept": false, - "reason": "Different validation bugs in different model families; no shared code-path evidence." + "reason": "Qwen3 MOE weight conversion and GPT-oss CUDA OOM are not the same bug." }, { - "left": "issue:43577", - "right": "issue:43818", + "left": "issue:38175", + "right": "issue:44610", "accept": false, - "reason": "Blip2 dtype loading bug is unrelated to Video-LLaVA missing temporal attention/shared weights." + "reason": "Siglip2 zero-probability outputs and OmDet-Turbo input-size mismatch are different model/processor problems." }, { - "left": "issue:44479", - "right": "issue:45834", + "left": "issue:43526", + "right": "issue:44554", "accept": false, - "reason": "Both are multimodal input regressions, but they affect different models and different failure modes." + "reason": "BeitImageProcessorFast label reduction bug is unrelated to the MPS attention correctness issue." }, { - "left": "issue:43550", - "right": "issue:45072", + "left": "issue:45084", + "right": "issue:45538", "accept": false, - "reason": "torch.compile/SDPA failure is unrelated to dtype mismatches in bfloat16 inference." + "reason": "Template compilation TypeError and CLIPTokenizer model_max_length are unrelated." }, { - "left": "issue:43644", - "right": "issue:43749", + "left": "issue:43329", + "right": "issue:45600", "accept": false, - "reason": "Non-persistent buffer initialization and FSDP CPU RAM efficient loading are different loading bugs." + "reason": "Undefined video-token helper variables and stale auto_mappings references are separate maintenance bugs." }, { - "left": "issue:43782", - "right": "issue:44977", + "left": "issue:43643", + "right": "issue:45759", "accept": false, - "reason": "Weight-only load failure for Qwen3VL is unrelated to flash-attention generation failure in Qwen3.5." + "reason": "trust_remote_code config field loss and missing text_config unwrapping in from_config are different config-loading bugs." }, { - "left": "issue:43716", - "right": "issue:44008", + "left": "issue:43262", + "right": "issue:44811", "accept": false, - "reason": "Mistral-3 vision dtype mismatch is unrelated to Gemma3n's forward variable collision." + "reason": "Audio chat_template sampling-rate defaulting and Whisper batch_decode skip_special_tokens are unrelated." } ] }, @@ -5956,7 +7078,7 @@ "label": "issue", "component_index": 1, "component_count": 27, - "review_unit_index": 21, + "review_unit_index": 23, "review_unit_count": 65, "status": "reviewed", "reason": null, @@ -5965,273 +7087,273 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-529", "nodes": [ - "issue:28218", + "issue:28282", "issue:29159", - "issue:34634", - "issue:36331", - "issue:42175", + "issue:29870", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:39692", + "issue:40990", "issue:42915", - "issue:43262", - "issue:43388", + "issue:43257", + "issue:43329", + "issue:43425", + "issue:43450", + "issue:43454", + "issue:43525", "issue:43540", "issue:43577", - "issue:43582", - "issue:43645", - "issue:43720", + "issue:43650", "issue:43742", "issue:43749", - "issue:43782", - "issue:43819", - "issue:43825", - "issue:43827", + "issue:43906", "issue:43931", - "issue:43994", "issue:44291", - "issue:44610", - "issue:44671", - "issue:44964", - "issue:45003", - "issue:45020", - "issue:45072", + "issue:44387", + "issue:44479", + "issue:44568", + "issue:44589", + "issue:44617", + "issue:44756", + "issue:44821", + "issue:44912", + "issue:44987", + "issue:45042", "issue:45081", - "issue:45325", - "issue:45381", - "issue:45563", - "issue:45701", - "issue:46032", - "issue:46175", - "issue:46285", - "issue:46512", - "issue:46665", - "issue:46697", - "issue:46728", - "issue:46846", - "issue:46932", - "issue:47254", - "issue:47276", - "issue:47332", - "issue:47333", - "issue:47337" + "issue:45356", + "issue:45459", + "issue:45538", + "issue:45803", + "issue:45859", + "issue:46291", + "issue:46421", + "issue:46424", + "issue:46701", + "issue:47020", + "issue:47050", + "issue:47145", + "issue:47333" ], "soft_pairs": [ - "issue:45563|issue:47276", - "issue:43825|issue:43994", - "issue:43582|issue:46512", - "issue:43931|issue:46846", - "issue:28218|issue:29159", - "issue:43540|issue:45381", - "issue:43388|issue:46032", - "issue:47276|issue:47337", - "issue:43749|issue:44291", - "issue:44610|issue:45072", - "issue:43645|issue:46665", - "issue:43720|issue:45072", - "issue:34634|issue:36331", - "issue:47254|issue:47333", - "issue:42175|issue:45081", - "issue:44671|issue:45701", - "issue:46697|issue:46728", - "issue:47254|issue:47332", - "issue:43577|issue:43582", - "issue:44964|issue:47337", - "issue:43782|issue:45325", - "issue:43742|issue:45020", - "issue:46175|issue:46932", - "issue:43825|issue:43827", - "issue:45003|issue:46285", - "issue:42915|issue:47333", - "issue:43262|issue:43819" + "issue:45859|issue:47050", + "issue:39692|issue:44912", + "issue:43329|issue:44479", + "issue:42915|issue:44821", + "issue:43329|issue:43450", + "issue:42915|issue:43742", + "issue:44291|issue:45042", + "issue:34567|issue:40990", + "issue:43257|issue:43931", + "issue:44387|issue:44617", + "issue:29159|issue:34567", + "issue:44589|issue:47333", + "issue:44912|issue:47145", + "issue:45459|issue:45803", + "issue:45081|issue:47020", + "issue:43650|issue:43906", + "issue:44987|issue:45538", + "issue:46421|issue:46424", + "issue:43525|issue:46291", + "issue:43425|issue:46291", + "issue:43540|issue:46701", + "issue:28282|issue:29870", + "issue:43749|issue:44756", + "issue:28282|issue:34689", + "issue:44568|issue:45356", + "issue:43454|issue:43577", + "issue:33357|issue:34567" ], - "prepared_review_unit_hash": "80eed81e0ff4e61ce4a9987634a2c2e0607152fdab18f0f8f26b3fd23e6174cd", + "prepared_review_unit_hash": "2f8c5c9e894a3e0f605bf11353b668842361ef75f15ea4ed855a8c3dffbd46ef", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011307, - "estimated_input_tokens": 252827, - "estimated_eval_tokens": 505910 + "serialized_chars": 1011285, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 27, - "serialized_chars": 35546, - "estimated_input_tokens": 8887, - "estimated_eval_tokens": 18030 + "serialized_chars": 35358, + "estimated_input_tokens": 8840, + "estimated_eval_tokens": 17936 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous across unrelated bugs and features. No soft pair is strong enough to merge as a duplicate; the closest match is the tokenizer spacing/inconsistency pair, but it still isn\u2019t specific enough to auto-accept.", - "confidence": 0.78, - "canonical_issue_reason": "issue:28218 is the best anchor among otherwise unrelated items because it is a concrete, specific tokenizer bug and the closest thing to a plausible duplicate pair (with issue:29159), even though that match is still too weak to merge automatically.", + "summary": "No true duplicates stand out from the soft pairs; most are distinct bug reports across tokenizer, loading, quantization, and video-processing paths. The closest subgroup is video-input regressions, but the candidate pairs still point to different concrete failures. No PRs were present.", + "confidence": 0.68, + "canonical_issue_reason": "issue:44479 is the broadest, most representative issue in the set: it describes a concrete v5.3.0 video-input regression affecting multiple Qwen VL/MoE model families, which makes it a stronger anchor than narrower single-path reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:28218 is the clearest representative issue in the set for duplicate triage: it has the most concrete symptom and the strongest near-match, while the rest of the cluster spans many unrelated subsystems.", + "best_issue_reason": "issue:44479 is the best overall issue candidate because it is specific, user-facing, and spans several affected models while still describing one concrete regression path.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45563", - "right": "issue:47276", + "left": "issue:45859", + "right": "issue:47050", "accept": false, - "reason": "Both are generation-warning complaints, but they target different warnings and likely different code paths." + "reason": "Different problems: CPU offload compatibility in a Qwen rotary embedding vs dtype mismatch during Canine ONNX export." }, { - "left": "issue:43825", - "right": "issue:43994", + "left": "issue:39692", + "right": "issue:44912", "accept": false, - "reason": "Different problems: a misleading pipeline error message versus a model-specific nonsensical output bug." + "reason": "Docs/example errors for SigLIP2 vs a quantization fallback bug in GPT-OSS loading; unrelated failures." }, { - "left": "issue:43582", - "right": "issue:46512", + "left": "issue:43329", + "right": "issue:44479", "accept": false, - "reason": "AppleSilicon allocator TypeError and stale model.config.dtype are unrelated failures." + "reason": "Both involve video paths, but one is an undefined-variable bug in multimodal token counting while the other is a broader video-input regression across Qwen VL models." }, { - "left": "issue:43931", - "right": "issue:46846", + "left": "issue:42915", + "right": "issue:44821", "accept": false, - "reason": "Both mention Qwen3/VL loading errors, but one is a weight-shape mismatch and the other is a TP-plan/OOM issue." + "reason": "Unrelated: FineGrainedFP8 loading failure for Qwen3 MoE vs inability to load AutoImageProcessor from URL." }, { - "left": "issue:28218", - "right": "issue:29159", + "left": "issue:43329", + "right": "issue:43450", "accept": false, - "reason": "Tokenization is the shared area, but the titles point to a specific added-token spacing bug versus a broader slow/fast inconsistency; not enough evidence they are the same defect." + "reason": "Both are video-related, but one is a token-counting helper bug and the other is batched video processor shape handling; not the same code-path defect." }, { - "left": "issue:43540", - "right": "issue:45381", + "left": "issue:42915", + "right": "issue:43742", "accept": false, - "reason": "Both are Qwen multimodal/video-related, but one is a processing ValueError and the other is a rope/position-id bug." + "reason": "Different loading bugs affecting different models and mechanisms; no shared concrete root cause." }, { - "left": "issue:43388", - "right": "issue:46032", + "left": "issue:44291", + "right": "issue:45042", "accept": false, - "reason": "A metrics-gathering bug and a Mamba cache correctness bug are different code paths and symptoms." + "reason": "Init-empty-weights argument handling vs incorrect torchvision dependency checks in PIL image processors are separate issues." }, { - "left": "issue:47276", - "right": "issue:47337", + "left": "issue:34567", + "right": "issue:40990", "accept": false, - "reason": "A stale warning message and a bbox-range flaky test are not the same underlying issue." + "reason": "Trainer state bookkeeping bug vs perplexity/quality regression; not the same bug." }, { - "left": "issue:43749", - "right": "issue:44291", + "left": "issue:43257", + "right": "issue:43931", "accept": false, - "reason": "Both involve loading, but one is FSDP CPU RAM efficient loading and the other is an unexpected init_empty_weights argument." + "reason": "MoE weight-conversion issue with accelerate/deepspeed vs Qwen3-VL weight-shape mismatch; different load failures." }, { - "left": "issue:44610", - "right": "issue:45072", + "left": "issue:44387", + "right": "issue:44617", "accept": false, - "reason": "Processor image-size mismatch and bfloat16 dtype mismatch are different bugs." + "reason": "General int4 memory regression vs SAM3Video OOM; same broad symptom class but not one concrete bug." }, { - "left": "issue:43645", - "right": "issue:46665", + "left": "issue:29159", + "right": "issue:34567", "accept": false, - "reason": "Both are about model initialization behavior, but one is a Jupyter/custom-model breakage and the other is from_pretrained inside Python classes." + "reason": "Tokenizer slow/fast inconsistency vs trainer token counter not updating; unrelated subsystems." }, { - "left": "issue:43720", - "right": "issue:45072", + "left": "issue:44589", + "right": "issue:47333", "accept": false, - "reason": "BitNet packed-weight loading and dtype mismatch in inference are unrelated." + "reason": "Float8 storage lookup error vs disk-offload save failure; distinct quantization/offload problems." }, { - "left": "issue:34634", - "right": "issue:36331", + "left": "issue:44912", + "right": "issue:47145", "accept": false, - "reason": "BarkProcessor voice_preset and CustomTrainer.compute_loss API incompatibility are unrelated." + "reason": "Both are quantization/loading issues, but MXFP4 fallback-to-bf16 and missing weight_scale on FP8 frozen checkpoints are different failure modes." }, { - "left": "issue:47254", - "right": "issue:47333", + "left": "issue:45459", + "right": "issue:45803", "accept": false, - "reason": "Gradient-checkpointing/ZeRO-3 checkpoint errors and disk-offloaded model save failures are different problems." + "reason": "Both involve error handling, but one is tokenizer protobuf decode masking and the other is a bare except in tensor conversion." }, { - "left": "issue:42175", - "right": "issue:45081", + "left": "issue:45081", + "right": "issue:47020", "accept": false, - "reason": "Backend install extras and a Mistral regex patch crash are unrelated." + "reason": "Different tokenizer implementation bugs: Mistral regex patch crash vs Unigram constructor receiving the wrong type." }, { - "left": "issue:44671", - "right": "issue:45701", + "left": "issue:43650", + "right": "issue:43906", "accept": false, - "reason": "A CamemBERT prediction regression and a version-dependent tokenization change are not the same bug." + "reason": "Low-information issue vs isolated reproduction report; not a duplicate bug." }, { - "left": "issue:46697", - "right": "issue:46728", + "left": "issue:44987", + "right": "issue:45538", "accept": false, - "reason": "Over-padding divisible images and wrong patch counts for Aria are different image-processing bugs." + "reason": "Model-loading failure for a specific model vs CLIPTokenizer max_length constant bug; unrelated." }, { - "left": "issue:47254", - "right": "issue:47332", + "left": "issue:46421", + "right": "issue:46424", "accept": false, - "reason": "Same broad offloading area, but different failure modes: checkpointing error versus inability to save a disk-offloaded model." + "reason": "Both touch cache behavior, but lazy-init recompilation and max_cache_length honoring are separate cache issues." }, { - "left": "issue:43577", - "right": "issue:43582", + "left": "issue:43525", + "right": "issue:46291", "accept": false, - "reason": "BLIP2 dtype-loading bug and Apple Silicon warmup TypeError are unrelated." + "reason": "Llama4Config missing pad_token_id vs importing pipelines failing on kernels v0.15; different code paths." }, { - "left": "issue:44964", - "right": "issue:47337", + "left": "issue:43425", + "right": "issue:46291", "accept": false, - "reason": "A multimodal model load failure and a flaky bbox-range test are unrelated." + "reason": "Torch version compatibility issue vs kernels import requirement change; not the same underlying bug." }, { - "left": "issue:43782", - "right": "issue:45325", + "left": "issue:43540", + "right": "issue:46701", "accept": false, - "reason": "Qwen3-VL weight-only loading and Qwen2.5-VL rope-index scaling are different code paths." + "reason": "Video processing ValueError in Qwen3OmniMoe vs a DiffusionGemma pipeline failure; different models and failure surfaces." }, { - "left": "issue:43742", - "right": "issue:45020", + "left": "issue:28282", + "right": "issue:29870", "accept": false, - "reason": "A MobileLLM key error and remote_code breakage are different loading failures." + "reason": "Missing PyTorch dependency import error vs Bart generate decoder attention mask bug; unrelated." }, { - "left": "issue:46175", - "right": "issue:46932", + "left": "issue:43749", + "right": "issue:44756", "accept": false, - "reason": "Both are Gemma4-related, but one is a huge position-embedding blowup and the other is a quantized-embedder dtype-casting fix." + "reason": "FSDP CPU RAM efficient loading vs disabling mmap on Strix Halo to avoid OOM; different memory/loading issues." }, { - "left": "issue:43825", - "right": "issue:43827", + "left": "issue:28282", + "right": "issue:34689", "accept": false, - "reason": "Both concern pipeline v5 removals, but one is a misleading error message and the other is stale documentation." + "reason": "Missing backend dependency import error vs Llama 3.2 Vision model loading regression; different causes." }, { - "left": "issue:45003", - "right": "issue:46285", + "left": "issue:44568", + "right": "issue:45356", "accept": false, - "reason": "sys.modules access and CLIP text-model structure changes are unrelated issues." + "reason": "Tokenizer special-token behavior bug vs a Kimi-K2.5 codec-handling regression; not the same defect." }, { - "left": "issue:42915", - "right": "issue:47333", + "left": "issue:43454", + "right": "issue:43577", "accept": false, - "reason": "Fine-grained FP8 config failure and disk-offloaded model save failure are different bugs." + "reason": "Weight-tying bug causing garbage generation vs dtype not propagating to Blip2 submodules; distinct model-loading issues." }, { - "left": "issue:43262", - "right": "issue:43819", + "left": "issue:33357", + "right": "issue:34567", "accept": false, - "reason": "Audio chat-template sampling-rate default and DAC latent/STE mismatch are unrelated." + "reason": "MacOS bus error in CLIP loading vs trainer token counter update bug; unrelated." } ] }, @@ -6246,7 +7368,7 @@ "label": "issue", "component_index": 1, "component_count": 27, - "review_unit_index": 22, + "review_unit_index": 24, "review_unit_count": 65, "status": "reviewed", "reason": null, @@ -6255,268 +7377,288 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-529", "nodes": [ - "issue:36010", + "issue:24643", + "issue:27957", + "issue:28282", + "issue:29127", + "issue:29159", + "issue:34567", "issue:36331", - "issue:38175", + "issue:39379", + "issue:41720", "issue:42175", - "issue:42490", - "issue:43257", - "issue:43262", - "issue:43329", + "issue:42915", + "issue:43404", "issue:43452", - "issue:43526", "issue:43531", - "issue:43550", + "issue:43540", + "issue:43577", "issue:43582", - "issue:43638", - "issue:43643", - "issue:43645", - "issue:43653", - "issue:43696", "issue:43697", - "issue:43746", - "issue:43819", - "issue:43854", - "issue:43906", - "issue:43927", - "issue:44060", - "issue:44368", + "issue:43742", + "issue:43749", + "issue:43824", + "issue:44062", + "issue:44291", + "issue:44479", "issue:44554", + "issue:44560", + "issue:44568", "issue:44589", - "issue:44610", - "issue:44811", + "issue:44821", "issue:44857", - "issue:44912", "issue:44936", - "issue:44977", + "issue:44987", "issue:44991", - "issue:45042", - "issue:45081", - "issue:45084", - "issue:45372", - "issue:45406", + "issue:45127", + "issue:45137", + "issue:45357", + "issue:45381", + "issue:45405", + "issue:45488", "issue:45538", - "issue:45600", - "issue:45759", - "issue:46209", - "issue:46291", - "issue:46326", - "issue:47217" + "issue:45907", + "issue:46512", + "issue:46693", + "issue:46821", + "issue:46832", + "issue:46869", + "issue:47254", + "issue:47332" ], "soft_pairs": [ - "issue:43653|issue:44912", - "issue:44589|issue:45042", - "issue:43262|issue:47217", - "issue:45372|issue:46326", - "issue:43582|issue:44857", - "issue:36010|issue:43645", - "issue:43550|issue:44912", - "issue:36010|issue:36331", - "issue:43638|issue:44936", - "issue:44060|issue:44368", - "issue:43531|issue:45042", - "issue:43257|issue:43329", - "issue:43526|issue:43697", - "issue:45081|issue:45406", - "issue:43452|issue:44991", - "issue:43906|issue:46209", - "issue:42175|issue:46291", - "issue:43819|issue:43927", - "issue:43854|issue:44977", - "issue:43746|issue:44811", - "issue:43257|issue:43696", - "issue:42490|issue:43257", - "issue:38175|issue:44610", - "issue:43526|issue:44554", - "issue:43643|issue:45759", - "issue:45084|issue:45538", - "issue:43329|issue:45600", - "issue:43262|issue:44811" + "issue:43404|issue:45127", + "issue:43697|issue:45357", + "issue:42175|issue:43824", + "issue:44936|issue:46821", + "issue:39379|issue:44554", + "issue:43742|issue:44291", + "issue:44479|issue:46693", + "issue:28282|issue:29127", + "issue:45137|issue:45405", + "issue:44857|issue:46832", + "issue:44589|issue:47332", + "issue:43582|issue:47254", + "issue:44291|issue:44821", + "issue:24643|issue:29159", + "issue:42915|issue:45538", + "issue:44062|issue:44991", + "issue:42915|issue:43749", + "issue:44568|issue:45488", + "issue:45538|issue:46869", + "issue:43452|issue:43582", + "issue:27957|issue:28282", + "issue:43540|issue:44560", + "issue:41720|issue:43540", + "issue:43540|issue:44479", + "issue:43577|issue:46512", + "issue:44987|issue:45907", + "issue:44479|issue:45381", + "issue:34567|issue:36331", + "issue:43531|issue:44821" ], - "prepared_review_unit_hash": "548149bb8478ead380cbad771fb5b86b9f7dff32ebdd7dbd3a7156bbafd6f110", + "prepared_review_unit_hash": "e16061aad59c4da59ccfa4a8ce69a24513ef9f7b7cffc4fb8f37ebfbf1af5dce", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011307, - "estimated_input_tokens": 252827, - "estimated_eval_tokens": 505910 + "serialized_chars": 1011285, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35907, - "estimated_input_tokens": 8977, - "estimated_eval_tokens": 18210 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36359, + "estimated_input_tokens": 9090, + "estimated_eval_tokens": 18436 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are mostly unrelated issues; the soft links look like title-level similarity rather than duplicate bugs. I would reject all soft edges and avoid picking a single canonical issue for the cluster.", + "summary": "This cluster does not form a real duplicate set. The items are mostly unrelated issues across model loading, tokenizers, video/vision regressions, trainer behavior, dtype handling, and distributed training. All soft edges should be rejected.", "confidence": 0.96, - "canonical_issue_reason": "No clear canonical issue: the cluster is heterogeneous across tokenizer loading, training, vision processors, audio, quantization, and backend-specific failures.", + "canonical_issue_reason": "No single issue is a credible canonical representative because the cluster is heterogeneous rather than a same-bug duplicate group.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a good global representative because the proposed pairs do not share the same underlying code path or fix.", + "best_issue_reason": "No issue is suitable as a global best/canonical issue for this cluster; the topics do not converge on one underlying bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43653", - "right": "issue:44912", + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Both mention tied weights, but one is a Mistral3 lm_head tying bug and the other is a LoRA merge/vocab extension collapse; different failure modes." + }, + { + "left": "issue:43697", + "right": "issue:45357", "accept": false, - "reason": "BigBirdTokenizer special-token decode bug vs GPT-oss MXFP4 quantization fallback; unrelated subsystems and failure modes." + "reason": "RT-DETR output mismatch and Qwen3.5 visual-encoder save_pretrained key corruption are unrelated models and code paths." }, { - "left": "issue:44589", - "right": "issue:45042", + "left": "issue:42175", + "right": "issue:43824", "accept": false, - "reason": "Float8 storage lookup error vs PIL backend incorrectly requiring torchvision; different code paths." + "reason": "TensorFlow backend packaging and a Qwen2_5_VL import error are different problems." }, { - "left": "issue:43262", - "right": "issue:47217", + "left": "issue:44936", + "right": "issue:46821", "accept": false, - "reason": "Audio chat-template sample-rate default vs VL image-placeholder handling; not the same bug." + "reason": "trainer.evaluate() after train() and TimesFM window_size AttributeError affect different subsystems." }, { - "left": "issue:45372", - "right": "issue:46326", + "left": "issue:39379", + "right": "issue:44554", "accept": false, - "reason": "Both involve mistral_common, but one is a ReasoningEffort import/load failure and the other is continue_final_message behavior; not one concrete bug." + "reason": "mllama mask handling and an MPS attention value-head dimension correctness issue are distinct bugs." }, { - "left": "issue:43582", - "right": "issue:44857", + "left": "issue:43742", + "right": "issue:44291", "accept": false, - "reason": "Apple Silicon allocator warmup TypeError vs CUDA float16 loss crash; unrelated runtime issues." + "reason": "KeyError loading MobileLLM-125M and init_empty_weights rejecting _is_hf_initialized are separate loading issues." }, { - "left": "issue:36010", - "right": "issue:43645", + "left": "issue:44479", + "right": "issue:46693", "accept": false, - "reason": "GenerationMixin import breakage vs Jupyter custom-model initialization regression; different failures and fixes." + "reason": "A video-input regression in Qwen models is not the same as a FA2 long-context performance regression." }, { - "left": "issue:43550", - "right": "issue:44912", + "left": "issue:28282", + "right": "issue:29127", "accept": false, - "reason": "torch.compile/SDPA bug in Bamba vs MXFP4 quantization loading issue in GPT-oss; not the same code path." + "reason": "PyTorch missing ImportError and LayoutLMv3 error-message clarity are unrelated." }, { - "left": "issue:36010", - "right": "issue:36331", + "left": "issue:45137", + "right": "issue:45405", "accept": false, - "reason": "ImportError for GenerationMixin vs custom trainer compute_loss kwarg mismatch; unrelated APIs." + "reason": "DeepSpeed ZeRO3 deque failure and a MIN_PEFT_VERSION release mismatch are not the same bug." }, { - "left": "issue:43638", - "right": "issue:44936", + "left": "issue:44857", + "right": "issue:46832", "accept": false, - "reason": "DeepSpeed ZeRO-3 index error on non-pretrained Bert vs evaluate-after-train failure; different behavior and likely different root cause." + "reason": "Both touch RT-DETR/LwDetr, but one crashes in AMP loss computation while the other is a feature-level forward TypeError." }, { - "left": "issue:44060", - "right": "issue:44368", + "left": "issue:44589", + "right": "issue:47332", "accept": false, - "reason": "Both are Qwen tied-weights warnings, but they target different models and warning logic; too broad to merge." + "reason": "Missing Float8 storage support and disk-offloaded Qwen3-VL save failure are different issues." }, { - "left": "issue:43531", - "right": "issue:45042", + "left": "issue:43582", + "right": "issue:47254", "accept": false, - "reason": "Qwen3-MoE sliding_window bug vs PIL processor torchvision dependency regression; unrelated." + "reason": "Apple Silicon caching_allocator_warmup TypeError and PEFT+DeepSpeed checkpointing failure are unrelated." }, { - "left": "issue:43257", - "right": "issue:43329", + "left": "issue:44291", + "right": "issue:44821", "accept": false, - "reason": "MoE weight conversion with accelerate+deepspeed vs undefined multimodal token-count helpers in video branch; different features." + "reason": "init_empty_weights argument handling and AutoImageProcessor-from-URL loading are different code paths." }, { - "left": "issue:43526", - "right": "issue:43697", + "left": "issue:24643", + "right": "issue:29159", "accept": false, - "reason": "BEiT reduce_labels returns one label vs RTDetrV2 output differences in v5; unrelated vision-model bugs." + "reason": "DeepSpeed training weight-shape error and tokenizer inconsistency are not the same underlying bug." }, { - "left": "issue:45081", - "right": "issue:45406", + "left": "issue:42915", + "right": "issue:45538", "accept": false, - "reason": "Mistral regex patch crashes on tokenizer backend vs Gemma4Processor missing _tokenizer in serve; same area, but different objects and fixes." + "reason": "Qwen3Moe FP8 config failure and CLIPTokenizer model_max_length are unrelated." }, { - "left": "issue:43452", + "left": "issue:44062", "right": "issue:44991", "accept": false, - "reason": "gguf_file handling in from_pretrained vs tokenizer loading regression for EMBEDDIA/est-roberta; not the same underlying problem." + "reason": "AddedToken keyword collision and tokenizer loading failure for est-roberta are distinct tokenizer problems." }, { - "left": "issue:43906", - "right": "issue:46209", + "left": "issue:42915", + "right": "issue:43749", "accept": false, - "reason": "Isolated reproduction of an older issue vs FP8 inference OOM on B200; no concrete shared bug from the titles." + "reason": "Qwen3Moe FP8 config and FSDP CPU RAM efficient loading are separate distributed/loading bugs." }, { - "left": "issue:42175", - "right": "issue:46291", + "left": "issue:44568", + "right": "issue:45488", "accept": false, - "reason": "Backend package installation issue vs kernels version/revision requirement on pipeline import; unrelated dependency problems." + "reason": "mdeberta special-token behavior and LlamaTokenizer pre-tokenizer override are different tokenizer regressions." }, { - "left": "issue:43819", - "right": "issue:43927", + "left": "issue:45538", + "right": "issue:46869", "accept": false, - "reason": "DAC latent/STE mismatch vs DiaConfig losing custom token IDs after save/load; different models and code paths." + "reason": "CLIPTokenizer max length and YOLO multi-GPU device-map failure are unrelated." }, { - "left": "issue:43854", - "right": "issue:44977", + "left": "issue:43452", + "right": "issue:43582", "accept": false, - "reason": "GLM-4.7-Flash test-load failure vs Qwen3.5 flash-attention generation issue; different model-specific failures." + "reason": "gguf_file loading breakage and Apple Silicon warmup TypeError do not share a concrete bug." }, { - "left": "issue:43746", - "right": "issue:44811", + "left": "issue:27957", + "right": "issue:28282", "accept": false, - "reason": "GraniteSpeech PEFT checkpoint loading vs Whisper batch_decode skip_special_tokens; unrelated processor/model APIs." + "reason": "XLMRoberta FlashAttention2 and missing PyTorch import are unrelated." }, { - "left": "issue:43257", - "right": "issue:43696", + "left": "issue:43540", + "right": "issue:44560", "accept": false, - "reason": "Qwen3 MOE weight conversion with accelerate/deepspeed vs GPT-oss CUDA OOM; unrelated." + "reason": "Qwen3OmniMoe video-input ValueError and Qwen3-vl-embedding StopIteration are different video-processing failures." }, { - "left": "issue:42490", - "right": "issue:43257", + "left": "issue:41720", + "right": "issue:43540", "accept": false, - "reason": "Trailing-slash local-path import warning vs Qwen3 MOE weight conversion; unrelated." + "reason": "Qwen3 auto device mapping cudaErrorAssert and Qwen3OmniMoe video processing are unrelated." }, { - "left": "issue:38175", - "right": "issue:44610", + "left": "issue:43540", + "right": "issue:44479", "accept": false, - "reason": "Zero probabilities in SigLIP2 vs OmDet-Turbo processor size mismatch; both vision-related but not the same bug." + "reason": "Both involve video, but one is Qwen3OmniMoe input handling and the other is a broader v5.3.0 regression across multiple Qwen VL families." }, { - "left": "issue:43526", - "right": "issue:44554", + "left": "issue:43577", + "right": "issue:46512", "accept": false, - "reason": "BEiT label reduction bug vs MPS attention correctness issue; unrelated." + "reason": "Blip2 dtype propagation and from_config dtype/config staleness are related only superficially; not the same concrete bug." }, { - "left": "issue:43643", - "right": "issue:45759", + "left": "issue:44987", + "right": "issue:45907", "accept": false, - "reason": "trust_remote_code missing fields in AutoConfig vs from_config not unwrapping text_config; both config-related but distinct underlying bugs." + "reason": "Loading physical-intelligence/fast and list_repo_files revision forwarding are unrelated." }, { - "left": "issue:45084", - "right": "issue:45538", + "left": "issue:44479", + "right": "issue:45381", + "accept": false, + "reason": "Both concern Qwen video regressions, but one is a broad multi-model regression and the other is a specific qwen2.5-vl vision_position_ids bug; not enough to treat as the same issue." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "TrainerState token counting and CustomTrainer.compute_loss() signature breakage are different trainer issues." + }, + { + "left": "issue:43531", + "right": "issue:44821", "accept": false, - "reason": "Template compilation TypeError vs CLIPTokenizer max_length constant issue; no shared code path." + "reason": "Qwen3-MoE sliding_window behavior and AutoImageProcessor URL loading are unrelated." } ] }, @@ -6531,7 +7673,7 @@ "label": "issue", "component_index": 1, "component_count": 27, - "review_unit_index": 23, + "review_unit_index": 25, "review_unit_count": 65, "status": "reviewed", "reason": null, @@ -6540,280 +7682,295 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-529", "nodes": [ + "issue:24643", "issue:28282", - "issue:29159", "issue:29870", - "issue:34567", - "issue:34689", - "issue:39692", - "issue:40990", + "issue:32090", + "issue:38175", + "issue:42175", + "issue:42796", "issue:42915", "issue:43257", - "issue:43329", - "issue:43404", - "issue:43425", - "issue:43450", - "issue:43454", - "issue:43525", + "issue:43452", "issue:43540", "issue:43577", - "issue:43650", + "issue:43716", "issue:43742", - "issue:43749", + "issue:43756", "issue:43906", - "issue:43931", - "issue:44291", - "issue:44387", - "issue:44479", + "issue:44062", + "issue:44466", + "issue:44488", "issue:44568", "issue:44589", - "issue:44617", - "issue:44756", - "issue:44821", - "issue:44912", - "issue:44987", + "issue:44625", + "issue:44737", + "issue:44792", + "issue:44849", + "issue:44877", + "issue:44898", + "issue:44964", + "issue:45005", "issue:45042", + "issue:45072", "issue:45081", - "issue:45127", - "issue:45356", - "issue:45459", - "issue:45538", - "issue:45803", - "issue:45859", - "issue:46291", - "issue:46421", - "issue:46424", + "issue:45325", + "issue:45405", + "issue:45600", + "issue:45672", + "issue:45674", + "issue:45701", + "issue:45823", + "issue:46399", + "issue:46463", + "issue:46491", + "issue:46693", "issue:46701", - "issue:47020", - "issue:47050", - "issue:47145", + "issue:46899", + "issue:47276", + "issue:47332", "issue:47333" ], "soft_pairs": [ - "issue:45859|issue:47050", - "issue:39692|issue:44912", - "issue:43329|issue:44479", - "issue:42915|issue:44821", - "issue:43329|issue:43450", - "issue:42915|issue:43742", - "issue:44291|issue:45042", - "issue:34567|issue:40990", - "issue:43257|issue:43931", - "issue:44387|issue:44617", - "issue:29159|issue:34567", - "issue:44589|issue:47333", - "issue:44912|issue:47145", - "issue:45459|issue:45803", - "issue:45081|issue:47020", - "issue:46421|issue:46424", - "issue:43650|issue:43906", - "issue:44987|issue:45538", - "issue:43540|issue:46701", - "issue:43525|issue:46291", - "issue:43425|issue:46291", - "issue:28282|issue:29870", - "issue:43749|issue:44756", - "issue:44568|issue:45356", - "issue:28282|issue:34689", - "issue:43454|issue:43577", - "issue:43404|issue:45127" + "issue:44062|issue:45081", + "issue:42175|issue:44488", + "issue:38175|issue:44898", + "issue:44849|issue:45701", + "issue:42915|issue:47332", + "issue:45042|issue:45081", + "issue:44792|issue:44964", + "issue:43742|issue:44589", + "issue:43257|issue:43756", + "issue:43756|issue:45325", + "issue:43742|issue:47333", + "issue:43756|issue:46399", + "issue:43716|issue:46701", + "issue:46463|issue:47276", + "issue:45672|issue:45674", + "issue:44737|issue:46463", + "issue:45823|issue:46463", + "issue:45405|issue:45600", + "issue:43906|issue:46693", + "issue:44568|issue:46491", + "issue:43577|issue:45072", + "issue:24643|issue:29870", + "issue:43540|issue:46693", + "issue:44625|issue:44877", + "issue:43452|issue:44488", + "issue:43742|issue:47332", + "issue:28282|issue:32090", + "issue:42796|issue:43906", + "issue:46463|issue:46899", + "issue:44466|issue:45005" ], - "prepared_review_unit_hash": "dcb034ef95c2a2a3a8765b167fa2aa50a9eb6dba9a4563a363f0fb72dcee99e6", + "prepared_review_unit_hash": "22eabc8b852aa0968a086bf9514aeb2cac5657102b02f9f25a056dfa2c4510da", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011307, - "estimated_input_tokens": 252827, - "estimated_eval_tokens": 505910 + "serialized_chars": 1011285, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 36013, - "estimated_input_tokens": 9004, - "estimated_eval_tokens": 18264 + "soft_pair_count": 30, + "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": "These items are overwhelmingly unrelated. I only see one plausible duplicate/soft-merge candidate: the Qwen video-input regression in the multimodal processor path (issue:43329 \u2194 issue:44479).", - "confidence": 0.86, - "canonical_issue_reason": "issue:44479 is the best canonical issue: it describes a concrete, user-facing video-input regression across multiple Qwen-VL/Qwen3 variants and is broader than the more internal helper-bug report.", + "summary": "This set is mostly heterogeneous and not a single duplicate cluster. The only strong soft match is the tied-weights/v5 regression pair; the rest differ by model, subsystem, or root cause.", + "confidence": 0.79, + "canonical_issue_reason": "Issue 45005 is the broadest representative of the tied-weights regression in v5 and subsumes the more specific serialization symptom described in 44466.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44479 is the strongest stand-alone issue for triage because it states the regression clearly, names affected models, and captures the user impact succinctly.", + "best_issue_reason": "45005 is the best issue to anchor this small duplicate cluster because it describes the underlying tied-weights problem at a higher level than the device-specific serialization report.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45859", - "right": "issue:47050", + "left": "issue:44062", + "right": "issue:45081", "accept": false, - "reason": "Different failures: CPU offload compatibility in Qwen3_5Moe rotary embedding vs fp16 ONNX export dtype mismatch in CanineModel." + "reason": "Both are tokenizer-related, but one is an AddedToken special-arg error and the other is a Mistral regex/backend_tokenizer crash; different code paths." }, { - "left": "issue:39692", - "right": "issue:44912", + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "One is a backend dependency packaging issue and the other is a model load failure; not the same bug." + }, + { + "left": "issue:38175", + "right": "issue:44898", "accept": false, - "reason": "Doc-example errors for SigLIP2 are not the same bug as MXFP4 quantization falling back to bf16 for gpt-oss-20b." + "reason": "Both affect vision/image models, but the models and failures are unrelated." }, { - "left": "issue:43329", - "right": "issue:44479", - "accept": true, - "reason": "Both point to the same video-input multimodal processor regression: the video branch in token counting/helper logic is broken and breaks Qwen video models." + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Qwen3.5 hidden-state handling and tokenizer regression are different subsystems and symptoms." }, { "left": "issue:42915", - "right": "issue:44821", + "right": "issue:47332", "accept": false, - "reason": "Qwen3Moe FineGrainedFP8Config loading failure is unrelated to AutoImageProcessor URL loading." + "reason": "Both mention Qwen models, but one is FP8 config failure and the other is disk-offload saving; not the same underlying issue." }, { - "left": "issue:43329", - "right": "issue:43450", + "left": "issue:45042", + "right": "issue:45081", "accept": false, - "reason": "Both are video-related, but one is an undefined-helper bug in token counting while the other is an incorrect batched output shape from video processors; not the same concrete defect." + "reason": "Image processor torchvision dependency vs Mistral tokenizer regex crash are unrelated." }, { - "left": "issue:42915", - "right": "issue:43742", + "left": "issue:44792", + "right": "issue:44964", "accept": false, - "reason": "Different model-loading problems: Qwen3Moe FP8 config vs MobileLLM key error." + "reason": "Both are multimodal, but the Janus image-generation test failure and Phi-4 multimodal load failure have different causes." }, { - "left": "issue:44291", - "right": "issue:45042", + "left": "issue:43742", + "right": "issue:44589", "accept": false, - "reason": "init_empty_weights / _is_hf_initialized is a model-loading API issue, not the torchvision dependency regression in PIL image processors." + "reason": "Model loading key error and missing Float8 storage are different errors in different paths." }, { - "left": "issue:34567", - "right": "issue:40990", + "left": "issue:43257", + "right": "issue:43756", "accept": false, - "reason": "Trainer token-count tracking is unrelated to GPT-OSS perplexity behavior." + "reason": "Qwen3 MoE conversion under accelerate/deepspeed and Smollm3 RoPE layer dropping are unrelated." }, { - "left": "issue:43257", - "right": "issue:43931", + "left": "issue:43756", + "right": "issue:45325", "accept": false, - "reason": "Qwen3 MOE weight conversion under accelerate+deepspeed is a different loading path than Qwen3-VL shape mismatch." + "reason": "Both involve RoPE/position logic, but one is missing RoPE layers and the other is temporal position scaling in Qwen2.5-VL; not the same bug." }, { - "left": "issue:44387", - "right": "issue:44617", + "left": "issue:43742", + "right": "issue:47333", "accept": false, - "reason": "Both mention OOM, but one is int4 quantization memory growth and the other is Sam3Video runtime memory exhaustion." + "reason": "Different loading/saving failures for different models; no shared code-path evidence." }, { - "left": "issue:29159", - "right": "issue:34567", + "left": "issue:43756", + "right": "issue:46399", "accept": false, - "reason": "Tokenizer slow/fast inconsistency is unrelated to TrainerState.num_input_tokens_seen not updating." + "reason": "RoPE layer configuration bug vs missing decorator for apply_rotary_pos_emb registration are distinct." }, { - "left": "issue:44589", - "right": "issue:47333", + "left": "issue:43716", + "right": "issue:46701", "accept": false, - "reason": "Float8 storage lookup failure is not the same as disk-offloaded save failure for Qwen3-30B-A3B." + "reason": "Different multimodal failures: dtype mismatch in Mistral image preprocessing vs DiffusionGemma pipeline breakage." }, { - "left": "issue:44912", - "right": "issue:47145", + "left": "issue:46463", + "right": "issue:47276", "accept": false, - "reason": "Both are quantization-related, but MXFP4 fallback-to-bf16 and missing weight_scale on frozen FP8 checkpoints are different defects." + "reason": "Both are about messages, but one is T5 decoder validation and the other is a synced_gpus warning." }, { - "left": "issue:45459", - "right": "issue:45803", + "left": "issue:45672", + "right": "issue:45674", "accept": false, - "reason": "Both involve error handling, but one is protobuf decode fallback masking tokenizer errors and the other is a bare except swallowing interrupts in Fuyu tensor conversion." + "reason": "Both concern 4-bit inference, but one is a uint8 torch.finfo crash in Gemma4 audio modules and the other is BitsAndBytes skip-module exclusion logic; different root causes." }, { - "left": "issue:45081", - "right": "issue:47020", + "left": "issue:44737", + "right": "issue:46463", "accept": false, - "reason": "Mistral regex patch crash and XLMRoberta Unigram init bug are different tokenizer code paths." + "reason": "XLNet CPU allocation bug and T5 error-message issue are unrelated." }, { - "left": "issue:46421", - "right": "issue:46424", + "left": "issue:45823", + "right": "issue:46463", "accept": false, - "reason": "Cache lazy-init recompilation and max_cache_length being honored only for quantized cache are separate cache bugs." + "reason": "Gemma4 device_map mismatch and T5 decoder validation are different code paths." }, { - "left": "issue:43650", - "right": "issue:43906", + "left": "issue:45405", + "right": "issue:45600", "accept": false, - "reason": "One issue is empty/garbled content and the other is a reproduction of a specific external bug; not duplicates." + "reason": "PEFT version pinning and removed Sam3LiteText config references are unrelated maintenance issues." }, { - "left": "issue:44987", - "right": "issue:45538", + "left": "issue:43906", + "right": "issue:46693", "accept": false, - "reason": "Model loading failure for physical-intelligence/fast is unrelated to CLIPTokenizer's model_max_length constant." + "reason": "An isolated reproduction of an older issue and a long-context FA2 performance regression are not the same bug." }, { - "left": "issue:43540", - "right": "issue:46701", + "left": "issue:44568", + "right": "issue:46491", "accept": false, - "reason": "Different multimodal failures in different models/pipelines: Qwen3OmniMoe video processing vs DiffusionGemma image-text-to-text pipeline." + "reason": "Both are tokenizer regressions, but they affect different tokenizers and behaviors." }, { - "left": "issue:43525", - "right": "issue:46291", + "left": "issue:43577", + "right": "issue:45072", "accept": false, - "reason": "Missing pad_token_id in Llama4Config is unrelated to the kernels v0.15 pipeline import dependency error." + "reason": "Both involve dtype mismatches, but the models and failure mechanisms differ." }, { - "left": "issue:43425", - "right": "issue:46291", + "left": "issue:24643", + "right": "issue:29870", "accept": false, - "reason": "Torch 2.10 incompatibility is a different dependency issue from kernels v0.15 requiring version/revision." + "reason": "DeepSpeed weight shape error and Bart generate decoder mask bug are unrelated." }, { - "left": "issue:28282", - "right": "issue:29870", + "left": "issue:43540", + "right": "issue:46693", "accept": false, - "reason": "AutoModel missing PyTorch and Bart generate decoder_attention_mask UnboundLocalError are unrelated failures." + "reason": "Video input processing in Qwen3OmniMoe is unrelated to FA2 generation performance regression." }, { - "left": "issue:43749", - "right": "issue:44756", + "left": "issue:44625", + "right": "issue:44877", "accept": false, - "reason": "FSDP_CPU_RAM_EFFICIENT_LOADING breakage is not the same as disabling mmap on Strix Halo to avoid OOM." + "reason": "Config propagation for Qwen3.5 and strict-config loading for granite_speech are separate issues." }, { - "left": "issue:44568", - "right": "issue:45356", + "left": "issue:43452", + "right": "issue:44488", "accept": false, - "reason": "Different tokenizer regressions with different root causes and models; not one shared bug." + "reason": "gguf_file path handling and a specific sleng-bert loading failure do not appear to be the same bug." }, { "left": "issue:28282", - "right": "issue:34689", + "right": "issue:32090", "accept": false, - "reason": "PyTorch-not-found import error is unrelated to Llama 3.2 Vision loading breakage." + "reason": "PyTorch-not-found import error and GPU broadcast NoneType error are unrelated." }, { - "left": "issue:43454", - "right": "issue:43577", + "left": "issue:42796", + "right": "issue:43906", "accept": false, - "reason": "AyaVision lm_head tying and BLIP2 dtype propagation are distinct model-loading bugs." + "reason": "Tokenizer BPE-marker handling and an isolated reproduction of another issue are unrelated." }, { - "left": "issue:43404", - "right": "issue:45127", + "left": "issue:46463", + "right": "issue:46899", "accept": false, - "reason": "Both mention tied embeddings/lm_head, but one is a missing tie in Mistral3ForConditionalGeneration and the other is LoRA-merge collapse with extended vocab; different concrete problems." + "reason": "An incorrect T5 validation error message and Gemma4 multimodal 4-bit casting breakage are different issues." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": true, + "reason": "Both describe the same tied-weights regression in v5: inconsistent lm_head serialization on one side and tied-weight issues in translation models on the other." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The lone accepted pair (issue:43329 \u2194 issue:44479) is plausibly the same Qwen video-input regression based on the titles/bodies, and the rejected pairs are explained with appropriately narrower, non-overstated distinctions." + "feedback": "The cluster summary is well grounded in the packet, and the soft-edge rejections stay conservative. The 44466\u219445005 match is the only clearly supported duplicate-style pair from the titles, and selecting 45005 as the broader canonical issue is reasonable." }, "evaluator_used": true, "retried": false, @@ -6825,7 +7982,7 @@ "label": "issue", "component_index": 1, "component_count": 27, - "review_unit_index": 24, + "review_unit_index": 26, "review_unit_count": 65, "status": "reviewed", "reason": null, @@ -6834,295 +7991,267 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-529", "nodes": [ - "issue:24643", - "issue:27957", - "issue:28282", - "issue:29127", "issue:29159", "issue:33357", - "issue:34567", - "issue:36331", - "issue:39379", - "issue:41720", - "issue:42175", - "issue:42915", + "issue:38175", + "issue:40444", + "issue:41762", + "issue:43295", "issue:43452", - "issue:43531", - "issue:43540", - "issue:43577", - "issue:43582", + "issue:43525", + "issue:43643", + "issue:43653", + "issue:43688", "issue:43697", - "issue:43742", + "issue:43720", "issue:43749", - "issue:43824", - "issue:44062", - "issue:44291", - "issue:44479", - "issue:44554", - "issue:44560", - "issue:44568", - "issue:44589", + "issue:43994", + "issue:44361", + "issue:44442", + "issue:44493", + "issue:44737", + "issue:44756", + "issue:44811", "issue:44821", + "issue:44843", "issue:44857", + "issue:44898", + "issue:44913", "issue:44936", - "issue:44987", "issue:44991", - "issue:45081", - "issue:45137", + "issue:45216", + "issue:45356", "issue:45357", - "issue:45381", - "issue:45405", - "issue:45488", - "issue:45538", - "issue:45907", - "issue:46512", - "issue:46693", + "issue:45372", + "issue:45375", + "issue:45588", + "issue:45663", + "issue:45701", + "issue:45704", + "issue:45920", + "issue:46050", + "issue:46121", + "issue:46170", + "issue:46701", "issue:46821", - "issue:46832", - "issue:46869", - "issue:47254", + "issue:46829", + "issue:46846", + "issue:47000", "issue:47332" ], "soft_pairs": [ - "issue:33357|issue:34567", - "issue:43697|issue:45357", - "issue:39379|issue:44554", - "issue:42175|issue:43824", - "issue:44936|issue:46821", - "issue:44479|issue:46693", - "issue:43742|issue:44291", - "issue:28282|issue:29127", - "issue:45137|issue:45405", - "issue:44857|issue:46832", - "issue:44589|issue:47332", - "issue:43582|issue:47254", - "issue:44062|issue:44991", - "issue:44291|issue:44821", - "issue:42915|issue:45538", - "issue:24643|issue:29159", - "issue:42915|issue:43749", - "issue:44568|issue:45488", - "issue:45538|issue:46869", - "issue:43452|issue:43582", - "issue:27957|issue:28282", - "issue:43540|issue:44560", - "issue:41720|issue:43540", - "issue:44987|issue:45907", - "issue:43540|issue:44479", - "issue:44479|issue:45381", - "issue:43577|issue:46512", - "issue:34567|issue:36331", - "issue:44062|issue:45081", - "issue:43531|issue:44821" + "issue:43452|issue:44843", + "issue:43697|issue:46829", + "issue:44913|issue:46121", + "issue:41762|issue:44936", + "issue:45663|issue:46846", + "issue:44737|issue:45588", + "issue:43697|issue:45216", + "issue:43720|issue:44898", + "issue:45357|issue:45920", + "issue:44493|issue:46050", + "issue:43653|issue:44361", + "issue:38175|issue:43295", + "issue:44361|issue:44442", + "issue:43688|issue:43749", + "issue:43643|issue:45375", + "issue:43994|issue:44898", + "issue:44843|issue:44991", + "issue:40444|issue:44811", + "issue:44821|issue:46821", + "issue:29159|issue:33357", + "issue:44756|issue:47332", + "issue:45372|issue:46170", + "issue:44857|issue:47000", + "issue:43688|issue:45704", + "issue:43525|issue:46701", + "issue:43295|issue:45356", + "issue:43688|issue:45701" ], - "prepared_review_unit_hash": "631a8bc58c991f6d1e592c8b16d3d0dd4c481062e37ff2f15d7fffa01c7e1210", + "prepared_review_unit_hash": "d253b92caaa3e7871c0624b46f66bebdc8428b2f6c33176c1e5bde9e3661b1f9", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011307, - "estimated_input_tokens": 252827, - "estimated_eval_tokens": 505910 + "serialized_chars": 1011285, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36667, - "estimated_input_tokens": 9167, - "estimated_eval_tokens": 18590 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35556, + "estimated_input_tokens": 8889, + "estimated_eval_tokens": 18034 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose semantic grouping, not a true duplicate set. The soft pairs mostly share broad themes (tokenizers, trainer, Qwen/video, DETR, loading) but the concrete bugs and code paths differ, so all soft-edge candidates should be rejected.", - "confidence": 0.94, - "canonical_issue_reason": "No single canonical issue cleanly represents this cluster because it is heterogeneous. If forced to choose one, issue 44479 is the broadest representative of the Qwen video-regression subset, but it is not a true duplicate anchor for the rest.", + "summary": "The cluster is loosely centered on tokenizer/config/model-loading regressions, but the issues span many distinct code paths and model families. None of the soft pairs looks like the same underlying bug or change, so I would not merge any of them as duplicates.", + "confidence": 0.66, + "canonical_issue_reason": "issue:45920 is the broadest representative of the cluster\u2019s tokenizer-regression theme: it affects multiple models, impacts token IDs directly, and reads like the most general user-facing tokenizer failure among the candidates.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44479 is the least specific and most broadly scoped item here, so it is the best representative of the small Qwen video-input regression theme among an otherwise unrelated set.", - "best_pr_reason": null, - "soft_edge_verdicts": [ - { - "left": "issue:33357", - "right": "issue:34567", - "accept": false, - "reason": "MacOS CLIP bus error vs TrainerState token counter bug; unrelated subsystems and failure modes." - }, - { - "left": "issue:43697", - "right": "issue:45357", - "accept": false, - "reason": "RT-DETR output mismatch and Qwen3.5 save_pretrained key corruption are different bugs in different code paths." - }, - { - "left": "issue:39379", - "right": "issue:44554", - "accept": false, - "reason": "mllama mask handling vs MPS attention correctness issue; same broad area only, not the same defect." - }, + "best_issue_reason": "issue:45920 is the best single issue to keep as the cluster representative because it covers a wide tokenizer regression across several models and versions, making it the most central and reusable reference point for related reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ { - "left": "issue:42175", - "right": "issue:43824", + "left": "issue:43452", + "right": "issue:44843", "accept": false, - "reason": "Packaging/backend install problem vs missing Qwen2.5-VL import; no shared bug path." + "reason": "Both are loading-related tokenizer regressions, but one is about gguf_file breaking AutoTokenizer/AutoModel loading and the other is an offline-mode failure in _patch_mistral_regex; different code paths and symptoms." }, { - "left": "issue:44936", - "right": "issue:46821", + "left": "issue:43697", + "right": "issue:46829", "accept": false, - "reason": "trainer.evaluate lifecycle failure and TimesFM window_size AttributeError are unrelated." + "reason": "These are different model-specific output bugs: RTDetrV2 output changes vs VideoPrism hidden_states being populated incorrectly." }, { - "left": "issue:44479", - "right": "issue:46693", + "left": "issue:44913", + "right": "issue:46121", "accept": false, - "reason": "Qwen video-input regression vs FlashAttention2 long-context performance regression; different layers and symptoms." + "reason": "One is GPTNeoX config persistence for rotary_pct, the other is a TypeError in rope-parameter conversion; related area, but not the same bug." }, { - "left": "issue:43742", - "right": "issue:44291", + "left": "issue:41762", + "right": "issue:44936", "accept": false, - "reason": "Model loading KeyError and init_empty_weights unexpected argument are different initialization failures." + "reason": "Gemma3 ZeRO-3 loading and trainer.evaluate() after train are unrelated failures in different parts of the stack." }, { - "left": "issue:28282", - "right": "issue:29127", + "left": "issue:45663", + "right": "issue:46846", "accept": false, - "reason": "PyTorch missing ImportError vs LayoutLMv3 error-message clarity issue; unrelated." + "reason": "Different models and mechanisms: Gemma-4 FSDP2 shared_kv_states vs Qwen3.5 tensor-parallel plan entries." }, { - "left": "issue:45137", - "right": "issue:45405", + "left": "issue:44737", + "right": "issue:45588", "accept": false, - "reason": "DeepSpeed ZeRO-3 deque error and PEFT version bump are not the same bug." + "reason": "XLNet CPU device placement and flash_attention s_aux=None are unrelated bugs." }, { - "left": "issue:44857", - "right": "issue:46832", + "left": "issue:43697", + "right": "issue:45216", "accept": false, - "reason": "Both touch DETR-family code, but AMP loss crash and num_feature_levels/backbone mismatch are distinct failures." + "reason": "RTDetrV2 inference differences and Qwen3.5 save_pretrained regression are not the same concrete issue." }, { - "left": "issue:44589", - "right": "issue:47332", + "left": "issue:43720", + "right": "issue:44898", "accept": false, - "reason": "Float8 storage lookup failure vs disk-offloaded save failure; different code paths." + "reason": "BitNet packed-weight loading and Perceiver interpolation failure involve different models and different failure modes." }, { - "left": "issue:43582", - "right": "issue:47254", + "left": "issue:45357", + "right": "issue:45920", "accept": false, - "reason": "Apple Silicon caching allocator warmup TypeError and PEFT+ZeRO-3 checkpoint error are unrelated." + "reason": "Qwen3.5 save_pretrained writes wrong visual encoder keys; the other is a tokenizer ID regression across multiple models." }, { - "left": "issue:44062", - "right": "issue:44991", + "left": "issue:44493", + "right": "issue:46050", "accept": false, - "reason": "AddedToken keyword collision and est-roberta tokenizer loading failure are different tokenizer bugs." + "reason": "Unexpected position-id keys and sinq quantization save/load breakage are different serialization issues." }, { - "left": "issue:44291", - "right": "issue:44821", + "left": "issue:43653", + "right": "issue:44361", "accept": false, - "reason": "init_empty_weights _is_hf_initialized incompatibility vs AutoImageProcessor URL loading problem; unrelated." + "reason": "Both are tokenizer-related, but one is BigBirdTokenizer special-token registration and the other is MLukeTokenizer attribute errors; not the same bug." }, { - "left": "issue:42915", - "right": "issue:45538", + "left": "issue:38175", + "right": "issue:43295", "accept": false, - "reason": "FineGrainedFP8Config failure and CLIPTokenizer max_length issue are unrelated." + "reason": "Siglip2 zero probabilities and processor.tokenizer regression are unrelated model/API problems." }, { - "left": "issue:24643", - "right": "issue:29159", + "left": "issue:44361", + "right": "issue:44442", "accept": false, - "reason": "DeepSpeed weight dimensionality error vs tokenizer slow/fast inconsistency; no shared underlying bug." + "reason": "Different tokenizer failures: MLukeTokenizer task AttributeError vs AutoTokenizer loading FastSpeech2ConformerTokenizer." }, { - "left": "issue:42915", + "left": "issue:43688", "right": "issue:43749", "accept": false, - "reason": "Qwen3Moe FP8 failure and FSDP CPU RAM efficient loading regression are different mechanisms." + "reason": "Aux-loss normalization and FSDP_CPU_RAM_EFFICIENT_LOADING are unrelated training/runtime bugs." }, { - "left": "issue:44568", - "right": "issue:45488", - "accept": false, - "reason": "mdeberta special-token regression and LlamaTokenizer pre-tokenizer override are separate tokenizer behaviors." - }, - { - "left": "issue:45538", - "right": "issue:46869", + "left": "issue:43643", + "right": "issue:45375", "accept": false, - "reason": "CLIPTokenizer model_max_length bug vs YOLO multi-GPU device-map failure; unrelated." + "reason": "Both mention missing fields, but one is trust_remote_code losing fields on AutoConfig load and the other is a specific Qwen3_5MoeVisionConfig field dropped by strict serialization." }, { - "left": "issue:43452", - "right": "issue:43582", + "left": "issue:43994", + "right": "issue:44898", "accept": false, - "reason": "gguf_file loading breakage and Apple Silicon warmup TypeError are different failures." + "reason": "Siglip2 nonsensical outputs and Perceiver non-default-resolution failure are different inference bugs." }, { - "left": "issue:27957", - "right": "issue:28282", + "left": "issue:44843", + "right": "issue:44991", "accept": false, - "reason": "Flash Attention 2 on XLMRoberta and missing PyTorch ImportError are unrelated." + "reason": "Both concern tokenizer loading, but the offline model_info call and the EMBEDDIA/est-roberta tokenizer regression are not the same concrete defect." }, { - "left": "issue:43540", - "right": "issue:44560", + "left": "issue:40444", + "right": "issue:44811", "accept": false, - "reason": "Both are video-related Qwen issues, but they hit different model families and error paths (ValueError vs StopIteration)." + "reason": "Qwen2.5-VL iterable dataset multi-image training and Whisper batch_decode skip_special_tokens are unrelated." }, { - "left": "issue:41720", - "right": "issue:43540", + "left": "issue:44821", + "right": "issue:46821", "accept": false, - "reason": "Qwen3 auto-device-map cuda assert and Qwen3OmniMoe video-processing ValueError are distinct problems." + "reason": "AutoImageProcessor URL loading and TimesFM window_size AttributeError are unrelated API failures." }, { - "left": "issue:44987", - "right": "issue:45907", + "left": "issue:29159", + "right": "issue:33357", "accept": false, - "reason": "Model loading regression and list_repo_files revision forwarding in CI are unrelated." + "reason": "Slow/fast tokenizer inconsistency and a MacOS bus error in a CLIP model are not the same bug." }, { - "left": "issue:43540", - "right": "issue:44479", + "left": "issue:44756", + "right": "issue:47332", "accept": false, - "reason": "Broad video regression in several Qwen VL models is not the same concrete bug as Qwen3OmniMoe's ValueError; too little evidence to merge." + "reason": "Both are memory/offloading adjacent, but one is mmap/OOM on Strix Halo and the other is saving a disk-offloaded Qwen3-VL model." }, { - "left": "issue:44479", - "right": "issue:45381", + "left": "issue:45372", + "right": "issue:46170", "accept": false, - "reason": "Video-input regression across Qwen VL models vs qwen2.5-vl vision_position_ids bug; same domain, different defect." + "reason": "Gemma 4 processor import failure and Windows ROCm torch.distributed import issues are different platform/import problems." }, { - "left": "issue:43577", - "right": "issue:46512", + "left": "issue:44857", + "right": "issue:47000", "accept": false, - "reason": "BLIP2 dtype propagation and from_config leaving config.dtype stale are related semantics but not the same code-path bug." + "reason": "LwDetr float16 AMP crash and RTDetrLoss infeasible cost matrix are distinct detection-loss failures." }, { - "left": "issue:34567", - "right": "issue:36331", + "left": "issue:43688", + "right": "issue:45704", "accept": false, - "reason": "TrainerState token-count update bug vs compute_loss signature breakage; different trainer API issues." + "reason": "Aux-loss normalization and T5 apex FusedRMSNorm memory leak are unrelated model/training bugs." }, { - "left": "issue:44062", - "right": "issue:45081", + "left": "issue:43525", + "right": "issue:46701", "accept": false, - "reason": "AddedToken special-argument collision and Mistral regex patch backend_tokenizer attribute error are unrelated tokenizer failures." + "reason": "Llama4Config pad_token_id AttributeError and DiffusionGemmaGenerationOutput pipeline failure are different model-specific issues." }, { - "left": "issue:43531", - "right": "issue:44821", + "left": "issue:43295", + "right": "issue:45356", "accept": false, - "reason": "Qwen3-MoE sliding_window bug and AutoImageProcessor URL loading failure are unrelated." + "reason": "Both are tokenizer/processor regressions, but one is a custom processor.tokenizer regression and the other is Kimi-K2.5 codec handling plus warning behavior; not the same underlying bug." } ] }, @@ -7137,7 +8266,7 @@ "label": "issue", "component_index": 1, "component_count": 27, - "review_unit_index": 25, + "review_unit_index": 27, "review_unit_count": 65, "status": "reviewed", "reason": null, @@ -7146,295 +8275,302 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-529", "nodes": [ - "issue:24643", - "issue:28282", - "issue:29870", "issue:32090", - "issue:38175", - "issue:42175", - "issue:42915", - "issue:43257", + "issue:33666", + "issue:36010", + "issue:36331", + "issue:41720", + "issue:42898", + "issue:43278", "issue:43452", - "issue:43540", + "issue:43504", + "issue:43550", "issue:43577", - "issue:43716", - "issue:43742", + "issue:43606", + "issue:43643", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43720", + "issue:43749", "issue:43756", - "issue:43906", + "issue:43761", + "issue:43782", + "issue:43927", + "issue:44464", "issue:44466", - "issue:44488", + "issue:44479", + "issue:44484", + "issue:44561", "issue:44568", - "issue:44589", "issue:44625", - "issue:44737", - "issue:44792", - "issue:44843", - "issue:44849", - "issue:44877", - "issue:44898", - "issue:44964", - "issue:45005", - "issue:45042", - "issue:45072", - "issue:45081", - "issue:45325", + "issue:44704", + "issue:44734", + "issue:44743", + "issue:44977", "issue:45405", - "issue:45600", - "issue:45672", - "issue:45674", - "issue:45701", - "issue:45823", - "issue:46399", - "issue:46463", - "issue:46468", + "issue:45440", + "issue:45542", + "issue:46050", + "issue:46178", + "issue:46402", "issue:46491", + "issue:46612", "issue:46693", - "issue:46701", - "issue:46899", - "issue:47276", - "issue:47332", - "issue:47333" + "issue:46829", + "issue:46832", + "issue:46932", + "issue:47013", + "issue:47254", + "issue:47276" ], "soft_pairs": [ - "issue:42175|issue:44488", - "issue:38175|issue:44898", - "issue:44849|issue:45701", - "issue:42915|issue:47332", - "issue:45042|issue:45081", - "issue:44792|issue:44964", - "issue:43257|issue:43756", - "issue:43742|issue:44589", - "issue:43756|issue:45325", - "issue:43756|issue:46399", - "issue:43716|issue:46701", - "issue:43742|issue:47333", - "issue:46463|issue:47276", - "issue:45672|issue:45674", - "issue:44737|issue:46463", - "issue:45823|issue:46463", - "issue:43906|issue:46693", - "issue:45405|issue:45600", - "issue:44568|issue:46491", - "issue:43577|issue:45072", - "issue:24643|issue:29870", - "issue:44625|issue:44877", - "issue:43540|issue:46693", - "issue:43452|issue:44488", - "issue:43906|issue:46468", - "issue:43742|issue:47332", - "issue:28282|issue:32090", - "issue:46463|issue:46899", - "issue:44466|issue:45005", - "issue:43452|issue:44843" + "issue:43756|issue:46402", + "issue:43646|issue:43749", + "issue:43653|issue:44568", + "issue:45542|issue:46178", + "issue:43761|issue:46829", + "issue:46832|issue:46932", + "issue:43653|issue:43927", + "issue:43761|issue:47013", + "issue:44464|issue:44743", + "issue:44479|issue:44625", + "issue:33666|issue:36010", + "issue:43452|issue:43577", + "issue:42898|issue:46491", + "issue:32090|issue:33666", + "issue:44466|issue:46050", + "issue:44977|issue:46693", + "issue:41720|issue:44464", + "issue:33666|issue:36331", + "issue:43688|issue:45440", + "issue:43504|issue:43550", + "issue:44464|issue:44977", + "issue:44484|issue:44704", + "issue:43643|issue:44561", + "issue:44734|issue:46612", + "issue:45405|issue:47254", + "issue:43278|issue:43688", + "issue:43504|issue:43720", + "issue:43782|issue:46693", + "issue:43720|issue:43927", + "issue:44625|issue:47276", + "issue:43606|issue:43927" ], - "prepared_review_unit_hash": "7e5814b6dd33a1ac05057ef3dc9a57717493c0ca9ed4f68e512acc21276cb2e2", + "prepared_review_unit_hash": "7fe9fb35a5615c27a1bb5a64f29342759db597d409a9f620fbd8810cd6df902b", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011307, - "estimated_input_tokens": 252827, - "estimated_eval_tokens": 505910 + "serialized_chars": 1011285, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36962, - "estimated_input_tokens": 9241, - "estimated_eval_tokens": 18738 + "soft_pair_count": 31, + "serialized_chars": 37250, + "estimated_input_tokens": 9313, + "estimated_eval_tokens": 18882 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is noisy and mostly contains unrelated model-specific bug reports across tokenizer loading, quantization, multimodal inference, and config handling. I don't see any soft pair that is the same underlying bug/change.", - "confidence": 0.93, - "canonical_issue_reason": null, + "summary": "This cluster is heterogeneous: it mixes unrelated Transformers bugs across loading, tokenization, generation, dtype, and model-specific regressions. None of the soft pairs look like true duplicates; they only share broad subsystem similarity.", + "confidence": 0.78, + "canonical_issue_reason": "If an anchor is needed, issue 43646 is the broadest and most umbrella-like report in the set: a general v5 custom-model initialization breakage that fits the overall regression theme better than the narrower, model-specific bugs.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44843 is the most concrete and actionable regression report in the set, with a specific reproducible code path in tokenizer patching/offline mode, but it is not a true duplicate anchor for the rest.", + "best_issue_reason": "Issue 43646 is the best representative issue because it is the most general, user-facing regression and can serve as a cluster anchor even though the cluster does not contain a clear duplicate set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42175", - "right": "issue:44488", + "left": "issue:43756", + "right": "issue:46402", + "accept": false, + "reason": "Different problems: RoPE layer count mismatch vs. text-encoder weight loading failure. Same broad model-loading area, but not the same bug." + }, + { + "left": "issue:43646", + "right": "issue:43749", "accept": false, - "reason": "Different failures: TensorFlow backend packaging vs a model load failure for cjvt/sleng-bert." + "reason": "General custom-model init regression vs. FSDP CPU RAM efficient loading breakage. Related to loading, but distinct code paths and symptoms." }, { - "left": "issue:38175", - "right": "issue:44898", + "left": "issue:43653", + "right": "issue:44568", "accept": false, - "reason": "Both are vision-related, but one is zero-probability output and the other is an image-size classification failure; different code paths." + "reason": "Both tokenizer-related, but one is a BigBird special-token registration bug and the other is BOS/EOS insertion behavior for mdeberta-v3. Not the same underlying issue." }, { - "left": "issue:44849", - "right": "issue:45701", + "left": "issue:45542", + "right": "issue:46178", "accept": false, - "reason": "Qwen3.5 hidden-state bug is unrelated to a tokenizer-version-dependent tokenization change." + "reason": "Both involve backend detection, but one is missing TensorFlow backend handling and the other is an invalid tensorflow_text backend entry. Distinct causes." }, { - "left": "issue:42915", - "right": "issue:47332", + "left": "issue:43761", + "right": "issue:46829", "accept": false, - "reason": "One is FineGrainedFP8Config failure in Qwen3Moe; the other is saving a disk-offloaded model." + "reason": "Both mention hidden_states, but they are opposite failures in different vision models and output classes. Not mergeable as one fix." }, { - "left": "issue:45042", - "right": "issue:45081", + "left": "issue:46832", + "right": "issue:46932", "accept": false, - "reason": "PIL/torchvision dependency regression is unrelated to the Mistral regex patch crash." + "reason": "RT-DETR feature-level mismatch vs. Gemma4 quantized embedder dtype casting. Completely different subsystems." }, { - "left": "issue:44792", - "right": "issue:44964", + "left": "issue:43653", + "right": "issue:43927", "accept": false, - "reason": "Different models and symptoms: Janus test generation failure vs Phi-4-multimodal load failure." + "reason": "Tokenizer special-token bug vs. DiaConfig losing custom token IDs on save/load. Similar surface area, different bug and fix." }, { - "left": "issue:43257", - "right": "issue:43756", + "left": "issue:43761", + "right": "issue:47013", "accept": false, - "reason": "Qwen3 MoE weight conversion under accelerate/deepspeed is unrelated to Smollm3 RoPE-layer dropping." + "reason": "Hidden-state output regression vs. xLSTM train-mode return shape mismatch. Both are state/output bugs, but not the same code path." }, { - "left": "issue:43742", - "right": "issue:44589", + "left": "issue:44464", + "right": "issue:44743", "accept": false, - "reason": "MobileLLM key error and Float8 storage lookup failure are distinct loading/runtime issues." + "reason": "Both affect generation with stateful/compiled behavior, but one is chunked generation under compiled forward and the other is xLSTM recurrent-state reset. Different models and mechanisms." }, { - "left": "issue:43756", - "right": "issue:45325", + "left": "issue:44479", + "right": "issue:44625", "accept": false, - "reason": "Different models and mechanisms: RoPE layer count bug vs Qwen2.5-VL temporal position-id scaling." + "reason": "Both Qwen-family issues, but one is a video-input regression and the other is num_labels propagation. Different components." }, { - "left": "issue:43756", - "right": "issue:46399", + "left": "issue:33666", + "right": "issue:36010", "accept": false, - "reason": "Smollm3 RoPE-layer issue is unrelated to Qwen3.5 kernel registration/decorator crash." + "reason": "Multi-GPU training for Qwen2-VL vs. GenerationMixin import failure. No shared underlying bug." }, { - "left": "issue:43716", - "right": "issue:46701", + "left": "issue:43452", + "right": "issue:43577", "accept": false, - "reason": "Mistral-3 dtype mismatch in preprocessing is unrelated to DiffusionGemma image-text pipeline breakage." + "reason": "gguf_file/from_pretrained loading regression vs. Blip2 dtype mismatch. Both are loading-related, but unrelated failures." }, { - "left": "issue:43742", - "right": "issue:47333", + "left": "issue:42898", + "right": "issue:46491", "accept": false, - "reason": "Loading facebook/MobileLLM and saving a disk-offloaded Qwen3 model are different problems." + "reason": "Both tokenizer behavior regressions, but one is a global clean_up_tokenization_spaces change and the other is a CodeLlama leading-space round-trip bug." }, { - "left": "issue:46463", - "right": "issue:47276", + "left": "issue:32090", + "right": "issue:33666", "accept": false, - "reason": "Incorrect T5 decoder validation message is not the same as the synced_gpus warning in continuous batching." + "reason": "Trainer GPU broadcast NoneType error is a training bug; Qwen2-VL multi-GPU training is a model/setup-specific request. Not the same defect." }, { - "left": "issue:45672", - "right": "issue:45674", + "left": "issue:44466", + "right": "issue:46050", "accept": false, - "reason": "Gemma4 uint8/torch.finfo failure and BitsAndBytes skip-modules exclusion bug are separate 4-bit inference issues." + "reason": "Both involve save/load semantics, but one is tied-weight serialization and the other is quantized sinq persistence. Different implementation paths." }, { - "left": "issue:44737", - "right": "issue:46463", + "left": "issue:44977", + "right": "issue:46693", "accept": false, - "reason": "XLNet CPU device placement bug is unrelated to T5 decoder-input error messaging." + "reason": "Both touch flash-attention/Qwen3.5 generation, but one is correctness and the other is a performance regression. Too different to merge as one fix." }, { - "left": "issue:45823", - "right": "issue:46463", + "left": "issue:41720", + "right": "issue:44464", "accept": false, - "reason": "Gemma4 device_map mismatch and T5 validation messaging are unrelated." + "reason": "Auto device mapping cuda assert on A800 vs. compiled chunked-generation inconsistency. Different failure modes and code paths." }, { - "left": "issue:43906", - "right": "issue:46693", + "left": "issue:33666", + "right": "issue:36331", "accept": false, - "reason": "A reproduction of an earlier issue is unrelated to a FA2 long-context performance regression." + "reason": "Qwen2-VL multi-GPU training vs. CustomTrainer compute_loss signature mismatch. No shared underlying bug." }, { - "left": "issue:45405", - "right": "issue:45600", + "left": "issue:43688", + "right": "issue:45440", "accept": false, - "reason": "PEFT version pinning and auto_mappings stale config references are unrelated maintenance issues." + "reason": "Both MoE-related, but one is auxiliary-loss normalization and the other is DeepseekV3MoE divergence from remote implementation. Related domain, not same fix." }, { - "left": "issue:44568", - "right": "issue:46491", + "left": "issue:43504", + "right": "issue:43550", "accept": false, - "reason": "Tokenizer special-token handling and CodeLlama space-roundtrip regression are different tokenizer bugs." + "reason": "Legacy field loading bug in BEiT vs. torch.compile + SDPA failure in Bamba. Different models and code paths." }, { - "left": "issue:43577", - "right": "issue:45072", + "left": "issue:44464", + "right": "issue:44977", "accept": false, - "reason": "Blip2 float32 dtype propagation and SwitchTransformers/TimmWrapper bfloat16 mismatches are separate dtype bugs." + "reason": "Both are generation regressions, but one is compiled chunked generation inconsistency and the other is flash-attention failure in Qwen3.5. Not the same bug." }, { - "left": "issue:24643", - "right": "issue:29870", + "left": "issue:44484", + "right": "issue:44704", "accept": false, - "reason": "'weight' must be 2-D during DeepSpeed training is unrelated to Bart decoder_attention_mask initialization." + "reason": "save_pretrained max shard-size question vs. AutoProcessor kwarg forwarding bug. Different concerns entirely." }, { - "left": "issue:44625", - "right": "issue:44877", + "left": "issue:43643", + "right": "issue:44561", "accept": false, - "reason": "Qwen3.5 num_labels propagation and granite_speech strict-config loading are different config issues." + "reason": "AutoConfig missing fields with trust_remote_code=True vs. v5 removal of is_torch_fx_available breaking trust_remote_code models. Both affect remote code, but not the same issue." }, { - "left": "issue:43540", - "right": "issue:46693", + "left": "issue:44734", + "right": "issue:46612", "accept": false, - "reason": "Qwen3OmniMoe video-processing ValueError is unrelated to FA2 long-context performance regression." + "reason": "KV-cache continuation tensor indexing crash in serve vs. beam-search cache reorder skipped for certain models. Both involve cache handling, but distinct bugs." }, { - "left": "issue:43452", - "right": "issue:44488", + "left": "issue:45405", + "right": "issue:47254", "accept": false, - "reason": "gguf_file loading breakage is not the same as the cjvt/sleng-bert model load problem." + "reason": "PEFT version pin complaint vs. PEFT+DeepSpeed ZeRO-3 checkpoint error. No overlap in underlying defect." }, { - "left": "issue:43906", - "right": "issue:46468", + "left": "issue:43278", + "right": "issue:43688", "accept": false, - "reason": "A reproduction issue and an official Nemotron example failure are not the same bug." + "reason": "Embedding dtype drift in evaluation vs. MoE auxiliary-loss normalization. Completely different areas." }, { - "left": "issue:43742", - "right": "issue:47332", + "left": "issue:43504", + "right": "issue:43720", "accept": false, - "reason": "MobileLLM key error and disk-offloaded Qwen3-VL save failure are different offloading/loading paths." + "reason": "Legacy-field load failure in BEiT vs. BitNet packed-weight unpacking during accelerate loading. Both are loading bugs, but unrelated." }, { - "left": "issue:28282", - "right": "issue:32090", + "left": "issue:43782", + "right": "issue:46693", "accept": false, - "reason": "Missing PyTorch import and _gpu_broadcast_one NoneType error are unrelated environment/runtime failures." + "reason": "Qwen3VL weight_only load error vs. FA2 long-context performance regression. Different layers of the stack and different symptoms." }, { - "left": "issue:46463", - "right": "issue:46899", + "left": "issue:43720", + "right": "issue:43927", "accept": false, - "reason": "T5 decoder validation messaging and Gemma4 multimodal 4-bit dtype casting are unrelated." + "reason": "BitNet packed-weight loading failure vs. DiaConfig custom token ID loss. Both can surface during load, but they are different defects." }, { - "left": "issue:44466", - "right": "issue:45005", + "left": "issue:44625", + "right": "issue:47276", "accept": false, - "reason": "Tied-weight serialization inconsistency and translation-model tied-weight issues are related only loosely, but not the same concrete defect." + "reason": "Qwen3.5 num_labels propagation bug vs. misleading synced_gpus warning in continuous batching. Not the same problem." }, { - "left": "issue:43452", - "right": "issue:44843", + "left": "issue:43606", + "right": "issue:43927", "accept": false, - "reason": "Both involve tokenizer loading, but gguf_file breakage and unconditional model_info() in _patch_mistral_regex are different root causes." + "reason": "CPU offload device mismatch in bark-small vs. DiaConfig save/load token ID loss. Different model subsystems and failures." } ] }, @@ -7449,7 +8585,7 @@ "label": "issue", "component_index": 1, "component_count": 27, - "review_unit_index": 26, + "review_unit_index": 28, "review_unit_count": 65, "status": "reviewed", "reason": null, @@ -7458,274 +8594,294 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-529", "nodes": [ - "issue:29159", + "issue:28218", "issue:33357", - "issue:38175", - "issue:40444", - "issue:41762", + "issue:39692", + "issue:42796", + "issue:43278", "issue:43295", + "issue:43334", + "issue:43493", + "issue:43504", "issue:43525", - "issue:43643", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43611", "issue:43646", - "issue:43653", - "issue:43688", - "issue:43697", + "issue:43701", "issue:43720", - "issue:43749", - "issue:43756", + "issue:43825", + "issue:43844", + "issue:43927", "issue:43994", + "issue:44291", "issue:44361", - "issue:44442", - "issue:44493", - "issue:44737", - "issue:44756", - "issue:44811", - "issue:44821", + "issue:44466", + "issue:44488", + "issue:44514", + "issue:44554", + "issue:44568", + "issue:44610", "issue:44843", - "issue:44857", - "issue:44898", - "issue:44913", - "issue:44936", - "issue:44991", - "issue:45216", - "issue:45356", - "issue:45357", - "issue:45372", - "issue:45375", - "issue:45588", - "issue:45663", - "issue:45704", - "issue:45920", + "issue:44964", + "issue:44977", + "issue:45290", + "issue:45405", + "issue:45491", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:46002", "issue:46050", - "issue:46121", - "issue:46170", - "issue:46402", - "issue:46701", - "issue:46821", - "issue:46829", + "issue:46192", + "issue:46209", + "issue:46365", + "issue:46489", + "issue:46710", "issue:46846", - "issue:47000", "issue:47332" ], "soft_pairs": [ - "issue:45663|issue:46846", - "issue:44913|issue:46121", - "issue:43697|issue:46829", - "issue:41762|issue:44936", - "issue:44737|issue:45588", - "issue:43697|issue:45216", - "issue:45357|issue:45920", - "issue:43720|issue:44898", - "issue:44493|issue:46050", - "issue:43653|issue:44361", - "issue:38175|issue:43295", - "issue:44361|issue:44442", - "issue:43643|issue:45375", - "issue:43688|issue:43749", - "issue:43994|issue:44898", - "issue:44843|issue:44991", - "issue:40444|issue:44811", - "issue:44821|issue:46821", - "issue:45372|issue:46170", - "issue:44756|issue:47332", - "issue:29159|issue:33357", - "issue:43688|issue:45704", - "issue:43525|issue:46701", - "issue:44857|issue:47000", - "issue:43295|issue:45356", - "issue:43756|issue:46402", - "issue:43646|issue:43749" + "issue:43504|issue:44610", + "issue:43577|issue:44554", + "issue:43720|issue:44361", + "issue:43611|issue:46846", + "issue:43525|issue:43572", + "issue:44964|issue:45405", + "issue:44514|issue:45290", + "issue:28218|issue:33357", + "issue:43493|issue:43825", + "issue:44977|issue:46209", + "issue:45823|issue:46050", + "issue:45491|issue:46002", + "issue:44554|issue:46365", + "issue:39692|issue:43295", + "issue:44488|issue:44843", + "issue:43994|issue:46192", + "issue:42796|issue:44977", + "issue:45405|issue:47332", + "issue:43334|issue:45759", + "issue:43278|issue:43844", + "issue:44568|issue:46489", + "issue:43334|issue:43572", + "issue:43646|issue:44466", + "issue:44568|issue:45812", + "issue:43278|issue:43701", + "issue:43493|issue:43844", + "issue:46209|issue:46710", + "issue:43927|issue:44361", + "issue:43572|issue:44291", + "issue:43504|issue:43606" ], - "prepared_review_unit_hash": "bff775db61d843b08178f0409d402391c5d644d3986126d24f5e1a5c4f69a5b5", + "prepared_review_unit_hash": "7a13751fc0f18eb7b0e7d093fab9bf9ded0d55f08e78f00bc2c30d90869431da", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011307, - "estimated_input_tokens": 252827, - "estimated_eval_tokens": 505910 + "serialized_chars": 1011285, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 36129, - "estimated_input_tokens": 9033, - "estimated_eval_tokens": 18322 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36499, + "estimated_input_tokens": 9125, + "estimated_eval_tokens": 18506 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: it mixes unrelated tokenizer, model-loading, config-serialization, and training/runtime regressions. None of the soft pairs look like true duplicates of the same concrete bug. The broad tokenizer-regression report is the best representative issue in the set.", - "confidence": 0.41, - "canonical_issue_reason": "issue:45920 is the broadest and most central issue here: it reports a v5 tokenizer regression affecting multiple models and wrong token IDs, which matches the cluster\u2019s strongest tokenizer-related theme better than the more narrow one-off reports.", + "summary": "This cluster appears heterogeneous: most items are unrelated model-specific regressions, tokenizer edge cases, or docs/example failures rather than duplicates. I did not find any soft pair that clearly shares the same concrete bug or code path.", + "confidence": 0.19, + "canonical_issue_reason": "Issue 45812 is the strongest cluster anchor: it describes a broad, concrete tokenizer regression with multiple inbound references and a clear v4\u2192v5 impact.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45920 is the clearest cluster anchor because it describes a cross-model tokenizer correctness regression rather than a model-specific symptom.", + "best_issue_reason": "Issue 45812 is the best representative issue because it is specific enough to be actionable yet broad enough to stand in for a major tokenizer regression theme in this set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45663", - "right": "issue:46846", + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Different subsystems and failures: model preset loading with a legacy field vs processor/model image-size mismatch." + }, + { + "left": "issue:43577", + "right": "issue:44554", "accept": false, - "reason": "Different models and different failure modes: Gemma-4 FSDP2 shared-state KeyError vs Qwen3.5 TP planning omissions causing OOM/shape errors." + "reason": "Unrelated bugs: Blip2 dtype propagation vs an MPS attention correctness issue." }, { - "left": "issue:44913", - "right": "issue:46121", + "left": "issue:43720", + "right": "issue:44361", "accept": false, - "reason": "Both involve RoPE-related config handling, but one is a reload defaulting bug and the other is a TypeError from JSON-loaded validation input; not the same bug." + "reason": "Packed-weight loading failure and tokenizer AttributeError are different code paths and model areas." }, { - "left": "issue:43697", - "right": "issue:46829", + "left": "issue:43611", + "right": "issue:46846", "accept": false, - "reason": "Unrelated model outputs: RTDetrV2 differing outputs vs VideoPrism hidden_states field mix-up." + "reason": "One is about base_model_prefix loading, the other about missing tensor-parallel plan entries; not the same bug." }, { - "left": "issue:41762", - "right": "issue:44936", + "left": "issue:43525", + "right": "issue:43572", "accept": false, - "reason": "Different paths: Gemma3 ZeRO-3 load crash vs trainer.evaluate() failing after train." + "reason": "Both are config attribute errors, but for different models and different missing fields; no clear shared root bug." }, { - "left": "issue:44737", - "right": "issue:45588", + "left": "issue:44964", + "right": "issue:45405", "accept": false, - "reason": "XLNet CPU device-placement bug and flash_attention s_aux=None crash are unrelated code paths." + "reason": "Model loading failure and an unreleased dependency version bump are unrelated." }, { - "left": "issue:43697", - "right": "issue:45216", + "left": "issue:44514", + "right": "issue:45290", "accept": false, - "reason": "Different subsystems: RTDetrV2 inference drift vs Qwen3.5 save_pretrained checkpoint key corruption." + "reason": "Both involve chat template paths, but the triggers differ materially: batched padding handling vs assistant tool-call content handling." }, { - "left": "issue:45357", - "right": "issue:45920", + "left": "issue:28218", + "right": "issue:33357", "accept": false, - "reason": "Both are regressions around saving/tokenization, but one is incorrect visual encoder keys on save and the other is wrong token IDs during tokenization." + "reason": "Tokenizer spacing bug and a MacOS bus error in a CLIP model are unrelated." }, { - "left": "issue:43720", - "right": "issue:44898", + "left": "issue:43493", + "right": "issue:43825", "accept": false, - "reason": "BitNet packed-weight loading bug and Perceiver non-default-resolution failure are distinct model-specific issues." + "reason": "SigLIP2 implementation mismatch and a pipeline error-message regression are different issues." }, { - "left": "issue:44493", + "left": "issue:44977", + "right": "issue:46209", + "accept": false, + "reason": "Different model/runtime problems: flash-attention generation issues vs FP8 inference on B200." + }, + { + "left": "issue:45823", "right": "issue:46050", "accept": false, - "reason": "Both are save/load style regressions, but one is an unexpected key/position-id issue and the other is quantized model persistence after sinq." + "reason": "Device-mismatch during forward and broken quantized reload after save_pretrained are separate failures." }, { - "left": "issue:43653", - "right": "issue:44361", + "left": "issue:45491", + "right": "issue:46002", "accept": false, - "reason": "Different tokenizers and different symptoms: BigBird special-token registration vs MLuke task AttributeError." + "reason": "Different NaN scenarios in different training/eval contexts; not the same underlying bug." }, { - "left": "issue:38175", + "left": "issue:44554", + "right": "issue:46365", + "accept": false, + "reason": "Attention correctness on MPS is unrelated to the Trainer import conflict with datasets." + }, + { + "left": "issue:39692", "right": "issue:43295", "accept": false, - "reason": "Siglip2 zero-probability outputs and processor.tokenizer/image-to-tokenizer regression are not the same concrete bug." + "reason": "Docs/example mistakes are not the same as a regression in processor.tokenizer/image handling." }, { - "left": "issue:44361", - "right": "issue:44442", + "left": "issue:44488", + "right": "issue:44843", "accept": false, - "reason": "MLukeTokenizer task AttributeError is unrelated to AutoTokenizer failing to load FastSpeech2ConformerTokenizer." + "reason": "General model load failure vs a specific offline-mode Mistral regex/model_info regression." }, { - "left": "issue:43643", - "right": "issue:45375", + "left": "issue:43994", + "right": "issue:46192", "accept": false, - "reason": "Both concern config fields being dropped, but they affect different APIs/models and different missing-field mechanisms." + "reason": "Wrong SigLIP2 outputs and ignored return_tensors in multimodal kwargs are different API bugs." }, { - "left": "issue:43688", - "right": "issue:43749", + "left": "issue:42796", + "right": "issue:44977", "accept": false, - "reason": "Auxiliary-loss normalization and FSDP CPU RAM efficient loading are unrelated issues." + "reason": "Tokenizer BPE-marker handling and Qwen3.5 flash-attention generation are unrelated." }, { - "left": "issue:43994", - "right": "issue:44898", + "left": "issue:45405", + "right": "issue:47332", "accept": false, - "reason": "Both are vision-model inference bugs, but the symptom and code path differ: nonsensical SigLIP2 outputs vs Perceiver non-default resolution failure." + "reason": "A dependency version policy issue is unrelated to an offloading save failure." }, { - "left": "issue:44843", - "right": "issue:44991", + "left": "issue:43334", + "right": "issue:45759", "accept": false, - "reason": "Offline hub lookup in _patch_mistral_regex and tokenizer loading failure for a specific model are different bugs." + "reason": "Both concern multimodal config loading, but one is a missing pad_token_id attribute and the other is unwrapping text_config for causal LM construction." }, { - "left": "issue:40444", - "right": "issue:44811", + "left": "issue:43278", + "right": "issue:43844", "accept": false, - "reason": "Multi-image iterable-dataset finetuning failure and Whisper batch_decode skip_special_tokens bug are unrelated." + "reason": "Dtype mismatch in evaluation and a DeepSpeed/ZeRO gradient anomaly are different training issues." }, { - "left": "issue:44821", - "right": "issue:46821", + "left": "issue:44568", + "right": "issue:46489", "accept": false, - "reason": "AutoImageProcessor-from-URL and TimesFM window_size AttributeError are completely different features." + "reason": "Both are tokenizer regressions, but they affect different models and different tokenization behaviors." }, { - "left": "issue:45372", - "right": "issue:46170", + "left": "issue:43334", + "right": "issue:43572", "accept": false, - "reason": "Gemma processor import regression and Windows ROCm torch.distributed dependency issue are unrelated." + "reason": "Missing pad_token_id vs missing pad_token_idx on different configs; too model-specific to merge." }, { - "left": "issue:44756", - "right": "issue:47332", + "left": "issue:43646", + "right": "issue:44466", "accept": false, - "reason": "Strix Halo mmap OOM avoidance and disk-offloaded Qwen3-VL save failure are different storage/memory paths." + "reason": "Custom model initialization breakage and inconsistent lm_head serialization are distinct v5 regressions." }, { - "left": "issue:29159", - "right": "issue:33357", + "left": "issue:44568", + "right": "issue:45812", "accept": false, - "reason": "Tokenizer consistency issue and MacOS CLIP bus error do not describe the same bug." + "reason": "Both involve tokenizers, but one is special-token insertion for a specific tokenizer while the other is Granite-wide wrong token IDs; different concrete bugs." }, { - "left": "issue:43688", - "right": "issue:45704", + "left": "issue:43278", + "right": "issue:43701", "accept": false, - "reason": "Aux-loss normalization and T5 apex RMSNorm memory leak are unrelated." + "reason": "Embedding dtype drift and resume_from_checkpoint key mismatch are unrelated." }, { - "left": "issue:43525", - "right": "issue:46701", + "left": "issue:43493", + "right": "issue:43844", "accept": false, - "reason": "Missing pad_token_id on Llama4Config is unrelated to DiffusionGemma pipeline generation failure." + "reason": "SigLIP2 implementation discrepancy and DeepSpeed gradient inflation are separate issues." }, { - "left": "issue:44857", - "right": "issue:47000", + "left": "issue:46209", + "right": "issue:46710", "accept": false, - "reason": "Both are RTDetr-related loss crashes, but the reported failures differ: float16 AMP/CUDA crash vs infeasible cost matrix." + "reason": "Both are model quality/runtime regressions, but one is FP8 hardware inference and the other is a post-upgrade accuracy regression on a specific model." }, { - "left": "issue:43295", - "right": "issue:45356", + "left": "issue:43927", + "right": "issue:44361", "accept": false, - "reason": "Both are regression reports, but one is processor/tokenizer access and the other is Kimi-K2.5 codec/regex handling." + "reason": "Custom token ID persistence/generation failure is unrelated to a tokenizer AttributeError on tasks." }, { - "left": "issue:43756", - "right": "issue:46402", + "left": "issue:43572", + "right": "issue:44291", "accept": false, - "reason": "Smollm3 RoPE-layer dropping and Sam3Model text-encoder weights not loading are unrelated model-specific issues." + "reason": "A missing config attribute after v5 update and an init_empty_weights constructor argument error are different failures." }, { - "left": "issue:43646", - "right": "issue:43749", + "left": "issue:43504", + "right": "issue:43606", "accept": false, - "reason": "Custom model initialization breaks in Transformers 5.0.0 and FSDP loading regression are different failures." + "reason": "Legacy preset loading and CPU offload device mismatch are not the same bug." } ] }, @@ -7740,131 +8896,7 @@ "label": "issue", "component_index": 1, "component_count": 27, - "review_unit_index": 27, - "review_unit_count": 65, - "status": "error", - "reason": null, - "source": "llm", - "cache_hit": false, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-529", - "nodes": [ - "issue:32090", - "issue:33666", - "issue:36010", - "issue:36331", - "issue:41720", - "issue:42898", - "issue:43278", - "issue:43452", - "issue:43504", - "issue:43550", - "issue:43577", - "issue:43606", - "issue:43643", - "issue:43653", - "issue:43688", - "issue:43720", - "issue:43761", - "issue:43782", - "issue:43927", - "issue:44464", - "issue:44466", - "issue:44479", - "issue:44484", - "issue:44554", - "issue:44561", - "issue:44568", - "issue:44610", - "issue:44625", - "issue:44704", - "issue:44734", - "issue:44743", - "issue:44977", - "issue:45405", - "issue:45440", - "issue:45542", - "issue:45701", - "issue:46050", - "issue:46178", - "issue:46491", - "issue:46612", - "issue:46693", - "issue:46829", - "issue:46832", - "issue:46932", - "issue:47013", - "issue:47254", - "issue:47276" - ], - "soft_pairs": [ - "issue:43653|issue:44568", - "issue:43688|issue:45701", - "issue:45542|issue:46178", - "issue:43761|issue:46829", - "issue:46832|issue:46932", - "issue:43653|issue:43927", - "issue:43761|issue:47013", - "issue:44464|issue:44743", - "issue:44479|issue:44625", - "issue:33666|issue:36010", - "issue:43452|issue:43577", - "issue:42898|issue:46491", - "issue:32090|issue:33666", - "issue:44466|issue:46050", - "issue:43688|issue:45440", - "issue:44977|issue:46693", - "issue:41720|issue:44464", - "issue:44484|issue:44704", - "issue:33666|issue:36331", - "issue:43504|issue:43550", - "issue:44464|issue:44977", - "issue:43643|issue:44561", - "issue:44734|issue:46612", - "issue:45405|issue:47254", - "issue:43504|issue:43720", - "issue:43278|issue:43688", - "issue:43782|issue:46693", - "issue:44625|issue:47276", - "issue:43720|issue:43927", - "issue:43606|issue:43927", - "issue:43504|issue:44610", - "issue:43577|issue:44554" - ], - "prepared_review_unit_hash": "c67d38f78e199ac155d5178f803341bbedd85eaeb03d42b87d0135d1c6df10cd", - "component_budget": { - "node_count": 529, - "item_count": 529, - "soft_pair_count": 1951, - "serialized_chars": 1011307, - "estimated_input_tokens": 252827, - "estimated_eval_tokens": 505910 - }, - "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 32, - "serialized_chars": 37007, - "estimated_input_tokens": 9252, - "estimated_eval_tokens": 18760 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": true, - "analyst_result": null, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, - "error_kind": null, - "error_message": null - }, - { - "label": "issue", - "component_index": 1, - "component_count": 27, - "review_unit_index": 28, + "review_unit_index": 29, "review_unit_count": 65, "status": "reviewed", "reason": null, @@ -7873,287 +8905,281 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-529", "nodes": [ + "issue:15354", "issue:28218", - "issue:33357", - "issue:39692", - "issue:42796", - "issue:43278", - "issue:43295", - "issue:43334", - "issue:43493", + "issue:29159", + "issue:32090", + "issue:34567", + "issue:38175", + "issue:42490", + "issue:42947", + "issue:43381", "issue:43504", - "issue:43525", - "issue:43572", "issue:43606", - "issue:43611", - "issue:43646", - "issue:43701", - "issue:43720", + "issue:43653", + "issue:43696", "issue:43824", - "issue:43825", "issue:43844", - "issue:43927", + "issue:43873", + "issue:43937", "issue:43994", - "issue:44291", - "issue:44361", - "issue:44466", - "issue:44488", - "issue:44514", - "issue:44554", - "issue:44568", + "issue:44112", + "issue:44423", + "issue:44464", + "issue:44493", "issue:44589", - "issue:44843", + "issue:44734", + "issue:44849", "issue:44964", - "issue:44977", - "issue:45290", - "issue:45405", - "issue:45491", - "issue:45759", - "issue:45812", + "issue:45072", + "issue:45084", + "issue:45200", + "issue:45229", + "issue:45245", + "issue:45357", + "issue:45520", + "issue:45584", + "issue:45588", "issue:45823", - "issue:46002", "issue:46050", - "issue:46192", "issue:46209", - "issue:46365", - "issue:46489", + "issue:46285", + "issue:46399", + "issue:46701", "issue:46710", + "issue:46821", + "issue:46832", "issue:46846", - "issue:47332" + "issue:47013", + "issue:47145", + "issue:47254" ], "soft_pairs": [ - "issue:43611|issue:46846", - "issue:43720|issue:44361", - "issue:43525|issue:43572", - "issue:44514|issue:45290", - "issue:44964|issue:45405", - "issue:43493|issue:43825", - "issue:28218|issue:33357", - "issue:45491|issue:46002", - "issue:45823|issue:46050", - "issue:44977|issue:46209", - "issue:44554|issue:46365", - "issue:44488|issue:44843", - "issue:39692|issue:43295", - "issue:43994|issue:46192", - "issue:42796|issue:44977", - "issue:45405|issue:47332", - "issue:43278|issue:43844", - "issue:43334|issue:45759", - "issue:44568|issue:46489", - "issue:43334|issue:43572", - "issue:44568|issue:45812", - "issue:43646|issue:44466", - "issue:43278|issue:43701", - "issue:43493|issue:43844", - "issue:46209|issue:46710", - "issue:43927|issue:44361", - "issue:43572|issue:44291", - "issue:43504|issue:43606", - "issue:43824|issue:44589" + "issue:46821|issue:46832", + "issue:43824|issue:44589", + "issue:44589|issue:45520", + "issue:44493|issue:46285", + "issue:45245|issue:46710", + "issue:43504|issue:43653", + "issue:44849|issue:46209", + "issue:43606|issue:44112", + "issue:44849|issue:45357", + "issue:45072|issue:46832", + "issue:43994|issue:44493", + "issue:42490|issue:43696", + "issue:43873|issue:46050", + "issue:43844|issue:44964", + "issue:44464|issue:45584", + "issue:15354|issue:38175", + "issue:42947|issue:43381", + "issue:45229|issue:45823", + "issue:46399|issue:46846", + "issue:47013|issue:47254", + "issue:29159|issue:32090", + "issue:44849|issue:47145", + "issue:28218|issue:34567", + "issue:45084|issue:45520", + "issue:45200|issue:45229", + "issue:45588|issue:46050", + "issue:44423|issue:44734", + "issue:43937|issue:46701" ], - "prepared_review_unit_hash": "6930395d2c5f5a9d2c6ad2626a79d1abb66633749b09c54b8060c1eae06aff9a", + "prepared_review_unit_hash": "86e222dad0a9b8c8711c257c3d3b167ca4cee264a35129fe6f98a8e33e1add3a", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011307, - "estimated_input_tokens": 252827, - "estimated_eval_tokens": 505910 + "serialized_chars": 1011285, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 36153, - "estimated_input_tokens": 9039, - "estimated_eval_tokens": 18334 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36246, + "estimated_input_tokens": 9062, + "estimated_eval_tokens": 18380 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose grab-bag of Transformers regression reports, mostly about different models, configs, tokenizers, or runtime paths. None of the soft pairs look like true duplicates under a strict code-path test, so I would not merge any of them.", - "confidence": 0.21, - "canonical_issue_reason": "Issue 43525 is the clearest representative of the cluster\u2019s recurring v5 config-regression theme: a missing token field causes a concrete load failure. It is not a duplicate of the others, but it best summarizes the general pattern.", + "summary": "All 28 soft pairs are rejects. The cluster is heterogeneous: the items cover unrelated tokenizer, model-loading, training, serving, quantization, and checkpointing bugs, so the similarity is only superficial broad-subsystem overlap.", + "confidence": 0.98, + "canonical_issue_reason": "No clear canonical issue; this cluster is a grab bag of unrelated bugs and regressions rather than one duplicate thread.", "canonical_pr_reason": null, - "best_issue_reason": "43525 is the most generic and representative issue among the set; it captures the common 'missing config field after v5 update' class better than the more model-specific reports.", + "best_issue_reason": "No single issue is a safe representative for the cluster because the topics span multiple independent code paths.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43611", - "right": "issue:46846", - "accept": false, - "reason": "Different bugs: base_model_prefix loading regression vs Qwen3.5 TP plan missing linear_attn entries." - }, - { - "left": "issue:43720", - "right": "issue:44361", + "left": "issue:46821", + "right": "issue:46832", "accept": false, - "reason": "Unrelated failures: BitNet packed-weight loading vs MLukeTokenizer task AttributeError." + "reason": "Different models and failure modes; unrelated bugs." }, { - "left": "issue:43525", - "right": "issue:43572", + "left": "issue:43824", + "right": "issue:44589", "accept": false, - "reason": "Both are config-attribute regressions, but they affect different models and different fields (pad_token_id vs pad_token_idx)." + "reason": "ImportError for a Qwen class vs FP8 storage lookup failure; no shared root cause." }, { - "left": "issue:44514", - "right": "issue:45290", + "left": "issue:44589", + "right": "issue:45520", "accept": false, - "reason": "Same API surface, but different crash conditions and code paths in apply_chat_template." + "reason": "FP8 storage type lookup bug vs flash_attn import key error; unrelated." }, { - "left": "issue:44964", - "right": "issue:45405", + "left": "issue:44493", + "right": "issue:46285", "accept": false, - "reason": "Model-loading failure vs a dependency version bump warning; not the same underlying bug." + "reason": "Unexpected position-id key warning vs CLIP model structure change; different issues." }, { - "left": "issue:43493", - "right": "issue:43825", + "left": "issue:45245", + "right": "issue:46710", "accept": false, - "reason": "SigLIP2 implementation mismatch is unrelated to a pipeline translation-task error message regression." + "reason": "Category-count runtime limit vs post-upgrade accuracy regression; not the same bug." }, { - "left": "issue:28218", - "right": "issue:33357", + "left": "issue:43504", + "right": "issue:43653", "accept": false, - "reason": "Tokenizer spacing bug vs MacOS CLIP bus error; unrelated." + "reason": "BEiT legacy-field loading bug vs BigBirdTokenizer special-token registration bug." }, { - "left": "issue:45491", - "right": "issue:46002", + "left": "issue:44849", + "right": "issue:46209", "accept": false, - "reason": "Both mention NaNs, but they occur in different components and scenarios." + "reason": "Qwen3.5 hidden-states bug vs FP8 inference OOM on B200; unrelated." }, { - "left": "issue:45823", - "right": "issue:46050", + "left": "issue:43606", + "right": "issue:44112", "accept": false, - "reason": "Device-placement mismatch during forward is unrelated to save/load breakage after sinq quantization." + "reason": "Runtime CPU-offload device mismatch vs CI test flake in GraniteSpeech; not a duplicate." }, { - "left": "issue:44977", - "right": "issue:46209", + "left": "issue:44849", + "right": "issue:45357", "accept": false, - "reason": "Different runtime failures: flash-attention generation vs FP8 inference on B200." + "reason": "Different Qwen3.5 regressions: output_hidden_states handling vs save_pretrained key serialization." }, { - "left": "issue:44554", - "right": "issue:46365", + "left": "issue:45072", + "right": "issue:46832", "accept": false, - "reason": "Attention correctness on MPS has no relation to Trainer import being blocked by datasets." + "reason": "bfloat16 dtype mismatch in inference vs RTDetr feature-level forward error; different code paths." }, { - "left": "issue:44488", - "right": "issue:44843", + "left": "issue:43994", + "right": "issue:44493", "accept": false, - "reason": "Both involve loading, but one is a specific model load failure and the other is an offline-regression in tokenizer patching." + "reason": "SigLIP nonsensical outputs vs position-id key warning; no common defect." }, { - "left": "issue:39692", - "right": "issue:43295", + "left": "issue:42490", + "right": "issue:43696", "accept": false, - "reason": "Documentation/example errors are not the same as a processor.tokenizer regression." + "reason": "Trailing-slash import warning vs CUDA OOM; completely unrelated." }, { - "left": "issue:43994", - "right": "issue:46192", + "left": "issue:43873", + "right": "issue:46050", "accept": false, - "reason": "Incorrect SigLIP2 outputs are unrelated to return_tensors being ignored in text_kwargs." + "reason": "Quantization/offloading behavior vs broken quantized save/load; related theme but different concrete bugs." }, { - "left": "issue:42796", - "right": "issue:44977", + "left": "issue:43844", + "right": "issue:44964", "accept": false, - "reason": "Tokenizer BPE-marker handling and Qwen3.5 flash-attention generation are different problems." + "reason": "ZeRO-3 gradient explosion vs Phi-4 multimodal loading failure; unrelated." }, { - "left": "issue:45405", - "right": "issue:47332", + "left": "issue:44464", + "right": "issue:45584", "accept": false, - "reason": "Unreleased dependency bump vs disk-offload save failure; unrelated." + "reason": "Compiled-forward chunked generation mismatch vs Whisper empty-transcription failure; different paths." }, { - "left": "issue:43278", - "right": "issue:43844", + "left": "issue:15354", + "right": "issue:38175", "accept": false, - "reason": "Training/eval dtype change is not the same as a ZeRO-3 gradient explosion regression." + "reason": "TorchScript GeneratorExp export problem vs zero-probability SigLIP output; unrelated." }, { - "left": "issue:43334", - "right": "issue:45759", + "left": "issue:42947", + "right": "issue:43381", "accept": false, - "reason": "Both touch Qwen multimodal configs, but one is a missing pad_token_id field and the other is text_config unwrapping in from_config." + "reason": "LoRA gradient-checkpointing ineffectiveness vs eval-mode prohibition; distinct bugs." }, { - "left": "issue:44568", - "right": "issue:46489", + "left": "issue:45229", + "right": "issue:45823", "accept": false, - "reason": "Both are tokenizer regressions, but they involve different models and different failure modes." + "reason": "Gemma4 OOM vs Gemma4 device-map mismatch; different failure modes." }, { - "left": "issue:43334", - "right": "issue:43572", + "left": "issue:46399", + "right": "issue:46846", "accept": false, - "reason": "Different models and different missing fields; no shared concrete bug." + "reason": "Rotary-pos-emb registration crash vs missing TP-plan entries; not the same issue." }, { - "left": "issue:44568", - "right": "issue:45812", + "left": "issue:47013", + "right": "issue:47254", "accept": false, - "reason": "Different tokenizer regressions; one misses BOS/EOS insertion, the other has wrong Granite token IDs." + "reason": "xLSTM tensor-unpacking crash vs PEFT/DeepSpeed checkpoint error; unrelated." }, { - "left": "issue:43646", - "right": "issue:44466", + "left": "issue:29159", + "right": "issue:32090", "accept": false, - "reason": "Custom model initialization breakage is separate from inconsistent lm_head serialization." + "reason": "Tokenizer slow/fast inconsistency vs Trainer NoneType broadcast error; different subsystems." }, { - "left": "issue:43278", - "right": "issue:43701", + "left": "issue:44849", + "right": "issue:47145", "accept": false, - "reason": "Embedding dtype drift and resume_from_checkpoint key mismatch are unrelated." + "reason": "Qwen3.5 hidden-states bug vs FP8 weight_scale omission on load; unrelated." }, { - "left": "issue:43493", - "right": "issue:43844", + "left": "issue:28218", + "right": "issue:34567", "accept": false, - "reason": "SigLIP2 implementation discrepancy does not match a DeepSpeed gradient anomaly." + "reason": "Tokenizer added-space bug vs TrainerState token counter not updating; different concerns." }, { - "left": "issue:46209", - "right": "issue:46710", + "left": "issue:45084", + "right": "issue:45520", "accept": false, - "reason": "FP8 inference failure and accuracy regression after upgrade are different bugs." + "reason": "Compile-time non-template-node error vs Python 3.13 flash_attn import KeyError; no shared root cause." }, { - "left": "issue:43927", - "right": "issue:44361", + "left": "issue:45200", + "right": "issue:45229", "accept": false, - "reason": "DiaConfig save/load token-id loss is unrelated to MLukeTokenizer task AttributeError." + "reason": "mm_token_type_ids defaulting issue vs multi-GPU OOM; unrelated." }, { - "left": "issue:43572", - "right": "issue:44291", + "left": "issue:45588", + "right": "issue:46050", "accept": false, - "reason": "Missing pad_token_idx after update and init_empty_weights unexpected argument are different regression sites." + "reason": "flash_attention s_aux=None crash vs quantized checkpoint reload failure; different code paths." }, { - "left": "issue:43504", - "right": "issue:43606", + "left": "issue:44423", + "right": "issue:44734", "accept": false, - "reason": "Legacy field in Beit model loading is unrelated to CPU-offload device mismatch in bark-small." + "reason": "Continuous-batching multimodal crash vs KV-cache indexing bug; not the same defect." }, { - "left": "issue:43824", - "right": "issue:44589", + "left": "issue:43937", + "right": "issue:46701", "accept": false, - "reason": "Qwen2.5-VL import failure and Float8 storage lookup failure are unrelated runtime issues." + "reason": "Invalid GenerationConfig vs DiffusionGemma pipeline failure; unrelated." } ] }, @@ -8168,7 +9194,7 @@ "label": "issue", "component_index": 1, "component_count": 27, - "review_unit_index": 29, + "review_unit_index": 30, "review_unit_count": 65, "status": "reviewed", "reason": null, @@ -8177,273 +9203,309 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-529", "nodes": [ - "issue:15354", - "issue:28218", - "issue:29159", - "issue:32090", - "issue:34567", - "issue:38175", + "issue:29870", + "issue:29942", + "issue:30333", + "issue:37428", + "issue:39692", + "issue:41720", "issue:42490", - "issue:42947", - "issue:43381", - "issue:43504", - "issue:43606", - "issue:43653", - "issue:43696", + "issue:42915", + "issue:43065", + "issue:43295", + "issue:43334", + "issue:43404", + "issue:43450", + "issue:43493", + "issue:43525", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43575", + "issue:43701", + "issue:43824", "issue:43844", "issue:43873", - "issue:43937", - "issue:43994", - "issue:44112", - "issue:44423", - "issue:44464", - "issue:44493", - "issue:44589", - "issue:44734", - "issue:44849", - "issue:44964", + "issue:43957", + "issue:44186", + "issue:44521", + "issue:44554", + "issue:44610", + "issue:44869", + "issue:44977", "issue:45072", - "issue:45084", + "issue:45198", "issue:45200", - "issue:45229", - "issue:45245", - "issue:45357", + "issue:45290", + "issue:45406", + "issue:45446", "issue:45520", - "issue:45584", "issue:45588", + "issue:45759", "issue:45823", - "issue:46050", - "issue:46209", - "issue:46285", - "issue:46399", + "issue:46121", + "issue:46178", + "issue:46192", + "issue:46369", "issue:46701", "issue:46710", - "issue:46821", - "issue:46832", - "issue:46846", - "issue:47013", - "issue:47145", - "issue:47254" + "issue:46752", + "issue:46821" ], "soft_pairs": [ - "issue:46821|issue:46832", - "issue:44493|issue:46285", - "issue:44589|issue:45520", - "issue:45245|issue:46710", - "issue:43504|issue:43653", - "issue:44849|issue:46209", - "issue:43606|issue:44112", - "issue:44849|issue:45357", - "issue:45072|issue:46832", - "issue:43994|issue:44493", - "issue:42490|issue:43696", - "issue:43844|issue:44964", - "issue:43873|issue:46050", - "issue:15354|issue:38175", - "issue:44464|issue:45584", - "issue:42947|issue:43381", - "issue:46399|issue:46846", - "issue:45229|issue:45823", - "issue:47013|issue:47254", - "issue:29159|issue:32090", - "issue:44849|issue:47145", - "issue:28218|issue:34567", - "issue:45200|issue:45229", - "issue:45084|issue:45520", - "issue:44423|issue:44734", - "issue:45588|issue:46050", - "issue:43937|issue:46701" + "issue:43493|issue:43701", + "issue:41720|issue:46710", + "issue:44554|issue:45446", + "issue:43065|issue:46369", + "issue:37428|issue:43957", + "issue:44977|issue:46701", + "issue:44869|issue:46752", + "issue:43295|issue:43450", + "issue:29942|issue:30333", + "issue:43404|issue:46710", + "issue:45072|issue:45198", + "issue:45588|issue:45759", + "issue:45406|issue:46121", + "issue:43295|issue:43873", + "issue:43572|issue:46821", + "issue:43540|issue:45200", + "issue:44186|issue:46192", + "issue:43295|issue:44610", + "issue:45823|issue:46192", + "issue:43550|issue:43844", + "issue:43572|issue:43957", + "issue:43450|issue:43575", + "issue:45520|issue:46178", + "issue:45200|issue:45823", + "issue:29870|issue:29942", + "issue:37428|issue:43824", + "issue:42490|issue:43493", + "issue:39692|issue:46192", + "issue:43295|issue:43493", + "issue:42915|issue:43824", + "issue:43334|issue:43525", + "issue:44521|issue:45290" ], - "prepared_review_unit_hash": "d3e882a7e6cd16d141f49673b42213a354e6f461cc6e88acd5aab8396d598e22", + "prepared_review_unit_hash": "ada702dc2b1658b5ac15b19183e9a1afcd46472ba0c582d7767228f5c0fb5572", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011307, - "estimated_input_tokens": 252827, - "estimated_eval_tokens": 505910 + "serialized_chars": 1011285, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 27, - "serialized_chars": 35364, - "estimated_input_tokens": 8841, - "estimated_eval_tokens": 17938 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37414, + "estimated_input_tokens": 9354, + "estimated_eval_tokens": 18964 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the soft pairs mostly connect unrelated bugs across different models, runtimes, and subsystems. I do not see a single underlying duplicate issue or any PRs to consolidate.", - "confidence": 0.95, + "summary": "These are soft-similarity false positives, not a duplicate cluster: the issues span unrelated models, APIs, and failure modes, so none of the candidate pairs should be merged.", + "confidence": 0.96, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:46821", - "right": "issue:46832", + "left": "issue:43493", + "right": "issue:43701", "accept": false, - "reason": "Different problems: an AttributeError on window_size vs an RT-DETR forward shape/feature-level mismatch." + "reason": "SigLIP2 implementation discrepancy vs. a resume_from_checkpoint key mismatch; unrelated bugs." }, { - "left": "issue:44493", - "right": "issue:46285", + "left": "issue:41720", + "right": "issue:46710", "accept": false, - "reason": "Different model families and failures: position-id key warnings vs CLIP text model structure divergence." + "reason": "Qwen3 device-map CUDA assert vs. a DeepSeek accuracy regression; different code paths and symptoms." }, { - "left": "issue:44589", - "right": "issue:45520", + "left": "issue:44554", + "right": "issue:45446", "accept": false, - "reason": "Unrelated errors: missing Float8 storage vs flash_attn import KeyError on Python 3.13." + "reason": "MPS attention correctness issue vs. a PyTorch version check/import bug in flex_attention; not the same bug." }, { - "left": "issue:45245", - "right": "issue:46710", + "left": "issue:43065", + "right": "issue:46369", "accept": false, - "reason": "Completely different issues: category cardinality limit vs accuracy regression after upgrade." + "reason": "Dummy Conv2d placeholder in Sam3PixelDecoder vs. memory overflow in sam3-litetext; distinct problems." }, { - "left": "issue:43504", - "right": "issue:43653", + "left": "issue:37428", + "right": "issue:43957", "accept": false, - "reason": "Different targets and symptoms: BEiT legacy field loading vs BigBirdTokenizer special-token registration." + "reason": "Flash-attention symbol import failure vs. meta-device model loading breakage; separate regressions." }, { - "left": "issue:44849", - "right": "issue:46209", + "left": "issue:44977", + "right": "issue:46701", "accept": false, - "reason": "Different concrete bugs: Qwen3.5 hidden-states handling vs FP8 inference OOM on B200." + "reason": "Qwen3.5 flash-attention generation issue vs. DiffusionGemma pipeline failure; different model families and failures." }, { - "left": "issue:43606", - "right": "issue:44112", + "left": "issue:44869", + "right": "issue:46752", "accept": false, - "reason": "Both mention device behavior, but one is a bark-small CPU-offload mismatch and the other is a stale GraniteSpeech CI test." + "reason": "Whisper timestamp decode crash vs. apply_chat_template empty-list crash; unrelated text-processing bugs." }, { - "left": "issue:44849", - "right": "issue:45357", + "left": "issue:43295", + "right": "issue:43450", "accept": false, - "reason": "Same model family, but different code paths: output_hidden_states bug vs save_pretrained saving wrong visual encoder keys." + "reason": "Processor/tokenizer regression vs. video processor output shape mismatch; not the same underlying defect." }, { - "left": "issue:45072", - "right": "issue:46832", + "left": "issue:29942", + "right": "issue:30333", "accept": false, - "reason": "Different subsystems: dtype mismatch in inference vs RT-DETR forward feature-level error." + "reason": "Flash Attention 2 test failures vs. MLFlow reporting on failed training jobs; no shared code-path." }, { - "left": "issue:43994", - "right": "issue:44493", + "left": "issue:43404", + "right": "issue:46710", "accept": false, - "reason": "Different models and symptoms: SigLIP2 nonsensical outputs vs unexpected position-id keys." + "reason": "Weight-tying bug in Mistral3 conditional generation vs. an accuracy regression in DeepSeek; different issues." }, { - "left": "issue:42490", - "right": "issue:43696", + "left": "issue:45072", + "right": "issue:45198", "accept": false, - "reason": "Import-path warning from trailing slash vs CUDA OOM on GPT-oss-20b; unrelated." + "reason": "bfloat16 dtype mismatch bugs in inference vs. save_pretrained/tokenization failures; different subsystems." }, { - "left": "issue:43844", - "right": "issue:44964", + "left": "issue:45588", + "right": "issue:45759", "accept": false, - "reason": "Different bugs: ZeRO-3 gradient inflation vs Phi-4 multimodal loading failure." + "reason": "Sink-less flash-attention AttributeError vs. composite config unwrapping for AutoModelForCausalLM; not the same fix." }, { - "left": "issue:43873", - "right": "issue:46050", + "left": "issue:45406", + "right": "issue:46121", "accept": false, - "reason": "Both involve quantization/offloading broadly, but one is runtime offloading behavior and the other is broken save/load after sinq quantization." + "reason": "Gemma4Processor missing _tokenizer vs. rope validation TypeError; unrelated code paths." }, { - "left": "issue:15354", - "right": "issue:38175", + "left": "issue:43295", + "right": "issue:43873", "accept": false, - "reason": "Different failures and eras: torch.jit.script GeneratorExp export issue vs SigLIP2 zero probabilities." + "reason": "Processor/tokenizer regression vs. quantization offloading behavior; too broad and not the same bug." }, { - "left": "issue:44464", - "right": "issue:45584", + "left": "issue:43572", + "right": "issue:46821", "accept": false, - "reason": "Different generation bugs: compiled forward inconsistency vs empty-transcription behavior after align_special_tokens." + "reason": "StableLmConfig missing pad_token_idx vs. TimesFM window_size AttributeError; similar shape but different models and fixes." }, { - "left": "issue:42947", - "right": "issue:43381", + "left": "issue:43540", + "right": "issue:45200", "accept": false, - "reason": "Related theme, but not the same bug: LoRA/PEFT checkpointing ineffective vs checkpointing blocked in eval mode." + "reason": "Qwen3OmniMoe video-processing ValueError vs. Gemma 4 mm_token_type_ids defaulting; distinct multimodal issues." }, { - "left": "issue:46399", - "right": "issue:46846", + "left": "issue:44186", + "right": "issue:46192", "accept": false, - "reason": "Different Qwen3.5 issues: missing kernel registration decorator vs missing TP-plan linear_attn entries." + "reason": "LayoutLMv2Tokenizer NER/batching crash vs. return_tensors ignored with text_kwargs; different tokenizer behaviors." }, { - "left": "issue:45229", - "right": "issue:45823", + "left": "issue:43295", + "right": "issue:44610", "accept": false, - "reason": "Same model family, but one is multi-GPU CUDA OOM and the other is device-mismatch forward failure; not the same code-path." + "reason": "Custom processor/tokenizer regression vs. OmDet-Turbo processor size mismatch; unrelated models and symptoms." }, { - "left": "issue:47013", - "right": "issue:47254", + "left": "issue:45823", + "right": "issue:46192", "accept": false, - "reason": "Different training failures: xLSTM return_last_states unpacking vs PEFT/DeepSpeed checkpoint error." + "reason": "Gemma4 device-map mismatch during forward vs. return_tensors handling; different failure modes." }, { - "left": "issue:29159", - "right": "issue:32090", + "left": "issue:43550", + "right": "issue:43844", "accept": false, - "reason": "Tokenizer fast/slow inconsistency vs Trainer NoneType broadcast error are unrelated." + "reason": "Bamba torch.compile + SDPA failure vs. DeepSpeed ZeRO-3 gradient abnormality; separate training stack bugs." }, { - "left": "issue:44849", - "right": "issue:47145", + "left": "issue:43572", + "right": "issue:43957", "accept": false, - "reason": "Different domains: Qwen3.5 hidden-states bug vs FP8 checkpoint scale not applied on load." + "reason": "Missing config field after 5.0 update vs. meta-device loading breakage; not the same underlying issue." }, { - "left": "issue:28218", - "right": "issue:34567", + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Video processor batching shape bug vs. tensor-parallel OOM on Qwen2-57B; no overlap." + }, + { + "left": "issue:45520", + "right": "issue:46178", "accept": false, - "reason": "Tokenizer spacing after added tokens vs TrainerState token-count tracking; unrelated." + "reason": "flash_attn import key error on Python 3.13 vs. backend mapping validation for tensorflow_text; unrelated import issues." }, { "left": "issue:45200", - "right": "issue:45229", + "right": "issue:45823", "accept": false, - "reason": "Gemma4 text-only fine-tuning field defaulting vs multi-GPU inference OOM are different issues." + "reason": "Default mm_token_type_ids for text-only fine-tuning vs. Gemma4 device placement mismatch; different bugs." }, { - "left": "issue:45084", - "right": "issue:45520", + "left": "issue:29870", + "right": "issue:29942", "accept": false, - "reason": "Different errors: non-template-node compilation vs flash_attn import KeyError." + "reason": "BART generate() UnboundLocalError vs. Flash Attention 2 test failures; not the same defect." }, { - "left": "issue:44423", - "right": "issue:44734", + "left": "issue:37428", + "right": "issue:43824", "accept": false, - "reason": "Both are serve-related, but one crashes on multimodal tensor handling and the other on KV-cache indexing; not the same bug." + "reason": "Missing internal flash-attention symbol import vs. missing Qwen2.5-VL class export; different import failures." }, { - "left": "issue:45588", - "right": "issue:46050", + "left": "issue:42490", + "right": "issue:43493", "accept": false, - "reason": "Flash-attention sinkless-model AttributeError vs sinq checkpoint save/load corruption are unrelated." + "reason": "Trailing-slash local path warning vs. SigLIP2 implementation discrepancy; unrelated." }, { - "left": "issue:43937", - "right": "issue:46701", + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 doc example errors vs. return_tensors/text_kwargs behavior; documentation example and API behavior are different." + }, + { + "left": "issue:43295", + "right": "issue:43493", + "accept": false, + "reason": "Processor/tokenizer regression vs. SigLIP2 HF/JAX discrepancy; different models and fixes." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Qwen3Moe FP8 failure vs. missing Qwen2.5-VL import; unrelated model/runtime issues." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Two different configs missing pad_token_id, but for different models (Qwen3-VL vs Llama4); not a single duplicate bug." + }, + { + "left": "issue:44521", + "right": "issue:45290", "accept": false, - "reason": "Different areas: invalid GenerationConfig for GLM-5 vs DiffusionGemma pipeline failure." + "reason": "assistant_masks zeroed for multimodal prompts vs. tool-call empty-content chat-template crash; different chat-template edge cases." } ] }, @@ -8458,7 +9520,7 @@ "label": "issue", "component_index": 1, "component_count": 27, - "review_unit_index": 30, + "review_unit_index": 31, "review_unit_count": 65, "status": "reviewed", "reason": null, @@ -8467,309 +9529,288 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-529", "nodes": [ - "issue:29870", - "issue:29942", - "issue:30333", + "issue:28218", + "issue:35141", "issue:37428", - "issue:39692", - "issue:41720", - "issue:42490", - "issue:42915", - "issue:43065", - "issue:43295", - "issue:43334", - "issue:43404", + "issue:41720", + "issue:43262", + "issue:43278", + "issue:43335", + "issue:43425", "issue:43450", - "issue:43493", - "issue:43525", - "issue:43540", + "issue:43452", + "issue:43526", "issue:43550", - "issue:43572", - "issue:43575", - "issue:43701", + "issue:43606", + "issue:43653", + "issue:43819", "issue:43824", - "issue:43844", - "issue:43873", - "issue:43957", - "issue:44186", - "issue:44521", - "issue:44554", + "issue:43827", + "issue:43856", + "issue:43901", + "issue:43950", + "issue:43975", + "issue:44112", + "issue:44442", + "issue:44466", + "issue:44561", "issue:44610", - "issue:44869", - "issue:44977", - "issue:45072", + "issue:44737", + "issue:44792", + "issue:44857", + "issue:44898", + "issue:45083", + "issue:45127", "issue:45198", "issue:45200", - "issue:45290", - "issue:45406", - "issue:45446", + "issue:45325", + "issue:45381", + "issue:45412", "issue:45520", - "issue:45588", - "issue:45759", - "issue:45823", - "issue:46121", - "issue:46178", + "issue:45563", + "issue:45593", "issue:46192", - "issue:46369", - "issue:46701", - "issue:46710", - "issue:46752", - "issue:46821" + "issue:46209", + "issue:46234", + "issue:46285", + "issue:46512", + "issue:46894", + "issue:46899", + "issue:46932" ], "soft_pairs": [ - "issue:43493|issue:43701", - "issue:41720|issue:46710", - "issue:44554|issue:45446", - "issue:43065|issue:46369", - "issue:44869|issue:46752", - "issue:44977|issue:46701", - "issue:37428|issue:43957", - "issue:43295|issue:43450", - "issue:29942|issue:30333", - "issue:43404|issue:46710", - "issue:45072|issue:45198", - "issue:45588|issue:45759", - "issue:45406|issue:46121", - "issue:43295|issue:43873", - "issue:43572|issue:46821", - "issue:43540|issue:45200", - "issue:44186|issue:46192", - "issue:43295|issue:44610", - "issue:43550|issue:43844", - "issue:45823|issue:46192", - "issue:43572|issue:43957", - "issue:45520|issue:46178", - "issue:43450|issue:43575", - "issue:45200|issue:45823", - "issue:29870|issue:29942", - "issue:37428|issue:43824", - "issue:42490|issue:43493", - "issue:39692|issue:46192", - "issue:43295|issue:43493", - "issue:42915|issue:43824", - "issue:43334|issue:43525", - "issue:44521|issue:45290" + "issue:43278|issue:43856", + "issue:28218|issue:35141", + "issue:45381|issue:46209", + "issue:44466|issue:45127", + "issue:43824|issue:43975", + "issue:44737|issue:46894", + "issue:43975|issue:45520", + "issue:43262|issue:43450", + "issue:43950|issue:46285", + "issue:43653|issue:44112", + "issue:43452|issue:46512", + "issue:44561|issue:46234", + "issue:44442|issue:45198", + "issue:45200|issue:46899", + "issue:43526|issue:46192", + "issue:45200|issue:45325", + "issue:44898|issue:45412", + "issue:43819|issue:44112", + "issue:43335|issue:43550", + "issue:45200|issue:46932", + "issue:41720|issue:46209", + "issue:44610|issue:44857", + "issue:43819|issue:45083", + "issue:44792|issue:45563", + "issue:43606|issue:45083", + "issue:37428|issue:43425", + "issue:43335|issue:43653", + "issue:43827|issue:43901", + "issue:44857|issue:45593" ], - "prepared_review_unit_hash": "75bba165a6e3123acd0339425fdeb608bd9f969b23d2c8749d7baf1cd9122264", + "prepared_review_unit_hash": "c846bd60af4fd9a59f838afa68d37aba1094cc594b7d1c9686ee875121e435e3", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011307, - "estimated_input_tokens": 252827, - "estimated_eval_tokens": 505910 + "serialized_chars": 1011285, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37420, - "estimated_input_tokens": 9355, - "estimated_eval_tokens": 18966 + "soft_pair_count": 29, + "serialized_chars": 36738, + "estimated_input_tokens": 9185, + "estimated_eval_tokens": 18626 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous; none of the soft pairs look like the same underlying bug or change. I\u2019d use issue 43873 as the best representative anchor only because it\u2019s the most active/open and broadly framed issue in the set.", - "confidence": 0.89, - "canonical_issue_reason": "issue:43873 has the highest engagement and a broad, clearly stated bug description, so it is the best available anchor despite the cluster not forming a true duplicate group.", + "summary": "The cluster is heterogeneous: tokenizer spacing, embedding init/dtype, processor shape/template bugs, import regressions, and model-specific training/inference failures. None of the soft pairs looks like the same underlying bug, so all should stay separate.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 43950 is the broadest standalone regression in the set (a v5 from_pretrained loading/corruption bug) and is the most plausible anchor if one issue must represent the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the most active and general issue here (many discussions and inbound refs), making it the most suitable representative issue for this mixed set.", + "best_issue_reason": "Issue 43950 is the strongest overall candidate to keep as the representative issue: it is concrete, regression-like, and broadly impactful compared with the more niche model- or doc-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43493", - "right": "issue:43701", + "left": "issue:43278", + "right": "issue:43856", "accept": false, - "reason": "Different bugs: SigLIP2 implementation mismatch vs resume_from_checkpoint key mismatch." + "reason": "Different root causes and surfaces: embedding dtype mismatch during evaluate vs memory usage in Qwen3 MoE training." }, { - "left": "issue:41720", - "right": "issue:46710", + "left": "issue:28218", + "right": "issue:35141", "accept": false, - "reason": "Different models and symptoms: Qwen3 device-map cuda assert vs DeepSeek accuracy regression." + "reason": "Tokenizer detokenization spacing bug vs embedding resizing/post_init reinitialization bug; unrelated code paths." }, { - "left": "issue:44554", - "right": "issue:45446", + "left": "issue:45381", + "right": "issue:46209", "accept": false, - "reason": "One is an MPS attention correctness bug; the other is a PyTorch version-check/import bug in flex_attention." + "reason": "Qwen2.5-VL vision position IDs bug vs FP8/B200 inference failure; different models and failure modes." }, { - "left": "issue:43065", - "right": "issue:46369", + "left": "issue:44466", + "right": "issue:45127", "accept": false, - "reason": "Same product family, but different failures: dummy Conv2d in Sam3PixelDecoder vs memory overflow in sam3-litetext." + "reason": "Both mention tied weights, but one is serialization/device-dependent lm_head weight saving and the other is LoRA merge with extended vocabulary; not the same bug." }, { - "left": "issue:44869", - "right": "issue:46752", + "left": "issue:43824", + "right": "issue:43975", "accept": false, - "reason": "Whisper timestamp decode crash is unrelated to apply_chat_template on an empty list." + "reason": "Import error for a missing class vs incorrect detokenization for a specific model; no shared underlying fix." }, { - "left": "issue:44977", - "right": "issue:46701", + "left": "issue:44737", + "right": "issue:46894", "accept": false, - "reason": "Qwen3.5 flash-attention generation bug is unrelated to the DiffusionGemma pipeline failure." + "reason": "XLNet CPU device placement bug vs ASR training-loss double-shift bug; unrelated subsystems." }, { - "left": "issue:37428", - "right": "issue:43957", + "left": "issue:43975", + "right": "issue:45520", "accept": false, - "reason": "ImportError for a flash-attention helper is unrelated to meta-device model loading breakage." + "reason": "Tokenizer detokenization issue vs import_utils KeyError on flash_attn; completely different problems." }, { - "left": "issue:43295", + "left": "issue:43262", "right": "issue:43450", "accept": false, - "reason": "Processor/tokenizer regression and video-processor shape bug are different code paths and symptoms." - }, - { - "left": "issue:29942", - "right": "issue:30333", - "accept": false, - "reason": "Flash Attention 2 test failures and MLFlow reporting after job failure are unrelated." - }, - { - "left": "issue:43404", - "right": "issue:46710", - "accept": false, - "reason": "Mistral3 lm_head tying bug is unrelated to the DeepSeek accuracy regression." + "reason": "Audio apply_chat_template sampling-rate default bug vs batched video processor shape bug; different processors and logic." }, { - "left": "issue:45072", - "right": "issue:45198", + "left": "issue:43950", + "right": "issue:46285", "accept": false, - "reason": "bfloat16 dtype mismatch in CI is unrelated to Wav2Vec2 save_pretrained/tokenization failure." + "reason": "Both touch model-loading/structure in v5, but one is non-persistent buffer corruption on from_pretrained and the other is CLIP text-model structure inconsistency." }, { - "left": "issue:45588", - "right": "issue:45759", + "left": "issue:43653", + "right": "issue:44112", "accept": false, - "reason": "flash_attention sink-less s_aux=None crash is unrelated to AutoModelForCausalLM text_config unwrapping." + "reason": "Tokenizer special-token registration bug vs a stale CI device-override test; unrelated." }, { - "left": "issue:45406", - "right": "issue:46121", + "left": "issue:43452", + "right": "issue:46512", "accept": false, - "reason": "Gemma4Processor _tokenizer attribute error and rope-params type error are different issues." + "reason": "gguf_file loading failure vs from_config(dtype=...) leaving config dtype stale; different APIs and defects." }, { - "left": "issue:43295", - "right": "issue:43873", + "left": "issue:44561", + "right": "issue:46234", "accept": false, - "reason": "processor/tokenizer regression is unrelated to offloading behavior under quantization." + "reason": "Both are import_utils symbol regressions, but they affect different missing helpers and different downstream breakages." }, { - "left": "issue:43572", - "right": "issue:46821", + "left": "issue:44442", + "right": "issue:45198", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig is unrelated to TimesFM window_size AttributeError." + "reason": "FastSpeech2Conformer AutoTokenizer load failure vs Wav2Vec2 save_pretrained/tokenization failure; different models and code paths." }, { - "left": "issue:43540", - "right": "issue:45200", + "left": "issue:45200", + "right": "issue:46899", "accept": false, - "reason": "Qwen3OmniMoe video input ValueError is unrelated to Gemma 4 mm_token_type_ids defaults." + "reason": "Gemma4 mm_token_type_ids defaulting bug vs unsafe dtype cast in quantized multimodal embedders; related family, but not the same underlying change." }, { - "left": "issue:44186", + "left": "issue:43526", "right": "issue:46192", "accept": false, - "reason": "LayoutLMv2 tokenizer crashes on NER/padding are unrelated to return_tensors being ignored with text_kwargs." - }, - { - "left": "issue:43295", - "right": "issue:44610", - "accept": false, - "reason": "Custom processor/tokenizer regression and OmDet-Turbo input-size mismatch are separate bugs." + "reason": "reduce_labels truncation bug vs return_tensors being ignored when text_kwargs is passed; different processor API issues." }, { - "left": "issue:43550", - "right": "issue:43844", + "left": "issue:45200", + "right": "issue:45325", "accept": false, - "reason": "torch.compile SDPA failure in Bamba is unrelated to ZeRO-3 gradient growth in DeepSpeed." + "reason": "Default mm_token_type_ids behavior vs Qwen2.5-VL rope index scaling; unrelated multimodal bugs." }, { - "left": "issue:45823", - "right": "issue:46192", + "left": "issue:44898", + "right": "issue:45412", "accept": false, - "reason": "Gemma4 PLE device mismatch and return_tensors handling are different failure modes." + "reason": "Perceiver resolution handling bug vs RT-DETR memory leak; different models and bug classes." }, { - "left": "issue:43572", - "right": "issue:43957", + "left": "issue:43819", + "right": "issue:44112", "accept": false, - "reason": "StableLmConfig pad_token_idx missing and meta-device loading breakage are unrelated." + "reason": "DAC latent reconstruction mismatch vs stale CI device override test; no shared code path." }, { - "left": "issue:45520", - "right": "issue:46178", + "left": "issue:43335", + "right": "issue:43550", "accept": false, - "reason": "flash_attn import KeyError on Python 3.13 is unrelated to BACKENDS_MAPPING tensorflow_text errors." + "reason": "SwitchTransformers sparse-layer config bug vs Bamba torch.compile/SDPA failure; different model internals." }, { - "left": "issue:43450", - "right": "issue:43575", + "left": "issue:45200", + "right": "issue:46932", "accept": false, - "reason": "Video processor batch-shape bug and Qwen2 OOM under tensor parallelism are unrelated." + "reason": "Both are Gemma4-related, but one is missing default mm_token_type_ids and the other is quantized vision/audio dtype casting; separate fixes." }, { - "left": "issue:45200", - "right": "issue:45823", + "left": "issue:41720", + "right": "issue:46209", "accept": false, - "reason": "Defaulting mm_token_type_ids to zeros and device-map mismatch are different Gemma 4 bugs." + "reason": "Qwen3 auto device mapping cudaErrorAssert vs FP8 inference incompatibility on B200; different hardware-path failures." }, { - "left": "issue:29870", - "right": "issue:29942", + "left": "issue:44610", + "right": "issue:44857", "accept": false, - "reason": "Bart generate UnboundLocalError is unrelated to Flash Attention 2 test failures." + "reason": "OmDet-Turbo processor size mismatch vs LwDetrImageLoss AMP CUDA crash; unrelated detection bugs." }, { - "left": "issue:37428", - "right": "issue:43824", + "left": "issue:43819", + "right": "issue:45083", "accept": false, - "reason": "flash_supports_window_size import failure and Qwen2_5_VL import failure are unrelated import issues." + "reason": "DAC.from_latents/STE mismatch vs qwen3_omni_moe feature-length helper behavior; different modules." }, { - "left": "issue:42490", - "right": "issue:43493", + "left": "issue:44792", + "right": "issue:45563", "accept": false, - "reason": "Trailing-slash local path warning is unrelated to SigLIP2 implementation discrepancy." + "reason": "Janus image-generation test failure vs stale paged-generate warning for num_return_sequences; not the same issue." }, { - "left": "issue:39692", - "right": "issue:46192", + "left": "issue:43606", + "right": "issue:45083", "accept": false, - "reason": "SigLIP2 doc-example errors are unrelated to return_tensors being ignored." + "reason": "CPU offload device mismatch in Bark-small vs qwen3_omni_moe length helper bug; unrelated." }, { - "left": "issue:43295", - "right": "issue:43493", + "left": "issue:37428", + "right": "issue:43425", "accept": false, - "reason": "Different models and symptoms: processor/tokenizer regression vs SigLIP2 discrepancy from JAX implementation." + "reason": "Missing import symbol regression vs torch 2.10 incompatibility; one is a code/API break, the other is a dependency version issue." }, { - "left": "issue:42915", - "right": "issue:43824", + "left": "issue:43335", + "right": "issue:43653", "accept": false, - "reason": "Qwen3Moe FineGrainedFP8Config failure is unrelated to Qwen2_5_VL import error." + "reason": "SwitchTransformers sparse layer creation bug vs BigBirdTokenizer special-token registration bug; different components." }, { - "left": "issue:43334", - "right": "issue:43525", + "left": "issue:43827", + "right": "issue:43901", "accept": false, - "reason": "Both mention pad_token_id, but they are model-specific config bugs in different model families and not the same code path." + "reason": "Both are documentation cleanup items, but they concern different pages and different deprecated pipeline arguments; not the same underlying bug." }, { - "left": "issue:44521", - "right": "issue:45290", + "left": "issue:44857", + "right": "issue:45593", "accept": false, - "reason": "Both are apply_chat_template-related, but one is incorrect multimodal assistant masks and the other is a crash on tool-call messages with no content." + "reason": "AMP/CUDA crash in LwDetrImageLoss vs missing auxiliary losses in D-FINE when denoising is off; different model logic." } ] }, @@ -8784,7 +9825,7 @@ "label": "issue", "component_index": 1, "component_count": 27, - "review_unit_index": 31, + "review_unit_index": 32, "review_unit_count": 65, "status": "reviewed", "reason": null, @@ -8793,294 +9834,274 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-529", "nodes": [ - "issue:28218", + "issue:28282", + "issue:29942", + "issue:32090", + "issue:33357", + "issue:34689", "issue:35141", "issue:37428", - "issue:41720", - "issue:43262", - "issue:43278", + "issue:38175", + "issue:39692", + "issue:42490", "issue:43335", - "issue:43425", - "issue:43450", - "issue:43452", + "issue:43388", + "issue:43504", + "issue:43526", "issue:43550", "issue:43606", - "issue:43653", + "issue:43611", "issue:43819", - "issue:43824", - "issue:43827", - "issue:43856", - "issue:43901", - "issue:43950", - "issue:43975", + "issue:43854", "issue:44112", - "issue:44442", + "issue:44206", + "issue:44351", + "issue:44448", "issue:44466", - "issue:44479", - "issue:44561", - "issue:44610", - "issue:44737", - "issue:44792", - "issue:44857", - "issue:44898", + "issue:44493", + "issue:44514", + "issue:44521", + "issue:44617", + "issue:44743", + "issue:44855", "issue:45083", - "issue:45127", - "issue:45198", - "issue:45200", - "issue:45325", - "issue:45381", + "issue:45290", "issue:45412", "issue:45520", - "issue:45563", - "issue:45593", - "issue:46192", - "issue:46209", - "issue:46234", + "issue:45584", + "issue:45588", + "issue:45759", + "issue:45859", + "issue:46170", "issue:46285", + "issue:46326", + "issue:46424", + "issue:46431", "issue:46512", - "issue:46894", - "issue:46899", - "issue:46932" + "issue:46566", + "issue:46697", + "issue:46821", + "issue:46858" ], "soft_pairs": [ - "issue:43278|issue:43856", - "issue:43824|issue:43975", - "issue:28218|issue:35141", - "issue:45381|issue:46209", - "issue:44466|issue:45127", - "issue:44737|issue:46894", - "issue:43975|issue:45520", - "issue:43262|issue:43450", - "issue:43950|issue:46285", - "issue:43653|issue:44112", - "issue:44561|issue:46234", - "issue:43452|issue:46512", - "issue:45200|issue:46899", - "issue:44442|issue:45198", - "issue:45200|issue:45325", - "issue:44898|issue:45412", - "issue:44479|issue:46192", - "issue:43819|issue:44112", - "issue:43335|issue:43550", - "issue:45200|issue:46932", - "issue:41720|issue:46209", - "issue:44610|issue:44857", - "issue:43819|issue:45083", - "issue:44792|issue:45563", - "issue:43606|issue:45083", - "issue:43335|issue:43653", - "issue:43827|issue:43901", - "issue:37428|issue:43425", - "issue:44857|issue:45593" + "issue:44206|issue:45584", + "issue:45759|issue:46285", + "issue:38175|issue:45412", + "issue:46512|issue:46821", + "issue:28282|issue:33357", + "issue:43388|issue:43526", + "issue:29942|issue:32090", + "issue:43335|issue:43504", + "issue:46424|issue:46858", + "issue:43611|issue:44466", + "issue:43550|issue:44112", + "issue:44855|issue:45083", + "issue:43335|issue:45083", + "issue:43335|issue:44112", + "issue:45520|issue:46170", + "issue:46431|issue:46566", + "issue:43335|issue:43606", + "issue:44448|issue:44743", + "issue:45290|issue:46326", + "issue:42490|issue:43854", + "issue:37428|issue:44351", + "issue:44617|issue:46697", + "issue:45588|issue:45859", + "issue:34689|issue:35141", + "issue:43819|issue:44493", + "issue:44514|issue:44521", + "issue:39692|issue:43526" ], - "prepared_review_unit_hash": "8a400b46a26834ec80eb36acefde589afc8add37af29c376b6456fd79b772e22", + "prepared_review_unit_hash": "dd8e9cd7b569a9cad520eeb41ee52517f5c3f64ae2977a17dc10407e21e4b4a9", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011307, - "estimated_input_tokens": 252827, - "estimated_eval_tokens": 505910 + "serialized_chars": 1011285, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36739, - "estimated_input_tokens": 9185, - "estimated_eval_tokens": 18626 + "soft_pair_count": 27, + "serialized_chars": 36294, + "estimated_input_tokens": 9074, + "estimated_eval_tokens": 18404 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most soft edges are superficial topic matches rather than true duplicates. The only clear duplicate pair is the Gemma4 multimodal embedder dtype-casting regression; the rest span distinct bugs, APIs, or model families.", - "confidence": 0.83, - "canonical_issue_reason": "issue:46899 is the broad root report for the Gemma4 4-bit quantized vision/audio embedder regression; issue:46932 is a narrower follow-up fix for the same bug.", + "summary": "This cluster is mostly a loose grab-bag of Transformers issues (model loading, chat templates, cache handling, image processors, import errors). The soft links are largely lexical/subsystem similarity rather than true duplicates, so I\u2019d keep them separate.", + "confidence": 0.24, + "canonical_issue_reason": "issue:44521 is the most broadly applicable user-facing bug here: multimodal `apply_chat_template` produces incorrect assistant masks, has multiple inbound references, and sits in a commonly duplicated API surface.", "canonical_pr_reason": null, - "best_issue_reason": "issue:46899 is the best canonical issue target in this set because it describes the concrete failing path most directly and subsumes the paired follow-up in issue:46932.", + "best_issue_reason": "issue:44521 is the best representative issue in this set because it is active, widely impacted, and centered on a reusable high-level API rather than a narrow model-specific edge case.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43278", - "right": "issue:43856", - "accept": false, - "reason": "Both mention training/runtime behavior, but one is a dtype mismatch and the other is MoE memory usage; different bugs." - }, - { - "left": "issue:43824", - "right": "issue:43975", - "accept": false, - "reason": "An import error for a missing model class is unrelated to a detokenization regression." - }, - { - "left": "issue:28218", - "right": "issue:35141", + "left": "issue:44206", + "right": "issue:45584", "accept": false, - "reason": "Tokenizer spacing after added tokens is not the same as output embedding reinit after resize." + "reason": "Different code paths and symptoms: a feature extractor argument mismatch versus Whisper generation failing after token alignment." }, { - "left": "issue:45381", - "right": "issue:46209", + "left": "issue:45759", + "right": "issue:46285", "accept": false, - "reason": "Both are model runtime failures, but one is a Qwen2.5-VL position-id bug and the other is FP8 inference on B200." + "reason": "Both involve model structure/config loading, but they are different models and different bugs, not one shared code-path fix." }, { - "left": "issue:44466", - "right": "issue:45127", + "left": "issue:38175", + "right": "issue:45412", "accept": false, - "reason": "Both involve tied weights, but one is serialization/device-dependent and the other is LoRA merge collapse with extended vocab." + "reason": "Unrelated problems: zero probabilities in a specific SigLIP2 model versus RT-DETR memory not being released." }, { - "left": "issue:44737", - "right": "issue:46894", + "left": "issue:46512", + "right": "issue:46821", "accept": false, - "reason": "XLNet CPU-side positional encoding and a CohereASR training-loss shift bug are unrelated code paths." + "reason": "Both mention configuration attributes, but the actual failures are unrelated (`dtype` stale state vs TimesFM `window_size` attribute error)." }, { - "left": "issue:43975", - "right": "issue:45520", + "left": "issue:28282", + "right": "issue:33357", "accept": false, - "reason": "Incorrect detokenization and a Python 3.13 import_utils KeyError are different failures." + "reason": "ImportError about missing PyTorch and a MacOS bus error in CLIP are unrelated failure modes." }, { - "left": "issue:43262", - "right": "issue:43450", + "left": "issue:43388", + "right": "issue:43526", "accept": false, - "reason": "Audio chat-template sampling-rate defaults and batched video output shapes are different processor bugs." + "reason": "Both touch labels, but one is a metrics batching bug and the other is a Beit image processor label reduction bug." }, { - "left": "issue:43950", - "right": "issue:46285", + "left": "issue:29942", + "right": "issue:32090", "accept": false, - "reason": "Non-persistent buffer corruption on from_pretrained is unrelated to CLIP text model structure divergence." + "reason": "Flash Attention 2 test failures and `_gpu_broadcast_one` NoneType errors are different subsystems and different bugs." }, { - "left": "issue:43653", - "right": "issue:44112", + "left": "issue:43335", + "right": "issue:43504", "accept": false, - "reason": "A tokenizer special-token registration bug does not match a GraniteSpeech CI device-override test issue." + "reason": "Different models and different defects: SwitchTransformers sparse layer creation versus BEiT legacy-field loading." }, { - "left": "issue:44561", - "right": "issue:46234", + "left": "issue:46424", + "right": "issue:46858", "accept": false, - "reason": "Both are import_utils symbol removals, but they concern different missing helpers and different breakages." + "reason": "Both are cache-related, but one is about `max_cache_length` semantics and the other about device tensors breaking slice arithmetic." }, { - "left": "issue:43452", - "right": "issue:46512", + "left": "issue:43611", + "right": "issue:44466", "accept": false, - "reason": "gguf loading failures are unrelated to config.dtype becoming stale after from_config(dtype=...)." + "reason": "Both concern model loading/serialization regressions, but they are distinct issues with different underlying mechanics." }, { - "left": "issue:45200", - "right": "issue:46899", + "left": "issue:43550", + "right": "issue:44112", "accept": false, - "reason": "Gemma4 text-only mm_token_type_ids handling is a different bug from quantized audio/vision embedder dtype casting." + "reason": "Bamba torch.compile/SDPA failure is unrelated to a GraniteSpeech stale device override CI test." }, { - "left": "issue:44442", - "right": "issue:45198", + "left": "issue:44855", + "right": "issue:45083", "accept": false, - "reason": "Two speech/tokenizer loading problems, but the affected model paths and symptoms differ." + "reason": "Python 3.13 import parsing failure and a Qwen3 Omni helper-function bug are unrelated." }, { - "left": "issue:45200", - "right": "issue:45325", + "left": "issue:43335", + "right": "issue:45083", "accept": false, - "reason": "Defaulting mm_token_type_ids to zeros is unrelated to Qwen2.5-VL still-image rope scaling." + "reason": "No shared underlying bug: SwitchTransformers sparse-layer config versus qwen3_omni_moe feature-length helper behavior." }, { - "left": "issue:44898", - "right": "issue:45412", + "left": "issue:43335", + "right": "issue:44112", "accept": false, - "reason": "Perceiver resolution handling and RT-DETR memory release are unrelated issues." + "reason": "Different models and different failure mechanisms; only a broad CI/model bug theme is shared." }, { - "left": "issue:44479", - "right": "issue:46192", + "left": "issue:45520", + "right": "issue:46170", "accept": false, - "reason": "A video-input regression and return_tensors being ignored are different multimodal API bugs." + "reason": "Both are import/dependency problems, but they arise from different platforms and different missing dependencies." }, { - "left": "issue:43819", - "right": "issue:44112", + "left": "issue:46431", + "right": "issue:46566", "accept": false, - "reason": "DAC from_latents/forward mismatch is unrelated to the GraniteSpeech CI device test." + "reason": "Chat-template absence and DiffusionGemma meta-device loading are unrelated." }, { "left": "issue:43335", - "right": "issue:43550", - "accept": false, - "reason": "SwitchTransformers sparse-layer creation and Bamba torch.compile SDPA failure are distinct model bugs." - }, - { - "left": "issue:45200", - "right": "issue:46932", + "right": "issue:43606", "accept": false, - "reason": "Both are Gemma4 multimodal issues, but one is token-type defaults and the other is quantized embedder dtype casting." + "reason": "No common code path: SwitchTransformers config creation versus Bark CPU offload device mismatch." }, { - "left": "issue:41720", - "right": "issue:46209", + "left": "issue:44448", + "right": "issue:44743", "accept": false, - "reason": "Qwen3 auto device mapping cuda assert and FP8 B200 inference failure are different hardware/runtime problems." + "reason": "Pegasus v4/v5 output differences and Qwen3 recurrent-state reset are separate behavioral regressions." }, { - "left": "issue:44610", - "right": "issue:44857", + "left": "issue:45290", + "right": "issue:46326", "accept": false, - "reason": "Processor resize/shape mismatch and LwDetr AMP crash are unrelated." + "reason": "Both are chat-template-related, but one crashes on tool-call assistant messages and the other is about `continue_final_message` for mistral_common tokenizers." }, { - "left": "issue:43819", - "right": "issue:45083", + "left": "issue:42490", + "right": "issue:43854", "accept": false, - "reason": "DAC latent decoding mismatch and qwen3_omni_moe length helper behavior are not the same bug." + "reason": "Path-trailing-slash import warning and GLM-4.7-Flash unit-test loading failure are not the same bug." }, { - "left": "issue:44792", - "right": "issue:45563", + "left": "issue:37428", + "right": "issue:44351", "accept": false, - "reason": "Janus image-generation test failure is unrelated to a stale paging warning for num_return_sequences." + "reason": "Both are import errors, but they concern different missing symbols and different API surfaces." }, { - "left": "issue:43606", - "right": "issue:45083", + "left": "issue:44617", + "right": "issue:46697", "accept": false, - "reason": "CPU offload device mismatch and qwen3_omni_moe feature-length computation are unrelated." + "reason": "CUDA OOM in Sam3Video and Swin2SR over-padding are unrelated." }, { - "left": "issue:43335", - "right": "issue:43653", + "left": "issue:45588", + "right": "issue:45859", "accept": false, - "reason": "SwitchTransformers sparse-layer construction and BigBird tokenizer special-token registration are separate issues." + "reason": "Both are attention/rotary-related, but one is a flash-attention integration crash and the other is CPU-offload incompatibility in Qwen3_5MoeTextRotaryEmbedding." }, { - "left": "issue:43827", - "right": "issue:43901", + "left": "issue:34689", + "right": "issue:35141", "accept": false, - "reason": "Both are docs regressions, but they concern different pipelines and different deprecated arguments." + "reason": "Different regression classes: Llama 3.2 Vision loading breakage versus token-embedding resize reinitialization." }, { - "left": "issue:37428", - "right": "issue:43425", + "left": "issue:43819", + "right": "issue:44493", "accept": false, - "reason": "An import error for a flash-attention helper and Torch 2.10 incompatibility are not the same failure." + "reason": "DAC forward/from_latents mismatch and unexpected position-id keys are unrelated model bugs." }, { - "left": "issue:44857", - "right": "issue:45593", + "left": "issue:44514", + "right": "issue:44521", "accept": false, - "reason": "Float16 AMP crash in LwDetrImageLoss is unrelated to D-FINE auxiliary-loss handling." + "reason": "Same API area, but different concrete failures: batched padding crash versus multimodal assistant masks being all zero." }, { - "left": "issue:46899", - "right": "issue:46932", - "accept": true, - "reason": "Both describe the same Gemma4 quantized vision/audio embedder dtype-casting regression; 46932 is the narrower fix-oriented restatement." + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "Documentation/model mismatch and quantization errors are unrelated to BeitImageProcessorFast label reduction." } ] }, @@ -9095,7 +10116,7 @@ "label": "issue", "component_index": 1, "component_count": 27, - "review_unit_index": 32, + "review_unit_index": 33, "review_unit_count": 65, "status": "reviewed", "reason": null, @@ -9104,281 +10125,283 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-529", "nodes": [ - "issue:28282", + "issue:10000", + "issue:15354", + "issue:26413", + "issue:27957", + "issue:28218", + "issue:29127", + "issue:29870", "issue:29942", + "issue:31501", "issue:32090", "issue:33357", "issue:34689", "issue:35141", - "issue:37428", "issue:38175", "issue:39692", "issue:42490", - "issue:43335", - "issue:43388", - "issue:43504", - "issue:43526", + "issue:43278", + "issue:43329", "issue:43550", + "issue:43575", "issue:43606", - "issue:43611", - "issue:43819", - "issue:43854", + "issue:43701", + "issue:43720", + "issue:43825", "issue:44112", "issue:44206", - "issue:44351", + "issue:44360", "issue:44448", - "issue:44466", + "issue:44464", "issue:44493", - "issue:44514", - "issue:44521", - "issue:44617", - "issue:44743", - "issue:44855", + "issue:44561", + "issue:44779", + "issue:44857", + "issue:45072", "issue:45083", + "issue:45127", + "issue:45245", "issue:45290", - "issue:45412", - "issue:45520", - "issue:45584", - "issue:45588", - "issue:45759", - "issue:45859", - "issue:46170", - "issue:46285", - "issue:46326", + "issue:45310", + "issue:45381", + "issue:45459", + "issue:45478", + "issue:45593", + "issue:45823", + "issue:46234", "issue:46424", - "issue:46431", - "issue:46512", - "issue:46566", - "issue:46697", - "issue:46821", - "issue:46858" + "issue:47000" ], "soft_pairs": [ - "issue:44206|issue:45584", - "issue:45759|issue:46285", - "issue:38175|issue:45412", - "issue:46512|issue:46821", - "issue:43388|issue:43526", - "issue:29942|issue:32090", - "issue:28282|issue:33357", - "issue:43335|issue:43504", - "issue:46424|issue:46858", - "issue:43611|issue:44466", - "issue:43550|issue:44112", - "issue:44855|issue:45083", - "issue:43335|issue:45083", - "issue:45520|issue:46170", - "issue:43335|issue:44112", - "issue:43335|issue:43606", - "issue:46431|issue:46566", - "issue:44448|issue:44743", - "issue:45290|issue:46326", - "issue:42490|issue:43854", - "issue:37428|issue:44351", - "issue:44617|issue:46697", - "issue:45588|issue:45859", - "issue:44514|issue:44521", - "issue:34689|issue:35141", - "issue:43819|issue:44493", - "issue:39692|issue:43526" + "issue:43606|issue:44857", + "issue:29127|issue:32090", + "issue:44206|issue:45823", + "issue:39692|issue:44493", + "issue:28218|issue:32090", + "issue:43278|issue:43825", + "issue:43720|issue:44112", + "issue:43701|issue:45083", + "issue:10000|issue:15354", + "issue:26413|issue:31501", + "issue:44448|issue:44779", + "issue:45310|issue:45478", + "issue:45127|issue:45245", + "issue:44857|issue:45072", + "issue:43550|issue:45083", + "issue:44360|issue:44561", + "issue:32090|issue:33357", + "issue:38175|issue:44493", + "issue:45459|issue:46234", + "issue:42490|issue:43575", + "issue:45593|issue:47000", + "issue:29942|issue:35141", + "issue:27957|issue:34689", + "issue:29870|issue:32090", + "issue:45290|issue:45381", + "issue:44464|issue:46424", + "issue:43278|issue:43329" ], - "prepared_review_unit_hash": "580801fc62415e56e513d92d57ce102035ce414dd8c6e7dc16858999b612aa1e", + "prepared_review_unit_hash": "4a91b0b63a267d9f295ca2513fd75df03ce8f30f1a79eaf0ca85eb17070f5ada", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011307, - "estimated_input_tokens": 252827, - "estimated_eval_tokens": 505910 + "serialized_chars": 1011285, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 27, - "serialized_chars": 36297, - "estimated_input_tokens": 9075, - "estimated_eval_tokens": 18406 + "serialized_chars": 35267, + "estimated_input_tokens": 8817, + "estimated_eval_tokens": 17890 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly a grab bag of unrelated bugs across different models, processors, cache logic, and runtime environments. None of the soft pairs look like the same underlying issue/change, so I would not merge any of them as duplicates.", - "confidence": 0.97, - "canonical_issue_reason": "issue:44521 is the strongest anchor: it is open, has high discussion/inbound attention, and describes a concrete reproducible bug in a core chat-template path.", + "summary": "The cluster is broadly heterogeneous. Most soft edges are correctly rejected as same-subsystem but different bugs. The Qwen3.5 Moe pair is the only near-duplicate; it looks like the same failure family, but the packet does not show an explicit duplicate link, so the wording should stay conservative.", + "confidence": 0.93, + "canonical_issue_reason": "issue:45310 is the best canonical issue because it is one side of the strongest near-duplicate pair: issue:45478 has an identical title and describes the same Qwen3.5 Moe from_pretrained regression on transformers>=5.4.0, though the packet does not explicitly prove an exact duplicate relation.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44521 has the clearest bug report and the strongest signal for follow-up/triage among this set.", + "best_issue_reason": "issue:45310 is the best issue anchor since it most clearly captures the shared Qwen3.5 Moe from_pretrained failure and is the strongest candidate for grouping the pair.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44206", - "right": "issue:45584", + "left": "issue:43606", + "right": "issue:44857", "accept": false, - "reason": "Different subsystems and failures: LasrFeatureExtractor center-arg regression vs Whisper empty-transcription generation." + "reason": "Different failures: CPU offload device mismatch for bark-small vs AMP/CUDA crash in LwDetrImageLoss." }, { - "left": "issue:45759", - "right": "issue:46285", + "left": "issue:29127", + "right": "issue:32090", "accept": false, - "reason": "Different model families and bugs; one is Qwen multimodal config unwrapping, the other CLIP text-model structure inconsistency." + "reason": "Unrelated bugs: LayoutLMv3 error clarity vs Trainer `_gpu_broadcast_one` NoneType crash." }, { - "left": "issue:38175", - "right": "issue:45412", + "left": "issue:44206", + "right": "issue:45823", "accept": false, - "reason": "Unrelated symptoms: SigLIP2 zero probabilities vs RT-DETR memory release/leak." + "reason": "Different code paths and symptoms: unsupported `center` arg in LasrFeatureExtractor vs Gemma4 PLE device mismatch under `device_map=\"auto\"`." }, { - "left": "issue:46512", - "right": "issue:46821", + "left": "issue:39692", + "right": "issue:44493", "accept": false, - "reason": "Different areas: dtype/config staleness on from_config vs TimesFM window_size attribute error." + "reason": "Different issues: SigLIP2 docs/model-processor mismatch and quantization example failures vs position-id key warnings across models." }, { - "left": "issue:43388", - "right": "issue:43526", + "left": "issue:28218", + "right": "issue:32090", "accept": false, - "reason": "Both mention labels, but one is Trainer metric batching and the other is BEiT image-processor label reduction; not the same bug." + "reason": "Tokenizer spacing bug is unrelated to Trainer broadcast handling." }, { - "left": "issue:29942", - "right": "issue:32090", + "left": "issue:43278", + "right": "issue:43825", "accept": false, - "reason": "Flash Attention 2 test failure and GPU broadcast NoneType error are unrelated code paths." + "reason": "Different regressions: dtype drift in evaluation vs misleading pipeline translation-task error message." }, { - "left": "issue:28282", - "right": "issue:33357", + "left": "issue:43720", + "right": "issue:44112", "accept": false, - "reason": "ImportError for missing PyTorch and MacOS bus error on CLIP are different runtime failures." + "reason": "Both are CI/training-related, but they involve different models and different failures." }, { - "left": "issue:43335", - "right": "issue:43504", + "left": "issue:43701", + "right": "issue:45083", "accept": false, - "reason": "Different BEiT/SwitchTransformer loading/config bugs with no shared failure mechanism." + "reason": "Same broad area only; checkpoint key mismatch is not the same bug as qwen3_omni_moe feature-length behavior." }, { - "left": "issue:46424", - "right": "issue:46858", + "left": "issue:10000", + "right": "issue:15354", "accept": false, - "reason": "Both involve cache behavior, but one is max_cache_length handling and the other is device-tensor seq_length arithmetic under compile." + "reason": "Completely different models and failure modes." }, { - "left": "issue:43611", - "right": "issue:44466", + "left": "issue:26413", + "right": "issue:31501", "accept": false, - "reason": "Loading failure due to base_model_prefix is distinct from tied-weight serialization differences." + "reason": "Resume-from-checkpoint epoch_iterator failure is unrelated to FineWeb training not starting." }, { - "left": "issue:43550", - "right": "issue:44112", + "left": "issue:44448", + "right": "issue:44779", "accept": false, - "reason": "A Bamba torch.compile SDPA bug is unrelated to a GraniteSpeech CI device-override test failure." + "reason": "Different versions and different components: Pegasus generation output change vs Deepseek tokenizer regression." }, { - "left": "issue:44855", - "right": "issue:45083", - "accept": false, - "reason": "Python 3.13 import/parsing error in DebertaV2 is unrelated to qwen3_omni_moe feature-length helper behavior." + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Likely duplicate / same issue family: identical title and the same Qwen3.5 Moe from_pretrained regression on transformers>=5.4.0, but the packet does not explicitly confirm an exact duplicate link." }, { - "left": "issue:43335", - "right": "issue:45083", + "left": "issue:45127", + "right": "issue:45245", "accept": false, - "reason": "SwitchTransformers sparse-layer construction and qwen3_omni_moe helper output are different model bugs." + "reason": "No concrete overlap: LoRA + extended vocabulary collapse vs categorical limit RuntimeError." }, { - "left": "issue:45520", - "right": "issue:46170", + "left": "issue:44857", + "right": "issue:45072", "accept": false, - "reason": "Different platform-specific import problems: flash_attn key lookup vs Windows ROCm torch.distributed dependency." + "reason": "Both mention dtype/precision, but they affect different models and different execution paths." }, { - "left": "issue:43335", - "right": "issue:44112", + "left": "issue:43550", + "right": "issue:45083", "accept": false, - "reason": "SwitchTransformers config bug and GraniteSpeech CI stale-device test are not the same issue." + "reason": "Bamba torch.compile/SDPA failure is unrelated to qwen3_omni_moe feature extraction behavior." }, { - "left": "issue:43335", - "right": "issue:43606", + "left": "issue:44360", + "right": "issue:44561", "accept": false, - "reason": "Sparse-layer config bug is unrelated to bark-small CPU offload device mismatch." + "reason": "Different changes: DSA indexer missing ReLU vs removal of `is_torch_fx_available` breaking trust_remote_code models." }, { - "left": "issue:46431", - "right": "issue:46566", + "left": "issue:32090", + "right": "issue:33357", "accept": false, - "reason": "Chat-template absence error and DiffusionGemma meta-device loading are unrelated failures." + "reason": "Different failures: NoneType broadcast in Trainer vs MacOS bus error with community CLIP model." }, { - "left": "issue:44448", - "right": "issue:44743", + "left": "issue:38175", + "right": "issue:44493", "accept": false, - "reason": "Different generation/statefulness bugs in different models and code paths." + "reason": "Unexpected zero probabilities in SigLIP2 is not the same as position-id key warnings." }, { - "left": "issue:45290", - "right": "issue:46326", + "left": "issue:45459", + "right": "issue:46234", "accept": false, - "reason": "Both are chat-template related, but one is tool-call assistant messages and the other is mistral_common continue_final_message behavior." + "reason": "Tokenizer protobuf error handling vs missing import_utils symbol are separate issues." }, { "left": "issue:42490", - "right": "issue:43854", + "right": "issue:43575", "accept": false, - "reason": "A trailing-slash local-path warning is unrelated to GLM-4.7-Flash model loading failures." + "reason": "Local path slash warning and tensor-parallel OOM are unrelated." }, { - "left": "issue:37428", - "right": "issue:44351", + "left": "issue:45593", + "right": "issue:47000", "accept": false, - "reason": "Separate import errors for different missing symbols; no same underlying change." + "reason": "Different detection-model losses and different crash causes." }, { - "left": "issue:44617", - "right": "issue:46697", + "left": "issue:29942", + "right": "issue:35141", "accept": false, - "reason": "CUDA OOM in Sam3Video and Swin2SR over-padding are unrelated." + "reason": "Flash Attention 2 test failures are unrelated to token-embedding resize reinitialization." }, { - "left": "issue:45588", - "right": "issue:45859", + "left": "issue:27957", + "right": "issue:34689", "accept": false, - "reason": "Flash-attention integration crash on s_aux=None is different from Qwen3_5Moe CPU-offload incompatibility." + "reason": "Different model families and different regressions." }, { - "left": "issue:44514", - "right": "issue:44521", + "left": "issue:29870", + "right": "issue:32090", "accept": false, - "reason": "Both touch apply_chat_template, but one is batched padding=False crash and the other is multimodal assistant_masks all-zero; different defects." + "reason": "BART generate UnboundLocalError is unrelated to the Trainer broadcast TypeError." }, { - "left": "issue:34689", - "right": "issue:35141", + "left": "issue:45290", + "right": "issue:45381", "accept": false, - "reason": "Llama 3.2 vision model loading regression and embedding reinit on resize are separate model-loading/weight-tie issues." + "reason": "Chat-template crash with tool calls is a different path from qwen2.5-vl video position-id bugs." }, { - "left": "issue:43819", - "right": "issue:44493", + "left": "issue:44464", + "right": "issue:46424", "accept": false, - "reason": "DAC latent/STE mismatch and unexpected position-id key warnings are unrelated." + "reason": "Compiled-forward chunked generation inconsistency is unrelated to cache max length handling." }, { - "left": "issue:39692", - "right": "issue:43526", + "left": "issue:43278", + "right": "issue:43329", "accept": false, - "reason": "SigLIP2 doc-example errors are unrelated to BEiT Fast label reduction." + "reason": "Evaluation dtype drift and multimodal token-count video-branch undefined references are unrelated." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, + "evaluator_result": { + "accept": false, + "feedback": "The overall clustering is plausible, but the duplicate claim is a bit too strong for the packet: issue:45310 and issue:45478 have identical titles, yet the packet does not explicitly confirm an exact duplicate relation. Please downgrade that to a more conservative \u2018likely duplicate\u2019/\u2018same issue family\u2019 unless you have direct linkage evidence. The other soft-edge rejections look conservative and grounded." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -9386,292 +10409,304 @@ "label": "issue", "component_index": 1, "component_count": 27, - "review_unit_index": 33, + "review_unit_index": 34, "review_unit_count": 65, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-529", - "nodes": [ - "issue:10000", - "issue:15354", - "issue:26413", - "issue:27957", - "issue:28218", + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:25251", "issue:29127", "issue:29870", "issue:29942", - "issue:31501", + "issue:30064", "issue:32090", + "issue:33290", "issue:33357", - "issue:34689", - "issue:35141", - "issue:38175", + "issue:34567", + "issue:37428", "issue:39692", + "issue:40444", + "issue:41720", + "issue:42175", "issue:42490", + "issue:43257", "issue:43278", - "issue:43329", - "issue:43550", - "issue:43575", - "issue:43606", + "issue:43299", + "issue:43381", + "issue:43526", "issue:43701", - "issue:43720", - "issue:43825", - "issue:44112", - "issue:44206", - "issue:44360", + "issue:43873", + "issue:43927", + "issue:43976", + "issue:44186", + "issue:44361", "issue:44448", - "issue:44464", - "issue:44493", + "issue:44466", + "issue:44530", "issue:44561", "issue:44779", - "issue:44857", - "issue:45072", - "issue:45083", - "issue:45127", - "issue:45245", + "issue:44855", + "issue:44871", + "issue:44977", + "issue:45198", + "issue:45229", "issue:45290", - "issue:45310", - "issue:45381", - "issue:45459", - "issue:45478", - "issue:45593", + "issue:45440", + "issue:45588", + "issue:45698", "issue:45823", - "issue:46234", - "issue:46424", - "issue:47000" + "issue:45920", + "issue:46192", + "issue:46399", + "issue:46421", + "issue:46655", + "issue:46858", + "issue:47276" ], "soft_pairs": [ - "issue:43606|issue:44857", - "issue:29127|issue:32090", - "issue:44206|issue:45823", - "issue:39692|issue:44493", - "issue:28218|issue:32090", - "issue:43278|issue:43825", - "issue:43720|issue:44112", - "issue:43701|issue:45083", - "issue:26413|issue:31501", - "issue:10000|issue:15354", - "issue:45310|issue:45478", - "issue:44448|issue:44779", - "issue:45127|issue:45245", - "issue:44360|issue:44561", - "issue:43550|issue:45083", - "issue:44857|issue:45072", - "issue:45459|issue:46234", - "issue:38175|issue:44493", - "issue:32090|issue:33357", - "issue:42490|issue:43575", - "issue:45593|issue:47000", - "issue:29942|issue:35141", - "issue:27957|issue:34689", - "issue:44464|issue:46424", - "issue:29870|issue:32090", - "issue:45290|issue:45381", - "issue:43278|issue:43329" + "issue:37428|issue:42175", + "issue:43257|issue:43299", + "issue:44448|issue:44977", + "issue:29870|issue:33290", + "issue:40444|issue:43526", + "issue:44855|issue:46399", + "issue:43278|issue:43381", + "issue:45290|issue:46655", + "issue:32090|issue:33290", + "issue:25251|issue:32090", + "issue:43927|issue:45698", + "issue:44977|issue:45229", + "issue:45920|issue:46192", + "issue:44561|issue:44779", + "issue:44530|issue:47276", + "issue:42490|issue:43873", + "issue:43873|issue:45229", + "issue:46421|issue:46858", + "issue:29127|issue:34567", + "issue:44871|issue:44977", + "issue:44448|issue:44466", + "issue:43381|issue:43701", + "issue:33357|issue:39692", + "issue:44186|issue:45198", + "issue:43976|issue:45440", + "issue:29942|issue:30064", + "issue:45588|issue:45823", + "issue:44361|issue:45198", + "issue:41720|issue:45229" ], - "prepared_review_unit_hash": "1a859d225922b21a3c3b8ff217d98eb75115a3e87d2d2dc6a08b71602be1ed38", + "prepared_review_unit_hash": "86b779e4c429e3be275fee9608729352a5d4f91e9c9b0d9edf07ab1b06e2ef1e", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011307, - "estimated_input_tokens": 252827, - "estimated_eval_tokens": 505910 + "serialized_chars": 1011285, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 27, - "serialized_chars": 35265, - "estimated_input_tokens": 8817, - "estimated_eval_tokens": 17890 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "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": "Most items are unrelated issue reports. The only clear duplicate is the pair about `transformers>=5.4.0, Qwen3.5 Moe from_pretrained error` (issues 45310 and 45478). No PRs are present.", - "confidence": 0.92, - "canonical_issue_reason": "Issue 45310 is the better canonical: it is the earlier report, has the fuller description, and 45478 appears to be the same Qwen3.5 MoE `from_pretrained` regression.", + "summary": "This set is a heterogeneous mix of unrelated bug reports across tokenizers, generation, training, quantization, cache, and packaging. None of the soft pairs look like the same underlying issue, so there is no safe duplicate collapse here.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 45310 is the strongest representative issue because it exactly matches its duplicate, is earlier, and provides the most complete context for the same bug.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43606", - "right": "issue:44857", + "left": "issue:37428", + "right": "issue:42175", "accept": false, - "reason": "Different bugs: CPU offload device mismatch vs float16 AMP CUDA crash in a detector loss." + "reason": "Different failures: a flash-attention import error vs missing TensorFlow backend in an installation extra." }, { - "left": "issue:29127", - "right": "issue:32090", + "left": "issue:43257", + "right": "issue:43299", "accept": false, - "reason": "Unrelated failures: LayoutLMv3 box-validation messaging vs Trainer `_gpu_broadcast_one` NoneType error." + "reason": "Both involve Qwen3 MoE loading, but one is an accelerate+deepspeed weight conversion issue and the other is a v5 regression for Qwen3VL MoE loading; not the same concrete bug." }, { - "left": "issue:44206", - "right": "issue:45823", + "left": "issue:44448", + "right": "issue:44977", "accept": false, - "reason": "Different model/path: unsupported `center` arg in LasrFeatureExtractor vs Gemma4 PLE device mismatch." + "reason": "Different model paths and symptoms: Pegasus output differences across versions vs Qwen3.5 flash-attention generation failure." }, { - "left": "issue:39692", - "right": "issue:44493", + "left": "issue:29870", + "right": "issue:33290", "accept": false, - "reason": "Different topics: SigLIP2 docs/model mismatch and quantization vs unexpected position-id key warnings." + "reason": "BART generate() UnboundLocalError is unrelated to deepspeed Adafactor OOM." }, { - "left": "issue:28218", - "right": "issue:32090", + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Different components and bugs: multi-image iterable dataset finetuning vs BeitImageProcessorFast label reduction." + }, + { + "left": "issue:44855", + "right": "issue:46399", "accept": false, - "reason": "Tokenizer spacing bug is unrelated to the Trainer broadcast NoneType error." + "reason": "Both hit Python 3.13-related import/script issues, but on different models and different root causes." }, { "left": "issue:43278", - "right": "issue:43825", + "right": "issue:43381", "accept": false, - "reason": "One is dtype drift in evaluation; the other is a pipeline v5 error message issue." + "reason": "Embedding dtype drift during eval is unrelated to gradient checkpointing being disallowed in eval mode." }, { - "left": "issue:43720", - "right": "issue:44112", + "left": "issue:45290", + "right": "issue:46655", "accept": false, - "reason": "Different CI issues: packed weights not unpacked during loading vs stale GraniteSpeech device override test." + "reason": "Chat template tool-call handling and SmolVLM video padding are separate code paths and bugs." }, { - "left": "issue:43701", - "right": "issue:45083", + "left": "issue:32090", + "right": "issue:33290", "accept": false, - "reason": "Checkpoint resume key mismatch is unrelated to Qwen3 Omni MoE feature-length handling." + "reason": "Trainer broadcast NoneType error is unrelated to Adafactor memory OOM." }, { - "left": "issue:26413", - "right": "issue:31501", + "left": "issue:25251", + "right": "issue:32090", "accept": false, - "reason": "Both relate to training startup, but the concrete failures are different and not the same underlying bug." + "reason": "Pipeline top_k nesting regression is unrelated to Trainer broadcast NoneType handling." }, { - "left": "issue:10000", - "right": "issue:15354", + "left": "issue:43927", + "right": "issue:45698", "accept": false, - "reason": "Completely different models and error classes: DistilBert issue vs TorchScript generator expression export failure." + "reason": "Both are save/load related, but one loses custom token IDs while the other loads the wrong custom module; different failure modes." }, { - "left": "issue:45310", - "right": "issue:45478", - "accept": true, - "reason": "Same title and same concrete regression: Qwen3.5 MoE `from_pretrained` fails on transformers>=5.4.0." + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Qwen3.5 flash-attention generation failure is unrelated to Gemma4 multi-GPU CUDA OOM." }, { - "left": "issue:44448", + "left": "issue:45920", + "right": "issue:46192", + "accept": false, + "reason": "Wrong token IDs from AutoTokenizer and ignored return_tensors handling are distinct tokenizer API bugs." + }, + { + "left": "issue:44561", "right": "issue:44779", "accept": false, - "reason": "Different regression reports: Pegasus output drift vs DeepSeek tokenizer behavior change." + "reason": "Removal of is_torch_fx_available breaking trust_remote_code is unrelated to Deepseek tokenizer output regression." }, { - "left": "issue:45127", - "right": "issue:45245", + "left": "issue:44530", + "right": "issue:47276", "accept": false, - "reason": "Unrelated problems: LoRA/vocab collapse vs category-count runtime limit." + "reason": "PagedAttentionCache crash and a misleading synced_gpus warning are different problems." }, { - "left": "issue:44360", - "right": "issue:44561", + "left": "issue:42490", + "right": "issue:43873", "accept": false, - "reason": "Different code paths: DSA indexer ReLU discussion vs removal of `is_torch_fx_available` breaking remote-code models." + "reason": "Local-path import warning and quantization offloading behavior are unrelated." }, { - "left": "issue:43550", - "right": "issue:45083", + "left": "issue:43873", + "right": "issue:45229", "accept": false, - "reason": "Different failures: Bamba SDPA/torch.compile bug vs Qwen3 Omni MoE output-length helper behavior." + "reason": "Quantization offloading issue is unrelated to Gemma4 multi-GPU OOM." }, { - "left": "issue:44857", - "right": "issue:45072", + "left": "issue:46421", + "right": "issue:46858", "accept": false, - "reason": "Both mention dtype/device issues, but they affect different models and code paths; not the same bug." + "reason": "Both involve cache behavior, but one is recompilation from lazy init and the other is device-tensor seq length breaking slice arithmetic." }, { - "left": "issue:45459", - "right": "issue:46234", + "left": "issue:29127", + "right": "issue:34567", "accept": false, - "reason": "Tokenizer error masking with protobuf missing is unrelated to a missing import utility symbol." + "reason": "LayoutLMv3 error message clarity and TrainerState token counting are unrelated." }, { - "left": "issue:38175", - "right": "issue:44493", + "left": "issue:44871", + "right": "issue:44977", "accept": false, - "reason": "Different symptoms and subsystems: zero probabilities in SigLIP2 vs unexpected position-id keys." + "reason": "Gemma eos_token_id config mismatch is unrelated to Qwen3.5 flash-attention generation failure." }, { - "left": "issue:32090", - "right": "issue:33357", + "left": "issue:44448", + "right": "issue:44466", "accept": false, - "reason": "Trainer broadcast NoneType error is unrelated to the MacOS CLIP bus error." + "reason": "Pegasus v4/v5 output differences and lm_head serialization inconsistency are separate model-behavior bugs." }, { - "left": "issue:42490", - "right": "issue:43575", + "left": "issue:43381", + "right": "issue:43701", "accept": false, - "reason": "Local-path import warning and tensor-parallel OOM are unrelated." + "reason": "Gradient checkpointing in eval mode and resume_from_checkpoint key mismatch are different training-state issues." }, { - "left": "issue:45593", - "right": "issue:47000", + "left": "issue:33357", + "right": "issue:39692", "accept": false, - "reason": "Both are detection-loss related, but they describe different failures and likely different fixes." + "reason": "MacOS CLIP bus error and SigLIP2 documentation errors are unrelated." }, { - "left": "issue:29942", - "right": "issue:35141", + "left": "issue:44186", + "right": "issue:45198", "accept": false, - "reason": "Flash Attention test failures are unrelated to embedding reinitialization on resize." + "reason": "LayoutLMv2 tokenizer crashes and Wav2Vec2 save/tokenization failures are unrelated." }, { - "left": "issue:27957", - "right": "issue:34689", + "left": "issue:43976", + "right": "issue:45440", "accept": false, - "reason": "Different models and failure modes: XLMRoberta Flash Attention 2 vs Llama 3.2 90B Vision load breakage." + "reason": "Python version compatibility issue is unrelated to DeepseekV3MoE implementation divergence." }, { - "left": "issue:44464", - "right": "issue:46424", + "left": "issue:29942", + "right": "issue:30064", "accept": false, - "reason": "Chunked generation inconsistency is not the same as cache max length being honored only for quantized cache." + "reason": "Flash Attention 2 test failures and void segmentation map processing are unrelated." }, { - "left": "issue:29870", - "right": "issue:32090", + "left": "issue:45588", + "right": "issue:45823", "accept": false, - "reason": "Bart generate UnboundLocalError is a different bug from `_gpu_broadcast_one` NoneType passed by Trainer." + "reason": "flash_attention.py s_aux=None crash and Gemma4 device mismatch are different code paths." }, { - "left": "issue:45290", - "right": "issue:45381", + "left": "issue:44361", + "right": "issue:45198", "accept": false, - "reason": "Chat template tool-call crash and Qwen2.5-VL video position-id bug are different behaviors." + "reason": "MLukeTokenizer AttributeError and Wav2Vec2 save/tokenization fail are unrelated." }, { - "left": "issue:43278", - "right": "issue:43329", + "left": "issue:41720", + "right": "issue:45229", "accept": false, - "reason": "Evaluation dtype drift is unrelated to undefined video-branch helpers in multimodal token counting." - } - ] - }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: all items are issues, not PRs, and the only clearly duplicate pair is 45310/45478 with the exact same title and same Qwen3.5 MoE from_pretrained regression. The soft-edge rejections are conservative and generally justified by differing titles/symptoms. No obvious overstatement found." + "reason": "Qwen3 auto device-map cuda assert and Gemma4 multi-GPU OOM are distinct runtime failures." + } + ] }, - "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 }, @@ -9679,7 +10714,7 @@ "label": "issue", "component_index": 1, "component_count": 27, - "review_unit_index": 34, + "review_unit_index": 35, "review_unit_count": 65, "status": "reviewed", "reason": null, @@ -9688,288 +10723,295 @@ "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-529", "nodes": [ - "issue:25251", "issue:29127", "issue:29870", - "issue:29942", - "issue:30064", - "issue:32090", - "issue:33290", "issue:33357", - "issue:34567", - "issue:37428", - "issue:39692", - "issue:40444", - "issue:41720", - "issue:42175", + "issue:34689", + "issue:35141", "issue:42490", - "issue:43257", + "issue:42915", + "issue:42994", + "issue:43065", "issue:43278", - "issue:43299", + "issue:43334", "issue:43381", + "issue:43412", + "issue:43421", "issue:43526", + "issue:43531", + "issue:43575", + "issue:43611", + "issue:43653", "issue:43701", - "issue:43873", - "issue:43927", - "issue:43976", - "issue:44186", - "issue:44361", - "issue:44448", - "issue:44466", - "issue:44530", - "issue:44561", - "issue:44779", - "issue:44855", - "issue:44871", + "issue:43756", + "issue:43994", + "issue:44077", + "issue:44206", + "issue:44265", + "issue:44387", + "issue:44442", + "issue:44479", + "issue:44568", + "issue:44743", "issue:44977", "issue:45198", - "issue:45229", - "issue:45290", + "issue:45372", + "issue:45406", + "issue:45412", "issue:45440", + "issue:45459", + "issue:45491", + "issue:45563", "issue:45588", - "issue:45698", - "issue:45823", - "issue:45920", - "issue:46192", - "issue:46399", - "issue:46421", - "issue:46655", - "issue:46858", + "issue:45593", + "issue:45712", + "issue:45803", + "issue:46121", + "issue:46693", + "issue:46701", + "issue:47217", "issue:47276" ], "soft_pairs": [ - "issue:37428|issue:42175", - "issue:43257|issue:43299", - "issue:44448|issue:44977", - "issue:40444|issue:43526", - "issue:44855|issue:46399", - "issue:29870|issue:33290", - "issue:43278|issue:43381", - "issue:45290|issue:46655", - "issue:43927|issue:45698", - "issue:32090|issue:33290", - "issue:25251|issue:32090", - "issue:44977|issue:45229", - "issue:45920|issue:46192", - "issue:44530|issue:47276", - "issue:44561|issue:44779", - "issue:42490|issue:43873", - "issue:43873|issue:45229", - "issue:46421|issue:46858", - "issue:44871|issue:44977", - "issue:29127|issue:34567", - "issue:44448|issue:44466", - "issue:43381|issue:43701", - "issue:33357|issue:39692", - "issue:44186|issue:45198", - "issue:43976|issue:45440", - "issue:29942|issue:30064", - "issue:45588|issue:45823", - "issue:44361|issue:45198", - "issue:41720|issue:45229" + "issue:43278|issue:43575", + "issue:43611|issue:46121", + "issue:44206|issue:44479", + "issue:45198|issue:45803", + "issue:44568|issue:45491", + "issue:43412|issue:45588", + "issue:29870|issue:34689", + "issue:44077|issue:47276", + "issue:43756|issue:45440", + "issue:44977|issue:45563", + "issue:43653|issue:44743", + "issue:43653|issue:44442", + "issue:44265|issue:45198", + "issue:42915|issue:42994", + "issue:43065|issue:43994", + "issue:43575|issue:43701", + "issue:29127|issue:33357", + "issue:45491|issue:46693", + "issue:43065|issue:45412", + "issue:42490|issue:43381", + "issue:43994|issue:45412", + "issue:29127|issue:35141", + "issue:45372|issue:45588", + "issue:43575|issue:44387", + "issue:45440|issue:45593", + "issue:43526|issue:47217", + "issue:45406|issue:46701", + "issue:45459|issue:45712", + "issue:43421|issue:45491", + "issue:43334|issue:43531" ], - "prepared_review_unit_hash": "3e07dfa865a0e5a9c815d706c336cca3a93e0dcdfdb1d7e55a8b04dc38cd2af7", + "prepared_review_unit_hash": "eff2f0d96337a28e0ac7eca24fa635da6d043ee4d4049f670ea1fdfa998d8b4a", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011307, - "estimated_input_tokens": 252827, - "estimated_eval_tokens": 505910 + "serialized_chars": 1011285, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36590, - "estimated_input_tokens": 9148, - "estimated_eval_tokens": 18552 + "soft_pair_count": 30, + "serialized_chars": 36992, + "estimated_input_tokens": 9248, + "estimated_eval_tokens": 18752 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly heterogeneous issue reports rather than a single duplicate cluster. The soft links are largely superficial; none look like strong same-bug duplicates under a strict triage standard. If one issue must represent the group, issue:45920 is the broadest, clearest regression report.", - "confidence": 0.88, - "canonical_issue_reason": "issue:45920 is the most representative single issue here: it has the widest scope, clear regression framing, and impacts multiple models, making it the best stand-in among otherwise unrelated reports.", + "summary": "Loose cluster of mostly unrelated Transformers bug reports across loading, tokenization, generation, export, quantization, and warnings. None of the soft pairs look like the same underlying defect, so no duplicate merges are warranted.", + "confidence": 0.91, + "canonical_issue_reason": "issue:46693 is the most central, high-signal report in this loose set: it has the most discussion/inbound references and describes a concrete, user-facing generation regression.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45920 is the best overall issue candidate because it describes a concrete, user-facing v5 regression with broad impact and good repro coverage.", + "best_issue_reason": "issue:46693 is the best representative issue because it is well-scoped, broadly impactful, and clearly framed as a real regression rather than a peripheral symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:37428", - "right": "issue:42175", + "left": "issue:43278", + "right": "issue:43575", "accept": false, - "reason": "Different problems: a missing flash-attention helper import vs TensorFlow being absent from a torch-only install." + "reason": "Different bugs: embedding dtype drift in eval vs tensor-parallel OOM on model load." }, { - "left": "issue:43257", - "right": "issue:43299", + "left": "issue:43611", + "right": "issue:46121", "accept": false, - "reason": "Both concern Qwen MOE loading, but they target different model variants and failure modes; not the same concrete bug." + "reason": "Unrelated failures: base_model_prefix loading regression vs rope-validation TypeError on a JSON-loaded list." }, { - "left": "issue:44448", - "right": "issue:44977", + "left": "issue:44206", + "right": "issue:44479", "accept": false, - "reason": "Pegasus output regression and Qwen3.5 flash-attention generation failure are unrelated code paths and symptoms." + "reason": "Different code paths and symptoms: unsupported feature-extractor arg vs VL video-input regression across Qwen models." }, { - "left": "issue:40444", - "right": "issue:43526", + "left": "issue:45198", + "right": "issue:45803", "accept": false, - "reason": "Qwen2.5-VL iterable dataset/multi-image failure is unrelated to BeitImageProcessorFast label reduction." + "reason": "Wav2Vec2 save/tokenization failure is not the same as a bare-except bug in Fuyu tensor conversion." }, { - "left": "issue:44855", - "right": "issue:46399", + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer special-token insertion bug and Gemma3 NaN embeddings are separate problems." + }, + { + "left": "issue:43412", + "right": "issue:45588", "accept": false, - "reason": "Python 3.13 import parsing issue in DebertaV2 vs a Qwen3.5 kernel registration/decorator problem; different bugs." + "reason": "Executorch export guard/erfinv issue is unrelated to flash-attention's s_aux=None crash." }, { "left": "issue:29870", - "right": "issue:33290", + "right": "issue:34689", "accept": false, - "reason": "BART generate() unbound local error and Adafactor+DeepSpeed OOM are unrelated failures." + "reason": "BART generate UnboundLocalError and Llama 3.2 Vision loading breakage affect different paths." }, { - "left": "issue:43278", - "right": "issue:43381", + "left": "issue:44077", + "right": "issue:47276", "accept": false, - "reason": "Training/eval dtype drift is unrelated to gradient checkpointing being disallowed in eval mode." + "reason": "PatchTSMixer post_init policy and a stale synced_gpus warning are not the same bug." }, { - "left": "issue:45290", - "right": "issue:46655", + "left": "issue:43756", + "right": "issue:45440", "accept": false, - "reason": "Chat template crash with tool calls is a different path from SmolVLM video padding calculation." + "reason": "Smollm3 RoPE-layer misconfiguration and DeepseekV3MoE divergence are different model-specific defects." }, { - "left": "issue:43927", - "right": "issue:45698", + "left": "issue:44977", + "right": "issue:45563", "accept": false, - "reason": "Both are save/load related, but one is custom token IDs being lost and the other is wrong custom module loading; different root causes." + "reason": "Flash-attention generation breakage is unrelated to a stale num_return_sequences warning." }, { - "left": "issue:32090", - "right": "issue:33290", + "left": "issue:43653", + "right": "issue:44743", "accept": false, - "reason": "Trainer broadcast NoneType error is not the same as an OOM during Adafactor+DeepSpeed." + "reason": "BigBirdTokenizer special-token registration and Qwen3.5 recurrent-state reset are unrelated." }, { - "left": "issue:25251", - "right": "issue:32090", + "left": "issue:43653", + "right": "issue:44442", "accept": false, - "reason": "Pipeline top_k nesting behavior and Trainer broadcast failure are unrelated subsystems." + "reason": "Tokenizer special-token bug vs AutoTokenizer loading failure for FastSpeech2ConformerTokenizer." }, { - "left": "issue:44977", - "right": "issue:45229", + "left": "issue:44265", + "right": "issue:45198", "accept": false, - "reason": "Flash-attention generation bug and Gemma4 multi-GPU OOM are distinct issues." + "reason": "torch.export failure on torch_compilable_check is unrelated to Wav2Vec2 save/tokenization errors." }, { - "left": "issue:45920", - "right": "issue:46192", + "left": "issue:42915", + "right": "issue:42994", "accept": false, - "reason": "Token-ID regression across models and return_tensors being ignored are different API bugs." + "reason": "FineGrainedFP8Config failure and quantized model saving failure are different quantization bugs." }, { - "left": "issue:44530", - "right": "issue:47276", + "left": "issue:43065", + "right": "issue:43994", "accept": false, - "reason": "PagedAttentionCache crash and a misleading warning message are not the same bug." + "reason": "Dummy Conv2d cleanup in Sam3PixelDecoder does not match a Siglip2 incorrect-output issue." }, { - "left": "issue:44561", - "right": "issue:44779", + "left": "issue:43575", + "right": "issue:43701", "accept": false, - "reason": "Removal of a helper breaking trust_remote_code models is unrelated to DeepSeek tokenizer output drift." + "reason": "Tensor-parallel OOM on load and resume_from_checkpoint key mismatch are distinct issues." }, { - "left": "issue:42490", - "right": "issue:43873", + "left": "issue:29127", + "right": "issue:33357", "accept": false, - "reason": "Import warning on trailing slash path is unrelated to quantization/offloading behavior." + "reason": "LayoutLMv3 error-message clarity and MacOS CLIP bus error are unrelated." }, { - "left": "issue:43873", - "right": "issue:45229", + "left": "issue:45491", + "right": "issue:46693", "accept": false, - "reason": "Quantization offloading behavior and Gemma4 OOM are different failure modes and code paths." + "reason": "Gemma3 NaNs in sliding-window attention and FA2 long-context performance regression are different bugs." }, { - "left": "issue:46421", - "right": "issue:46858", + "left": "issue:43065", + "right": "issue:45412", "accept": false, - "reason": "Both involve cache/prefill, but one is recompilation from lazy init and the other is a device-tensor arithmetic bug; not mergeable as one fix." + "reason": "Dummy pixel-decoder layer cleanup is unrelated to RT-DETR memory not being released." }, { - "left": "issue:44871", - "right": "issue:44977", + "left": "issue:42490", + "right": "issue:43381", "accept": false, - "reason": "Gemma eos_token_id inconsistency is unrelated to Qwen3.5 flash-attention generation failure." + "reason": "Import-warning behavior for trailing slashes and gradient-checkpointing-in-eval are separate problems." }, { - "left": "issue:29127", - "right": "issue:34567", + "left": "issue:43994", + "right": "issue:45412", "accept": false, - "reason": "LayoutLMv3 error messaging and TrainerState token counting are unrelated." + "reason": "Incorrect Siglip2 outputs and RT-DETR GC/memory retention are not the same defect." }, { - "left": "issue:44448", - "right": "issue:44466", + "left": "issue:29127", + "right": "issue:35141", "accept": false, - "reason": "Different bugs: model output mismatch vs serialization of tied weights depending on device." + "reason": "LayoutLMv3 box-information error messaging is unrelated to embedding reinitialization after resize." }, { - "left": "issue:43381", - "right": "issue:43701", + "left": "issue:45372", + "right": "issue:45588", "accept": false, - "reason": "Eval-mode gradient checkpointing restriction and resume checkpoint key mismatch are unrelated." + "reason": "Gemma 4 processor loading import error and flash_attention s_aux=None crash are different root causes." }, { - "left": "issue:33357", - "right": "issue:39692", + "left": "issue:43575", + "right": "issue:44387", "accept": false, - "reason": "MacOS CLIP bus error and SigLIP2 docs-example errors are distinct issues." + "reason": "Model load OOM on tensor parallelism is distinct from an int4 CUDA reserved-memory regression." }, { - "left": "issue:44186", - "right": "issue:45198", + "left": "issue:45440", + "right": "issue:45593", "accept": false, - "reason": "LayoutLMv2 tokenizer crash and Wav2Vec2 save/tokenization failure are unrelated." + "reason": "DeepseekV3MoE divergence and D-FINE auxiliary-loss behavior are unrelated model bugs." }, { - "left": "issue:43976", - "right": "issue:45440", + "left": "issue:43526", + "right": "issue:47217", "accept": false, - "reason": "Python version compatibility regression and DeepSeekV3MoE implementation divergence are not the same bug." + "reason": "BeitImageProcessorFast reduce_labels bug is unrelated to VL failures when the image placeholder appears in user text." }, { - "left": "issue:29942", - "right": "issue:30064", + "left": "issue:45406", + "right": "issue:46701", "accept": false, - "reason": "Flash Attention 2 test failures and void-segmentation-map processing are different areas." + "reason": "Gemma4Processor missing _tokenizer in serve and DiffusionGemma pipeline failure are different code paths." }, { - "left": "issue:45588", - "right": "issue:45823", + "left": "issue:45459", + "right": "issue:45712", "accept": false, - "reason": "Flash-attention s_aux handling and Gemma4 device-map mismatch are unrelated runtime failures." + "reason": "Tokenizer exception masking and leftover dummy classes are unrelated maintenance vs error-handling issues." }, { - "left": "issue:44361", - "right": "issue:45198", + "left": "issue:43421", + "right": "issue:45491", "accept": false, - "reason": "MLukeTokenizer AttributeError and Wav2Vec2 save/tokenization failure are different tokenizer bugs." + "reason": "Runtime post-processor updates and Gemma3 NaN embeddings are not the same bug." }, { - "left": "issue:41720", - "right": "issue:45229", + "left": "issue:43334", + "right": "issue:43531", "accept": false, - "reason": "Qwen3 auto device-mapping assert and Gemma4 multi-GPU OOM are not the same underlying problem." + "reason": "Qwen3-VL pad_token_id attribute error and Qwen3-MoE sliding_window behavior are separate model issues." } ] }, @@ -9980,129 +11022,6 @@ "error_kind": null, "error_message": null }, - { - "label": "issue", - "component_index": 1, - "component_count": 27, - "review_unit_index": 35, - "review_unit_count": 65, - "status": "error", - "reason": null, - "source": "llm", - "cache_hit": false, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-529", - "nodes": [ - "issue:29127", - "issue:29870", - "issue:33357", - "issue:34689", - "issue:35141", - "issue:42490", - "issue:42915", - "issue:42994", - "issue:43065", - "issue:43278", - "issue:43334", - "issue:43381", - "issue:43412", - "issue:43421", - "issue:43526", - "issue:43531", - "issue:43575", - "issue:43611", - "issue:43653", - "issue:43701", - "issue:43756", - "issue:43994", - "issue:44077", - "issue:44206", - "issue:44265", - "issue:44387", - "issue:44442", - "issue:44479", - "issue:44568", - "issue:44743", - "issue:44977", - "issue:45198", - "issue:45372", - "issue:45406", - "issue:45412", - "issue:45440", - "issue:45459", - "issue:45491", - "issue:45563", - "issue:45588", - "issue:45593", - "issue:45712", - "issue:45803", - "issue:46121", - "issue:46693", - "issue:46701", - "issue:47217", - "issue:47276" - ], - "soft_pairs": [ - "issue:43278|issue:43575", - "issue:43611|issue:46121", - "issue:44568|issue:45491", - "issue:44206|issue:44479", - "issue:45198|issue:45803", - "issue:43412|issue:45588", - "issue:43756|issue:45440", - "issue:29870|issue:34689", - "issue:44077|issue:47276", - "issue:44977|issue:45563", - "issue:43653|issue:44743", - "issue:43653|issue:44442", - "issue:44265|issue:45198", - "issue:42915|issue:42994", - "issue:43065|issue:43994", - "issue:45491|issue:46693", - "issue:43065|issue:45412", - "issue:43575|issue:43701", - "issue:29127|issue:33357", - "issue:42490|issue:43381", - "issue:43994|issue:45412", - "issue:45372|issue:45588", - "issue:45440|issue:45593", - "issue:29127|issue:35141", - "issue:43575|issue:44387", - "issue:45406|issue:46701", - "issue:43526|issue:47217", - "issue:45459|issue:45712", - "issue:43421|issue:45491", - "issue:43334|issue:43531" - ], - "prepared_review_unit_hash": "a38d44b21019753ad4ad9d58991866ae4ce4058287f204648fb52ec3286c0d6f", - "component_budget": { - "node_count": 529, - "item_count": 529, - "soft_pair_count": 1951, - "serialized_chars": 1011307, - "estimated_input_tokens": 252827, - "estimated_eval_tokens": 505910 - }, - "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36990, - "estimated_input_tokens": 9248, - "estimated_eval_tokens": 18752 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": true, - "analyst_result": null, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, - "error_kind": null, - "error_message": null - }, { "label": "issue", "component_index": 1, @@ -10166,49 +11085,49 @@ "issue:47312" ], "soft_pairs": [ - "issue:45250|issue:46640", "issue:44442|issue:45072", - "issue:45372|issue:45406", "issue:44625|issue:45584", + "issue:45372|issue:45406", + "issue:45250|issue:46640", "issue:45412|issue:46369", "issue:45245|issue:45563", "issue:43066|issue:44462", "issue:45372|issue:45459", "issue:43526|issue:45834", "issue:43526|issue:46693", - "issue:43994|issue:46369", - "issue:43824|issue:44279", "issue:27957|issue:33290", + "issue:43994|issue:46369", "issue:27957|issue:29127", + "issue:43824|issue:44279", "issue:33290|issue:34689", "issue:33290|issue:35141", - "issue:42915|issue:43931", "issue:43381|issue:43873", + "issue:42915|issue:43931", "issue:44857|issue:45588", "issue:45588|issue:46821", - "issue:46121|issue:46399", "issue:44514|issue:45381", - "issue:43316|issue:47312", + "issue:46121|issue:46399", "issue:43646|issue:44077", - "issue:45325|issue:46697", - "issue:43761|issue:45859", + "issue:43316|issue:47312", "issue:43262|issue:44206", - "issue:44442|issue:44898" + "issue:43761|issue:45859", + "issue:44442|issue:44898", + "issue:45325|issue:46697" ], - "prepared_review_unit_hash": "ecc0d6ac0f6b953f375eecd12f6ac4c90dd5e3b9393086774b9f7488b9d68453", + "prepared_review_unit_hash": "bc2452fc20aa31a62c2b5bf712945f01aae34a9e4e069ea4fa172d44de599011", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011307, - "estimated_input_tokens": 252827, - "estimated_eval_tokens": 505910 + "serialized_chars": 1011285, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 35907, + "serialized_chars": 35905, "estimated_input_tokens": 8977, "estimated_eval_tokens": 18210 }, @@ -10217,180 +11136,180 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft pair looks like a true duplicate; the cluster is heterogeneous and most pairs only share a broad subsystem or keyword.", - "confidence": 0.92, - "canonical_issue_reason": "issue:46693 is the best representative issue here: it is the most concrete and reproducible Flash Attention 2 report, while the nearby FA2 titles are too vague or refer to different problems.", + "summary": "This cluster is mostly heterogeneous: the soft pairs share broad subsystem keywords (Qwen, tokenizer, Flash Attention, vision, offloading), but not the same concrete bug or mergeable fix. I rejected all soft edges and picked the most active unresolved issue as the anchor only by triage usefulness, not true duplication.", + "confidence": 0.96, + "canonical_issue_reason": "issue:43873 is the most active open report in the set, with the highest discussion and inbound-reference footprint, so it is the best anchor if one issue must represent this mixed cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:46693 has the clearest symptom, version context, and likely code-path impact, making it the strongest issue to anchor this set.", + "best_issue_reason": "issue:43873 is the strongest global issue candidate because it is still open and has the most evidence and follow-up activity, even though the surrounding items are not true duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45250", - "right": "issue:46640", + "left": "issue:44442", + "right": "issue:45072", "accept": false, - "reason": "Both mention Flash Attention 2, but the titles are generic and do not indicate the same concrete bug or code path." + "reason": "Different failures: tokenizer loading vs dtype mismatch in bfloat16 inference. Same broad library, not the same bug." }, { - "left": "issue:44442", - "right": "issue:45072", + "left": "issue:44625", + "right": "issue:45584", "accept": false, - "reason": "Different failures in unrelated areas: tokenizer loading vs bfloat16 dtype mismatches." + "reason": "Unrelated code paths: label propagation in Qwen3.5 config vs Whisper empty-transcription generation failure." }, { "left": "issue:45372", "right": "issue:45406", "accept": false, - "reason": "Both involve Gemma 4, but one is an import/dependency error and the other is a missing processor attribute; different bugs." + "reason": "Both involve Gemma 4, but one is an import/version break and the other is a processor attribute crash; not the same concrete fix." }, { - "left": "issue:44625", - "right": "issue:45584", + "left": "issue:45250", + "right": "issue:46640", "accept": false, - "reason": "Unrelated model families and symptoms; num_labels propagation is not the same as Whisper empty-transcription handling." + "reason": "Too generic to merge safely; both mention Flash Attention 2, but no evidence they describe the same concrete bug." }, { "left": "issue:45412", "right": "issue:46369", "accept": false, - "reason": "Both are memory-related, but they affect different models and appear to stem from different causes." + "reason": "Different memory problems in different models: RT-DETR deletion/leak vs SAM3 litetext overflow." }, { "left": "issue:45245", "right": "issue:45563", "accept": false, - "reason": "A category-limit runtime error is unrelated to a stale generation warning." + "reason": "Category cardinality error and a stale warning in paged generation are unrelated." }, { "left": "issue:43066", "right": "issue:44462", "accept": false, - "reason": "Both concern tokenizers, but one is a decoder-type regression and the other is ignoring tokenizer.json; not the same bug." + "reason": "Both tokenizer-related, but one is decoder-type handling in v5 and the other is ignoring tokenizer.json; different fixes." }, { "left": "issue:45372", "right": "issue:45459", "accept": false, - "reason": "One is a Gemma processor import failure; the other is tokenizer exception masking when protobuf is absent." + "reason": "Gemma 4 processor import failure is unrelated to protobuf error masking in tokenizer exception handling." }, { "left": "issue:43526", "right": "issue:45834", "accept": false, - "reason": "BeitImageProcessorFast label reduction and Kosmos2.5 OCR index errors are different image-processing bugs." + "reason": "Different processors and symptoms: Beit label reduction vs Kosmos2.5 OCR long-input indexing." }, { "left": "issue:43526", "right": "issue:46693", "accept": false, - "reason": "Different features and failure modes; no shared code-path bug." + "reason": "Image label handling and Flash Attention long-context performance are unrelated." }, { - "left": "issue:43994", - "right": "issue:46369", + "left": "issue:27957", + "right": "issue:33290", "accept": false, - "reason": "Different models and symptoms: incorrect outputs vs memory overflow." + "reason": "XLMRoberta Flash Attention support and Adafactor+DeepSpeed OOM are different issues." }, { - "left": "issue:43824", - "right": "issue:44279", + "left": "issue:43994", + "right": "issue:46369", "accept": false, - "reason": "An import error for a specific class is not the same as a generic dependency issue." + "reason": "Siglip2 AutoModel/pipeline output issue is unrelated to SAM3 litetext memory overflow." }, { "left": "issue:27957", - "right": "issue:33290", + "right": "issue:29127", "accept": false, - "reason": "Flash Attention 2 and DeepSpeed Adafactor OOM are unrelated issues." + "reason": "Flash Attention support and LayoutLMv3 error messaging are unrelated." }, { - "left": "issue:27957", - "right": "issue:29127", + "left": "issue:43824", + "right": "issue:44279", "accept": false, - "reason": "Different model/features and different failure types; no same underlying bug." + "reason": "Importing Qwen2_5_VLForConditionalGeneration is not the same as a generic dependency issue." }, { "left": "issue:33290", "right": "issue:34689", "accept": false, - "reason": "OOM in optimizer use and Llama model-loading breakage are unrelated." + "reason": "OOM with Adafactor/DeepSpeed and a Llama 3.2 Vision model-loading regression are not the same bug." }, { "left": "issue:33290", "right": "issue:35141", "accept": false, - "reason": "Different code paths: optimizer memory usage vs embedding resize/post_init reinitialization." + "reason": "Optimizer OOM and token-embedding reinitialization are separate problems." }, { - "left": "issue:42915", - "right": "issue:43931", + "left": "issue:43381", + "right": "issue:43873", "accept": false, - "reason": "Qwen3Moe FP8 configuration failure is not the same as Qwen3-VL weight-shape mismatch." + "reason": "Gradient checkpointing in eval mode is unrelated to quantization/offloading behavior." }, { - "left": "issue:43381", - "right": "issue:43873", + "left": "issue:42915", + "right": "issue:43931", "accept": false, - "reason": "Gradient checkpointing in eval mode and quantization offloading are separate behaviors." + "reason": "Qwen3Moe FP8 failure and Qwen3-VL weight-shape mismatch are different model-loading issues." }, { "left": "issue:44857", "right": "issue:45588", "accept": false, - "reason": "Different subsystems and errors: AMP loss crash vs flash-attention auxiliary-state attribute error." + "reason": "LwDetr AMP/CUDA crash and flash-attention sinkless-model AttributeError are unrelated." }, { "left": "issue:45588", "right": "issue:46821", "accept": false, - "reason": "Different models and bugs; sink-less flash-attention state handling is unrelated to TimesFM window_size." - }, - { - "left": "issue:46121", - "right": "issue:46399", - "accept": false, - "reason": "Rope-validation list handling and missing kernel registration decorator are different failures." + "reason": "Flash-attention sink auxiliary handling and TimesFM window_size AttributeError are different code paths." }, { "left": "issue:44514", "right": "issue:45381", "accept": false, - "reason": "Both are Qwen2.5-VL, but one is batched apply_chat_template padding behavior and the other is video rope position IDs." + "reason": "Both are Qwen2.5-VL, but one crashes on batched chat templates and the other has wrong video position IDs; different bugs." }, { - "left": "issue:43316", - "right": "issue:47312", + "left": "issue:46121", + "right": "issue:46399", "accept": false, - "reason": "Gemma3TextConfig API mismatch is unrelated to kernel version incompatibility." + "reason": "Rope-parameter validation TypeError and missing decorator registration for apply_rotary_pos_emb are not the same fix." }, { "left": "issue:43646", "right": "issue:44077", "accept": false, - "reason": "A broad custom-model-init regression is not the same as patchtsmixer's post_init policy issue." + "reason": "Generic custom model initialization breakage and patchtsmixer post_init policy are not identical." }, { - "left": "issue:45325", - "right": "issue:46697", + "left": "issue:43316", + "right": "issue:47312", "accept": false, - "reason": "Qwen2.5-VL rope scaling and Swin2SR padding are unrelated." + "reason": "Gemma3TextConfig API discrepancy is not the same as kernel-version incompatibility." }, { - "left": "issue:43761", - "right": "issue:45859", + "left": "issue:43262", + "right": "issue:44206", "accept": false, - "reason": "Different model families and different failures: hidden_states omission vs CPU offload incompatibility." + "reason": "Audio processor chat-template sampling-rate default and LastFeatureExtractor center-arg crash are unrelated." }, { - "left": "issue:43262", - "right": "issue:44206", + "left": "issue:43761", + "right": "issue:45859", "accept": false, - "reason": "Audio chat-template sampling-rate defaults and a feature-extractor center-arg crash are different bugs." + "reason": "CLIPVision hidden_states regression and Qwen3_5Moe CPU-offload rotary embedding incompatibility are different bugs." }, { "left": "issue:44442", "right": "issue:44898", "accept": false, - "reason": "FastSpeech2 tokenizer loading and Perceiver interpolation behavior are unrelated." + "reason": "FastSpeech2 tokenizer loading and Perceiver interpolation failure are unrelated." + }, + { + "left": "issue:45325", + "right": "issue:46697", + "accept": false, + "reason": "Qwen2.5-VL rope indexing and Swin2SR over-padding are different image/video preprocessing bugs." } ] }, @@ -10418,6 +11337,7 @@ "issue:27957", "issue:28282", "issue:29870", + "issue:32090", "issue:42175", "issue:42490", "issue:42617", @@ -10469,218 +11389,225 @@ "issue:42175|issue:46234", "issue:42490|issue:44743", "issue:44077|issue:44479", - "issue:43873|issue:44871", "issue:27957|issue:29870", - "issue:44062|issue:45907", + "issue:43873|issue:44871", "issue:43493|issue:43827", + "issue:44062|issue:45907", + "issue:43643|issue:44913", "issue:44964|issue:45440", "issue:43316|issue:45759", - "issue:43643|issue:44913", "issue:43316|issue:43525", - "issue:43749|issue:43931", "issue:25251|issue:28282", + "issue:43749|issue:43931", "issue:44987|issue:46178", "issue:44855|issue:45137", + "issue:42617|issue:43575", "issue:43550|issue:43701", "issue:43931|issue:45216", - "issue:42617|issue:43575", "issue:44190|issue:44496", "issue:43701|issue:46506", "issue:43761|issue:44079", "issue:43606|issue:43701", "issue:43575|issue:43742", - "issue:44442|issue:45803" + "issue:44442|issue:45803", + "issue:27957|issue:32090" ], - "prepared_review_unit_hash": "7c51d46801c4bfebe039ea550158fec7aa4702b190e046a58ce15075d4693607", + "prepared_review_unit_hash": "8ce45d4d7948d23e8354f22d2df0165853133ef4496e21f36f04607d8b383aa6", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011307, - "estimated_input_tokens": 252827, - "estimated_eval_tokens": 505910 + "serialized_chars": 1011285, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 27, - "serialized_chars": 35254, - "estimated_input_tokens": 8814, - "estimated_eval_tokens": 17884 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36159, + "estimated_input_tokens": 9040, + "estimated_eval_tokens": 18336 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: the items span unrelated loading, config, generation, quantization, and docs issues across many models. I found no convincing duplicate pairs; all soft edges should be rejected.", - "confidence": 0.94, - "canonical_issue_reason": "No single duplicate cluster exists here. If one issue must serve as the anchor, issue 43749 is the closest because it has the strongest engagement and is a broad loading/regression report, but it is still not representative of the rest.", + "summary": "These issues are mostly unrelated transformer bugs, regressions, and model-specific loading failures. None of the soft pairs look like the same underlying bug/change, so all soft edges are rejected. The best representative issue is the broad, still-active offloading/quantization report (43873), but there is no strong duplicate canonical in this set.", + "confidence": 0.84, + "canonical_issue_reason": "No clear duplicate cluster emerges from these titles; if one issue must anchor the set, 43873 is the strongest representative because it is open, heavily discussed, and has the most inbound references.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43749 is the most central-looking issue by discussion and inbound references, so it is the best general representative of this mixed set, though not a true duplicate hub.", + "best_issue_reason": "43873 is the best issue candidate as a cluster representative: it is broad, actively discussed, and looks like the most central runtime/loading problem among otherwise unrelated one-off reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44977", "right": "issue:45245", "accept": false, - "reason": "Unrelated bugs: Qwen3.5 flash-attention generation vs a categorical feature-size runtime error." + "reason": "Different failures: a Qwen3.5 flash-attention generation bug vs a categorical embedding limit error. No shared code path or concrete bug." }, { "left": "issue:44743", "right": "issue:44811", "accept": false, - "reason": "Different code paths and models: recurrent cache reset in Qwen3.5 vs Whisper processor batch_decode handling." + "reason": "Recurrent-state cache reset in Qwen3.5 is unrelated to Whisper processor batch_decode skip_special_tokens handling." }, { "left": "issue:43720", "right": "issue:44442", "accept": false, - "reason": "Different subsystems: accelerate loading of packed BitNet weights vs tokenizer loading for FastSpeech2Conformer." + "reason": "Packed-weight unpacking during accelerate loading is a different loading path than AutoTokenizer failing on FastSpeech2ConformerTokenizer." }, { "left": "issue:42175", "right": "issue:46234", "accept": false, - "reason": "One is packaging/extras missing tensorflow, the other is a missing import utility symbol; not the same bug." + "reason": "One is backend packaging for pip extras; the other is a missing import_utils availability helper. Same ecosystem, not the same bug." }, { "left": "issue:42490", "right": "issue:44743", "accept": false, - "reason": "Trailing-slash local model import warning is unrelated to Qwen recurrent-state behavior." + "reason": "Local-path trailing-slash import warning is unrelated to Qwen recurrent state reset behavior." }, { "left": "issue:44077", "right": "issue:44479", "accept": false, - "reason": "Different models and failures: optional post_init restriction vs video-input regression in Qwen multimodal models." + "reason": "Optional post_init in patchtsmixer is unrelated to the v5.3.0 video input regression in Qwen video models." + }, + { + "left": "issue:27957", + "right": "issue:29870", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta is not the same issue as Bart generate() using decoder_attention_mask before assignment." }, { "left": "issue:43873", "right": "issue:44871", "accept": false, - "reason": "Quantization/offloading behavior is unrelated to Gemma eos_token_id configuration mismatch." + "reason": "Quantization/offloading behavior is unrelated to Gemma-3 eos_token_id configuration inconsistency." }, { - "left": "issue:27957", - "right": "issue:29870", + "left": "issue:43493", + "right": "issue:43827", "accept": false, - "reason": "Both are model bugs, but they affect different models and concrete paths (FA2 support vs generate() decoder_attention_mask initialization)." + "reason": "SigLIP2 implementation drift vs JAX is unrelated to docs still referencing pipeline() after v5 removals." }, { "left": "issue:44062", "right": "issue:45907", "accept": false, - "reason": "Tokenization argument collision is unrelated to list_repo_files failing to forward revision." + "reason": "Tokenizer AddedToken duplicate keyword error is unrelated to list_repo_files failing to forward revision." }, { - "left": "issue:43493", - "right": "issue:43827", + "left": "issue:43643", + "right": "issue:44913", "accept": false, - "reason": "SigLIP2 implementation discrepancy is not the same as docs still referencing pipeline()." + "reason": "Missing fields from trust_remote_code AutoConfig return values is unrelated to GPTNeoX rotary_pct not persisting on reload." }, { "left": "issue:44964", "right": "issue:45440", "accept": false, - "reason": "Different model families and symptoms: Phi-4 multimodal loading vs DeepSeekV3 implementation divergence." + "reason": "Phi-4 multimodal load failure is a different model-loading issue than DeepSeekV3MoE divergence from remote implementation." }, { "left": "issue:43316", "right": "issue:45759", "accept": false, - "reason": "Both concern config APIs, but they are different concrete issues and model families; not mergeable as one fix." - }, - { - "left": "issue:43643", - "right": "issue:44913", - "accept": false, - "reason": "Trust-remote-code missing fields on load is unrelated to GPTNeoX rotary_pct not persisting on reload." + "reason": "Gemma3TextConfig API discrepancy is not the same concrete bug as AutoModelForCausalLM.from_config failing to unwrap text_config for Qwen multimodal configs." }, { "left": "issue:43316", "right": "issue:43525", "accept": false, - "reason": "Both are config attribute issues, but they involve different models and different missing fields." + "reason": "Gemma3TextConfig API mismatch and Llama4Config missing pad_token_id are separate config-schema problems." }, { - "left": "issue:43749", - "right": "issue:43931", + "left": "issue:25251", + "right": "issue:28282", "accept": false, - "reason": "FSDP CPU RAM-efficient loading and a Qwen3-VL weight-shape mismatch are distinct loading failures." + "reason": "Nested-list pipeline output regression is unrelated to an AutoModel ImportError due to missing PyTorch." }, { - "left": "issue:25251", - "right": "issue:28282", + "left": "issue:43749", + "right": "issue:43931", "accept": false, - "reason": "Pipeline top_k nesting behavior is unrelated to AutoModel raising that PyTorch is missing." + "reason": "FSDP CPU RAM efficient loading breakage is different from a Qwen3-VL weight-shape mismatch during loading." }, { "left": "issue:44987", "right": "issue:46178", "accept": false, - "reason": "A specific model-loading regression is not the same as backend mapping not recognizing tensorflow_text." + "reason": "Loading failure for physical-intelligence/fast does not match the tensorflow_text backend mapping error." }, { "left": "issue:44855", "right": "issue:45137", "accept": false, - "reason": "Python 3.13 parsing/import failure in DebertaV2 is unrelated to DeepSpeed ZeRO3 deque underflow." + "reason": "Python 3.13 TorchScript parse/IndentationError is unrelated to DeepSpeed ZeRO3 deque underflow." }, { - "left": "issue:43550", - "right": "issue:43701", + "left": "issue:42617", + "right": "issue:43575", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba is unrelated to resume_from_checkpoint key mismatch." + "reason": "3d_parallel.py execution failure is not the same bug as tp loading OOM for Qwen2-57B-A14B-Instruct." }, { - "left": "issue:43931", - "right": "issue:45216", + "left": "issue:43550", + "right": "issue:43701", "accept": false, - "reason": "Model shape mismatch on load and incorrect save_pretrained checkpoint output are different stages and different failures." + "reason": "torch.compile/SDPA failure in Bamba-9B-v2 is unrelated to resume_from_checkpoint key mismatch." }, - { - "left": "issue:42617", - "right": "issue:43575", + { + "left": "issue:43931", + "right": "issue:45216", "accept": false, - "reason": "Cannot run a parallel script and OOM on tensor-parallel load are not the same bug." + "reason": "A model weight-shape mismatch is not the same concrete bug as Qwen3.5 save_pretrained producing a bad checkpoint." }, { "left": "issue:44190", "right": "issue:44496", "accept": false, - "reason": "Local dataset loading in a training script is unrelated to model_type recognition in AutoModel." + "reason": "Local dataset loading in an example script is unrelated to an unrecognized model/configuration error for Olmo-Hybrid-Instruct-SFT-7B." }, { "left": "issue:43701", "right": "issue:46506", "accept": false, - "reason": "Checkpoint key mismatch and CPU/CUDA numerical divergence are unrelated." + "reason": "Checkpoint key mismatch during resume_from_checkpoint is unrelated to CPU/CUDA output differences in PPDocLayoutV3." }, { "left": "issue:43761", "right": "issue:44079", "accept": false, - "reason": "CLIPVisionModel hidden_states regression is not the same as ModelOutput key assignment with None values." + "reason": "CLIPVisionModel hidden_states regression and ModelOutput key assignment when values are None are related at a high level, but they are not clearly the same concrete bug or fix path." }, { "left": "issue:43606", "right": "issue:43701", "accept": false, - "reason": "CPU offload device mismatch is unrelated to resume_from_checkpoint key mismatch." + "reason": "CPU offload device mismatch in bark-small is unrelated to resume_from_checkpoint key mismatch." }, { "left": "issue:43575", "right": "issue:43742", "accept": false, - "reason": "OOM during tensor-parallel loading and a key error loading MobileLLM are different loading failures." + "reason": "OOM when tensor-parallel loading Qwen2-57B-A14B-Instruct is a different failure mode than a key error loading MobileLLM-125M." }, { "left": "issue:44442", "right": "issue:45803", "accept": false, - "reason": "Tokenizer loading failure and a bare-except error-swallowing bug in FuyuBatchFeature are unrelated." + "reason": "FastSpeech2ConformerTokenizer loading failure is unrelated to FuyuBatchFeature swallowing KeyboardInterrupt and masking errors." + }, + { + "left": "issue:27957", + "right": "issue:32090", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 support is unrelated to Trainer gpu_broadcast_one rejecting NoneType." } ] }, @@ -10706,8 +11633,6 @@ "nodes": [ "issue:16998", "issue:22355", - "issue:27957", - "issue:32090", "issue:42490", "issue:42907", "issue:43065", @@ -10727,6 +11652,7 @@ "issue:44077", "issue:44162", "issue:44188", + "issue:44242", "issue:44464", "issue:44496", "issue:44514", @@ -10749,22 +11675,22 @@ "issue:46421", "issue:46640", "issue:46829", + "issue:46894", "issue:46932", "issue:47217", "issue:47276" ], "soft_pairs": [ - "issue:43232|issue:43388", "issue:46829|issue:46932", - "issue:27957|issue:32090", + "issue:43232|issue:43388", "issue:42490|issue:47276", "issue:43761|issue:44188", "issue:43295|issue:44871", "issue:43295|issue:43825", - "issue:42907|issue:45698", - "issue:44521|issue:47217", - "issue:43316|issue:43716", "issue:44871|issue:45584", + "issue:43316|issue:43716", + "issue:44521|issue:47217", + "issue:42907|issue:45698", "issue:16998|issue:22355", "issue:44077|issue:44534", "issue:43646|issue:44913", @@ -10773,198 +11699,199 @@ "issue:44871|issue:46050", "issue:44464|issue:46421", "issue:43404|issue:43441", - "issue:43352|issue:46640", "issue:44162|issue:44792", + "issue:43352|issue:46640", "issue:45803|issue:46365", "issue:43540|issue:44514", - "issue:44610|issue:46369", "issue:43065|issue:44617", - "issue:45381|issue:47217" + "issue:44610|issue:46369", + "issue:45381|issue:47217", + "issue:44242|issue:46894" ], - "prepared_review_unit_hash": "0a31ad5ce3f044352d1eeea954eb8c4c8b1a3da3b66415b05f18488a9f4b3e54", + "prepared_review_unit_hash": "c36d35aced8b81ddee1a928a881fc42d7e395e9a93026ff1a7c4aed193c714b0", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011307, - "estimated_input_tokens": 252827, - "estimated_eval_tokens": 505910 + "serialized_chars": 1011285, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 26, - "serialized_chars": 35371, - "estimated_input_tokens": 8843, - "estimated_eval_tokens": 17942 + "serialized_chars": 35377, + "estimated_input_tokens": 8845, + "estimated_eval_tokens": 17946 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated bug reports across different subsystems (generation, multimodal chat templates, config/load/save, flash-attn, and import issues). I found no soft pair that clearly describes the same underlying bug or change, so I would keep them separate.", - "confidence": 0.33, - "canonical_issue_reason": "issue:44521 is the most central anchor: it is open, has the most inbound references/discussion, and describes a concrete, reproducible multimodal bug with clear user impact.", - "canonical_pr_reason": null, - "best_issue_reason": "issue:44521 is the best single issue candidate because it is active, well-scoped, and likely to attract related reports around multimodal chat-template behavior.", - "best_pr_reason": null, + "summary": "These items do not form a single duplicate cluster; they span many unrelated Transformers bugs, regressions, and model-specific issues. All soft links look like superficial similarity rather than the same underlying change or defect.", + "confidence": 0.95, + "canonical_issue_reason": "No clear canonical issue: the set is heterogeneous across unrelated models, APIs, and failure modes, so there is no single issue that best represents the cluster.", + "canonical_pr_reason": "No pull requests are present in the cluster.", + "best_issue_reason": "No strong best issue candidate: several items are broad or high-impact, but none is a reliable umbrella for the others because the underlying bugs are different.", + "best_pr_reason": "No pull requests are present in the cluster.", "soft_edge_verdicts": [ - { - "left": "issue:43232", - "right": "issue:43388", - "accept": false, - "reason": "Generation kwargs sync bug vs trainer metric-gathering bug; different code paths and symptoms." - }, { "left": "issue:46829", "right": "issue:46932", "accept": false, - "reason": "VideoPrism hidden-state output bug vs Gemma4 quantized dtype-casting fix; unrelated models and failures." + "reason": "Different bugs: one is a hidden_states output issue in VideoPrism classification, the other is dtype casting for Gemma4 quantized embedders." }, { - "left": "issue:27957", - "right": "issue:32090", + "left": "issue:43232", + "right": "issue:43388", "accept": false, - "reason": "Flash Attention model support issue vs Trainer distributed broadcast TypeError; not the same defect." + "reason": "Different code paths: generation kwargs handling after synced GPUs vs metric gathering dropping tuple labels in the last batch." }, { "left": "issue:42490", "right": "issue:47276", "accept": false, - "reason": "Local-path import warning vs synced_gpus warning wording; different warnings and behaviors." + "reason": "Both mention warnings, but one is a local-model path import warning and the other is a synced_gpus warning message in continuous batching." }, { "left": "issue:43761", "right": "issue:44188", "accept": false, - "reason": "CLIPVisionModel hidden_states regression vs torch.compile attention-kernel divergence; distinct bugs." + "reason": "Unrelated failures: CLIPVisionModel hidden_states bug vs torch.compile attention-kernel divergence." }, { "left": "issue:43295", "right": "issue:44871", "accept": false, - "reason": "Processor.tokenizer regression vs Gemma eos_token_id config inconsistency; different surfaces and fixes." + "reason": "Different regressions: processor.tokenizer access/passing images vs eos_token_id config inconsistency." }, { "left": "issue:43295", "right": "issue:43825", "accept": false, - "reason": "Custom processor API regression vs pipeline translation error message; unrelated functionality." + "reason": "One is a custom model/processor regression; the other is a pipeline task-support error message issue." }, { - "left": "issue:42907", - "right": "issue:45698", + "left": "issue:44871", + "right": "issue:45584", "accept": false, - "reason": "Save/dequantized model failure vs wrong custom module reload; both load/save related but not the same bug." + "reason": "Different model and mechanism: Gemma eos_token_id config mismatch vs Whisper empty-transcription generation failure." }, { - "left": "issue:44521", - "right": "issue:47217", + "left": "issue:43316", + "right": "issue:43716", "accept": false, - "reason": "Both are multimodal-template adjacent, but one is assistant mask generation and the other is image-placeholder handling; not the same concrete bug." + "reason": "Different issues: Gemma3TextConfig API inconsistency vs Mistral-3 image preprocessor/model dtype mismatch." }, { - "left": "issue:43316", - "right": "issue:43716", + "left": "issue:44521", + "right": "issue:47217", "accept": false, - "reason": "Config API discrepancy vs dtype mismatch between preprocessor and model; different issues." + "reason": "Both are multimodal/template-related, but one is assistant_masks being all zero and the other is image placeholder handling in user text." }, { - "left": "issue:44871", - "right": "issue:45584", + "left": "issue:42907", + "right": "issue:45698", "accept": false, - "reason": "Gemma eos token config vs Whisper empty-transcription failure after special-token alignment; unrelated models and logic." + "reason": "Different load/save bugs: path-with-slash import warning vs wrong custom module restored after save_pretrained." }, { "left": "issue:16998", "right": "issue:22355", "accept": false, - "reason": "Model max length question vs missing transformers.onnx module; no shared underlying bug." + "reason": "Unrelated: model_max_length question for DeBERTa-V3 vs missing transformers.onnx module import." }, { "left": "issue:44077", "right": "issue:44534", "accept": false, - "reason": "patchtsmixer post_init policy vs non-persistent buffer junk fill; both v5-related but different problems." + "reason": "Both are v5-related, but one is about optional post_init enforcement and the other about non-persistent buffers being initialized incorrectly." }, { "left": "issue:43646", "right": "issue:44913", "accept": false, - "reason": "Custom model initialization breakage vs GPTNeoX rotary_pct reload defaulting; separate configuration issues." + "reason": "General v5 breakage is not enough: custom model initialization failure vs GPTNeoX rotary_pct not persisting on reload." }, { "left": "issue:46234", "right": "issue:46291", "accept": false, - "reason": "Missing import_utils helper vs pipelines import failing on kernels v0.15; different dependency/import problems." + "reason": "Different dependency/import problems: missing import_utils helper vs pipelines import failing on kernels version/revision requirements." }, { "left": "issue:43452", "right": "issue:44496", "accept": false, - "reason": "gguf_file loading regression vs unrecognized model_type in config.json; not the same loading failure." + "reason": "Both affect loading, but one is gguf_file handling in from_pretrained and the other is an unrecognized-model config.json model_type error." }, { "left": "issue:44871", "right": "issue:46050", "accept": false, - "reason": "Gemma eos_token mismatch vs quantized model broken after save/load; both persistence-related but different bugs." + "reason": "Different serialization bugs: Gemma eos_token_id mismatch vs quantized model broken after save_pretrained/from_pretrained." }, { "left": "issue:44464", "right": "issue:46421", "accept": false, - "reason": "Chunked generation inconsistency under compile vs cache lazy init causing recompilation; related to performance, not same defect." + "reason": "Related to generation/performance, but one is inconsistent outputs from compiled forward and the other is spurious recompilation from cache lazy initialization." }, { "left": "issue:43404", "right": "issue:43441", "accept": false, - "reason": "lm_head weight tying bug vs FlashAttention support failure in Ministral-3; different model issues." + "reason": "Different model-specific problems: untied lm_head weights vs FlashAttention 2 support failure." }, { - "left": "issue:43352", - "right": "issue:46640", + "left": "issue:44162", + "right": "issue:44792", "accept": false, - "reason": "Specific Nemotron FlashAttention-2 unsupported error vs generic flash-attn issue; not enough evidence of sameness." + "reason": "Completely different models and symptoms: ESM2 is broken vs a janus image-generation test failure." }, { - "left": "issue:44162", - "right": "issue:44792", + "left": "issue:43352", + "right": "issue:46640", "accept": false, - "reason": "ESM2 breakage vs janus image-generation test failure; unrelated models and failure modes." + "reason": "Too vague and not the same bug: NemotronHForCausalLM FlashAttention 2 support error vs a generic Flash Attention 2 issue." }, { "left": "issue:45803", "right": "issue:46365", "accept": false, - "reason": "Bare-except in Fuyu tensor conversion vs Trainer import depending on datasets; unrelated." + "reason": "Different import/error handling bugs: bare except swallowing interrupts vs Trainer import failing until datasets is removed." }, { "left": "issue:43540", "right": "issue:44514", "accept": false, - "reason": "Video-input processing error in Qwen3OmniMoe vs batched chat-template crash in Qwen2.5-VL; different concrete bugs." + "reason": "Both involve multimodal inputs, but video processing ValueError and batched apply_chat_template padding=False crash are distinct failures." }, { - "left": "issue:44610", - "right": "issue:46369", + "left": "issue:43065", + "right": "issue:44617", "accept": false, - "reason": "Processor output-size mismatch vs Sam3-LiteText memory overflow; not the same underlying problem." + "reason": "Same family name only; dummy Conv2d in Sam3PixelDecoder is unrelated to Sam3Video CUDA OOM." }, { - "left": "issue:43065", - "right": "issue:44617", + "left": "issue:44610", + "right": "issue:46369", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder vs Sam3Video OOM; different code paths and symptoms." + "reason": "Different models and root causes: OmDet-Turbo input-size mismatch vs sam3-litetext memory overflow." }, { "left": "issue:45381", "right": "issue:47217", "accept": false, - "reason": "Qwen2.5-VL vision_position_ids bug vs generic image-placeholder failure in VL models; too broad and not clearly the same change." + "reason": "Both are VL-related, but wrong vision_position_ids in qwen2.5-vl video input is not the same as image-placeholder-in-user-text failure." + }, + { + "left": "issue:44242", + "right": "issue:46894", + "accept": false, + "reason": "Different training bugs: load-balancing loss omission in MoE routing vs CohereASR double-shift loss bug." } ] }, @@ -10990,6 +11917,7 @@ "nodes": [ "issue:25251", "issue:27957", + "issue:29870", "issue:35141", "issue:41950", "issue:42490", @@ -11002,23 +11930,23 @@ "issue:43650", "issue:43673", "issue:43688", + "issue:43827", "issue:43931", + "issue:43994", "issue:44060", "issue:44190", - "issue:44242", "issue:44479", "issue:44534", - "issue:44734", "issue:44743", "issue:44792", "issue:44855", "issue:44913", "issue:44964", "issue:44977", + "issue:45072", "issue:45127", "issue:45200", "issue:45405", - "issue:45406", "issue:45542", "issue:45588", "issue:45600", @@ -11033,214 +11961,221 @@ "issue:46424", "issue:46693", "issue:46697", - "issue:46894", + "issue:46932", "issue:47217" ], "soft_pairs": [ - "issue:44242|issue:46894", + "issue:43572|issue:46178", "issue:43504|issue:45698", "issue:45632|issue:46424", "issue:45542|issue:46234", - "issue:43572|issue:46178", "issue:44792|issue:44977", "issue:44479|issue:47217", "issue:44534|issue:44913", "issue:44792|issue:45600", "issue:43525|issue:43531", - "issue:45127|issue:45200", + "issue:25251|issue:27957", "issue:45803|issue:46170", + "issue:45127|issue:45200", "issue:46082|issue:46697", - "issue:43931|issue:44060", - "issue:25251|issue:27957", "issue:43650|issue:46202", + "issue:43931|issue:44060", "issue:46693|issue:47217", - "issue:41950|issue:43475", "issue:43673|issue:44743", - "issue:43388|issue:43688", "issue:35141|issue:42490", + "issue:41950|issue:43475", + "issue:43388|issue:43688", "issue:44190|issue:44964", "issue:44855|issue:45588", "issue:44792|issue:45405", - "issue:44734|issue:45406" + "issue:29870|issue:35141", + "issue:43827|issue:43994", + "issue:45072|issue:46932" ], - "prepared_review_unit_hash": "efea5199079956d8b53c8b9d58165a09d573c8589d682e4a0150482c27726f9e", + "prepared_review_unit_hash": "6999f46d75be02f0f7f5962a358f4a07d22299c3460ea469b56ea23371370ca0", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011307, - "estimated_input_tokens": 252827, - "estimated_eval_tokens": 505910 + "serialized_chars": 1011285, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 25, - "serialized_chars": 34769, - "estimated_input_tokens": 8693, - "estimated_eval_tokens": 17642 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35716, + "estimated_input_tokens": 8929, + "estimated_eval_tokens": 18114 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is a loose collection of unrelated Transformers bugs; none of the soft pairs look like true duplicates. Most are different model families or different code paths, even when they share broad themes like loading, caching, or multimodal processing.", - "confidence": 0.89, - "canonical_issue_reason": "issue:45698 is the strongest standalone representative: it describes a concrete, high-impact save_pretrained/from_pretrained regression, has the most discussion/inbound references, and is clearly scoped. The other issues are largely orthogonal bug reports.", + "summary": "No soft pair looks like a true duplicate or the same fixable change; the cluster is mostly a set of unrelated Transformers issues. I would not merge any of the proposed pairs.", + "confidence": 0.9, + "canonical_issue_reason": "Issue 45698 is the strongest standalone anchor in this set: it has the most discussion/inbound references and describes a concrete, high-impact save_pretrained/from_pretrained custom-module loading bug. The rest of the items are too heterogeneous to form a coherent duplicate cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45698 is the best issue to keep as the representative item because it is specific, reproducible, and broadly relevant to model loading; it also has the strongest evidence of community impact among this set.", + "best_issue_reason": "Issue 45698 is the best overall issue to keep as the representative triage target because it is well-documented, broadly impactful, and has strong community activity. It is the clearest actionable bug among otherwise unrelated items.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44242", - "right": "issue:46894", + "left": "issue:43572", + "right": "issue:46178", "accept": false, - "reason": "Both involve loss computation, but one is MoE load-balancing loss gating and the other is ASR training-loss shifting; different models and code paths." + "reason": "Different failure modes: one is a missing pad_token_idx config field in StableLmConfig, the other is a backend mapping/import error for tensorflow_text." }, { "left": "issue:43504", "right": "issue:45698", "accept": false, - "reason": "Legacy preset field loading for BEiT segmentation is unrelated to custom-module resolution after save_pretrained/from_pretrained." + "reason": "Both involve loading, but one is a BEiT legacy-field preset load failure and the other is wrong custom-module selection after save_pretrained; different code paths and fixes." }, { "left": "issue:45632", "right": "issue:46424", "accept": false, - "reason": "One is a local trust_remote_code cache-path collision; the other is cache max length being honored only for quantized cache. Different cache bugs." + "reason": "Cache-path collision for local trust_remote_code models is unrelated to cache max length being honored only for Quantized Cache." }, { "left": "issue:45542", "right": "issue:46234", "accept": false, - "reason": "Undefined tf backend from tensorboard-only install is unrelated to a missing import_utils helper symbol." - }, - { - "left": "issue:43572", - "right": "issue:46178", - "accept": false, - "reason": "Both mention missing config/backend pieces, but one is StableLmConfig pad_token_idx and the other is tensorflow_text backend mapping. Not the same bug." + "reason": "TensorBoard/TensorFlow backend detection and a missing import_utils helper are unrelated dependency/import problems." }, { "left": "issue:44792", "right": "issue:44977", "accept": false, - "reason": "A failing Janus image-generation test and a Qwen3.5 flash-attention generation bug are different models and failures." + "reason": "A Janus test failure on image generation is not the same bug as Qwen3.5 flash-attention generation misbehavior." }, { "left": "issue:44479", "right": "issue:47217", "accept": false, - "reason": "Video-input regression for Qwen variants is not the same as VL failures when the image placeholder appears in user text." + "reason": "Both are multimodal regressions, but one is a video-input regression in specific Qwen variants and the other is an image-placeholder handling bug in VL models." }, { "left": "issue:44534", "right": "issue:44913", "accept": false, - "reason": "Non-persistent buffer junk on load/save is unrelated to GPTNeoX rotary_pct not persisting on reload." + "reason": "Non-persistent buffer junk initialization and GPTNeoX rotary_pct reload behavior are different state/serialization bugs." }, { "left": "issue:44792", "right": "issue:45600", "accept": false, - "reason": "Janus image test failure and stale auto_mappings references to removed Sam3LiteText configs are unrelated." + "reason": "A failing Janus image-generation test and stale auto_mappings references to removed configs are unrelated." }, { "left": "issue:43525", "right": "issue:43531", "accept": false, - "reason": "Missing pad_token_id in Llama4Config is a config attribute bug; Qwen3-MoE sliding_window is a different generation behavior issue." + "reason": "Missing pad_token_id in Llama4Config and a sliding_window issue in Qwen3-MoE affect different configs and runtime paths." }, { - "left": "issue:45127", - "right": "issue:45200", + "left": "issue:25251", + "right": "issue:27957", "accept": false, - "reason": "LoRA merge with extended vocab on tied embeddings is unrelated to Gemma 4 requiring mm_token_type_ids defaults." + "reason": "Pipeline top_k output nesting and XLMRoberta Flash Attention 2 are unrelated; one is output-shape behavior, the other is a model/attention backend issue." }, { "left": "issue:45803", "right": "issue:46170", "accept": false, - "reason": "Bare except in Fuyu tensor conversion is a local error-handling bug; Windows ROCm import failure is a dependency/platform issue." + "reason": "A bare-except in tensor conversion code and a Windows ROCm torch.distributed import problem are not the same underlying bug." }, { - "left": "issue:46082", - "right": "issue:46697", + "left": "issue:45127", + "right": "issue:45200", "accept": false, - "reason": "LlamaConfig head_dim validation and Swin2SR over-padding are different subsystems and defects." + "reason": "LoRA merge collapse with tied embeddings and missing mm_token_type_ids defaults are both embedding-adjacent but different mechanisms and fixes." }, { - "left": "issue:43931", - "right": "issue:44060", + "left": "issue:46082", + "right": "issue:46697", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch on load and Qwen3-Next tied-weights warning are separate model-loading/training issues." + "reason": "LlamaConfig head_dim validation and Swin2SR over-padding are unrelated config vs preprocessing bugs." }, { - "left": "issue:25251", - "right": "issue:27957", + "left": "issue:43650", + "right": "issue:46202", "accept": false, - "reason": "Pipeline top_k nested-list output and XLMRoberta Flash Attention 2 support are unrelated." + "reason": "A placeholder issue title and a Gemma pipeline roundtrip failure are not the same change or bug." }, { - "left": "issue:43650", - "right": "issue:46202", + "left": "issue:43931", + "right": "issue:44060", "accept": false, - "reason": "Generic filler issue \"ADD THE DATA\" has no technical overlap with Gemma pipeline roundtrip failure." + "reason": "Qwen3-VL weight-shape mismatch on load and a Qwen3-Next tied-weights warning are different model/config problems." }, { "left": "issue:46693", "right": "issue:47217", "accept": false, - "reason": "FA2 long-context performance regression is unrelated to multimodal placeholder handling in VL models." + "reason": "FA2 long-context performance regression is unrelated to image-placeholder handling in VL models." }, { - "left": "issue:41950", - "right": "issue:43475", + "left": "issue:43673", + "right": "issue:44743", "accept": false, - "reason": "Video-classification looking for image processors and missing fpn_position_embeddings in SAM3Video are different failures." + "reason": "Chunked_prefill cache missing and recurrent states resetting with cache are both cache-related, but they concern different mechanisms and code paths." }, { - "left": "issue:43673", - "right": "issue:44743", + "left": "issue:35141", + "right": "issue:42490", "accept": false, - "reason": "Chunked-prefill cache missing in v5.0.0 and recurrent states resetting with cache are both cache-related but not the same code-path bug." + "reason": "Embedding reinitialization on resize and slash-ending local model path warnings are unrelated serialization/loading issues." }, { - "left": "issue:43388", - "right": "issue:43688", + "left": "issue:41950", + "right": "issue:43475", "accept": false, - "reason": "Metric gathering dropping tuple labels is unrelated to auxiliary-loss normalization in MoE models." + "reason": "Video-classification processor selection and a missing fpn_position_embeddings attribute in SAM 3 Video are different vision-model bugs." }, { - "left": "issue:35141", - "right": "issue:42490", + "left": "issue:43388", + "right": "issue:43688", "accept": false, - "reason": "Embedding resize reinit bug and trailing-slash local-model import warning are unrelated." + "reason": "Metric-gathering label truncation and auxiliary-loss normalization are unrelated training/evaluation bugs." }, { "left": "issue:44190", "right": "issue:44964", "accept": false, - "reason": "Local dataset loading in an example script is unrelated to loading a specific multimodal model." + "reason": "Local dataset loading in a no-trainer script and loading a specific multimodal model are not the same problem." }, { "left": "issue:44855", "right": "issue:45588", "accept": false, - "reason": "Python 3.13 JIT parsing indentation error is unrelated to flash_attention.py crashing on s_aux=None." + "reason": "Python 3.13 import parsing failure from a decorator/comment pattern and flash_attention.py crashing on s_aux=None are unrelated." }, { "left": "issue:44792", "right": "issue:45405", "accept": false, - "reason": "A model test failure and a version-bump release issue do not describe the same bug." + "reason": "A model test failure and a dependency version bump to an unreleased PEFT version are completely different concerns." }, { - "left": "issue:44734", - "right": "issue:45406", + "left": "issue:29870", + "right": "issue:35141", + "accept": false, + "reason": "Bart generate() decoder_attention_mask scoping and post_init embedding reinitialization are different generation vs initialization bugs." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs still referencing removed pipeline APIs and Siglip2 producing bad outputs with pipeline/AutoModel are not the same underlying issue." + }, + { + "left": "issue:45072", + "right": "issue:46932", "accept": false, - "reason": "KV-cache continuation tensor indexing in serve is unrelated to Gemma4Processor missing _tokenizer." + "reason": "bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel and Gemma4 quantized embedder casting are both dtype-related but affect different models and paths." } ] }, @@ -11266,10 +12201,10 @@ "nodes": [ "issue:25251", "issue:29870", - "issue:35141", "issue:39692", "issue:41720", "issue:43065", + "issue:43295", "issue:43335", "issue:43526", "issue:43550", @@ -11277,24 +12212,23 @@ "issue:43673", "issue:43827", "issue:43854", - "issue:43994", "issue:44190", "issue:44242", "issue:44479", "issue:44610", "issue:44617", "issue:44734", + "issue:44779", "issue:44792", "issue:44855", "issue:44869", "issue:44913", "issue:44933", - "issue:45072", - "issue:45127", "issue:45245", - "issue:45357", + "issue:45276", "issue:45362", "issue:45381", + "issue:45406", "issue:45563", "issue:45584", "issue:45588", @@ -11302,23 +12236,21 @@ "issue:46369", "issue:46399", "issue:46421", + "issue:46489", "issue:46617", "issue:46655", "issue:46697", "issue:46832", "issue:46858", "issue:46897", - "issue:46932", "issue:47013", "issue:47312", "issue:47321" ], "soft_pairs": [ - "issue:43827|issue:43994", - "issue:45072|issue:46932", - "issue:29870|issue:35141", "issue:45245|issue:46858", "issue:43335|issue:44855", + "issue:44734|issue:45406", "issue:44869|issue:46832", "issue:46399|issue:47312", "issue:43644|issue:44913", @@ -11328,147 +12260,136 @@ "issue:45381|issue:46369", "issue:41720|issue:45245", "issue:43550|issue:44190", - "issue:44242|issue:46897", "issue:43827|issue:47321", + "issue:44242|issue:46897", "issue:45563|issue:45584", - "issue:39692|issue:47321", + "issue:25251|issue:29870", "issue:43854|issue:44792", + "issue:39692|issue:47321", "issue:43065|issue:44610", - "issue:25251|issue:29870", "issue:45381|issue:46655", "issue:43335|issue:44190", "issue:44933|issue:45362", "issue:44479|issue:44734", - "issue:39692|issue:44190", "issue:44617|issue:46369", - "issue:45127|issue:45357", + "issue:39692|issue:44190", "issue:43526|issue:46697", - "issue:43673|issue:46421" + "issue:43295|issue:45276", + "issue:43673|issue:46421", + "issue:44779|issue:46489" ], - "prepared_review_unit_hash": "33ef342d570e5ad6bf496fd3e475383690d5bfe5514e75ed0e7c655696ae229b", + "prepared_review_unit_hash": "fc6cd53510a9d7c0bc673959f2f9ae68dcf1877d65c9245f6c8cb5728d157823", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011307, - "estimated_input_tokens": 252827, - "estimated_eval_tokens": 505910 + "serialized_chars": 1011285, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36875, - "estimated_input_tokens": 9219, - "estimated_eval_tokens": 18694 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35958, + "estimated_input_tokens": 8990, + "estimated_eval_tokens": 18236 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most candidate pairs are unrelated despite superficial topical overlap. The closest pair is issue:46399 and issue:47312, but the packet does not prove they share the same apply_rotary_pos_emb registration failure; treat that as a possible relation, not a confirmed duplicate.", - "confidence": 0.77, - "canonical_issue_reason": "issue:46399 is the most concrete report because it names the specific `use_kernels=True` failure and the `apply_rotary_pos_emb` registration path; issue:47312 is too generic to establish the same bug from the packet alone.", + "summary": "Mostly a grab-bag of unrelated issues; there is no single coherent duplicate cluster. The only plausible duplicate pair is the DeepSeek tokenizer regression pair.", + "confidence": 0.74, + "canonical_issue_reason": "issue:46489 is the most specific and actionable of the only near-duplicate pair: it names the exact DeepSeek-Coder v1 v5+ tokenizer regression and points to a gap in an earlier fix.", "canonical_pr_reason": null, - "best_issue_reason": "issue:46399 is the best representative issue because it is the clearest and most actionable description of the suspected kernels-compatibility failure.", + "best_issue_reason": "issue:46489 is the best representative issue here because it is the clearest duplicate-style report with a concrete regression description and prior-fix context.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43827", - "right": "issue:43994", - "accept": false, - "reason": "Docs referencing removed pipelines is unrelated to SigLIP2's model/processor and quantization errors." - }, - { - "left": "issue:45072", - "right": "issue:46932", - "accept": false, - "reason": "Both mention dtype casting, but they affect different models and code paths." - }, - { - "left": "issue:29870", - "right": "issue:35141", - "accept": false, - "reason": "BART generate() UnboundLocalError is unrelated to embedding reinitialization on resize." - }, { "left": "issue:45245", "right": "issue:46858", "accept": false, - "reason": "Category-count overflow and cache seq-length tensor arithmetic are different bugs." + "reason": "Different bugs: one is a category-cardinality runtime error, the other is a static-cache/torch.compile slice arithmetic issue." }, { "left": "issue:43335", "right": "issue:44855", "accept": false, - "reason": "Sparse-layer config creation is unrelated to a Python 3.13 import/parser error." + "reason": "Unrelated failures: SwitchTransformers sparse-layer config bug vs Python 3.13 IndentationError in DebertaV2Model import." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "Both affect serve, but the crashes come from different code paths: KV-cache indexing vs missing Gemma4Processor _tokenizer." }, { "left": "issue:44869", "right": "issue:46832", "accept": false, - "reason": "Whisper timestamp decoding crash and RT-DETR feature-level mismatch are unrelated." + "reason": "Whisper decode crash and RT-DETR feature-level mismatch are unrelated." }, { "left": "issue:46399", "right": "issue:47312", "accept": false, - "reason": "The packet only suggests a possible kernels 0.16 / `use_kernels` relation; it does not establish the same `apply_rotary_pos_emb` registration bug." + "reason": "Both mention kernels, but one is a specific Qwen3.5 decorator/registration failure and the other is a broad incompatibility report." }, { "left": "issue:43644", "right": "issue:44913", "accept": false, - "reason": "Buffer initialization corruption is not the same as config values reverting on reload." + "reason": "Different problems: non-persistent buffer initialization vs GPTNeoX config value not persisting on reload." }, { "left": "issue:44617", "right": "issue:45584", "accept": false, - "reason": "SAM3 video OOM and Whisper empty-transcription failure are different issues." + "reason": "OOM in Sam3Video is unrelated to Whisper empty-transcription generation failure." }, { "left": "issue:45632", "right": "issue:46617", "accept": false, - "reason": "Both involve trust_remote_code cache behavior, but one is a leaf-dir collision and the other is a FileNotFoundError; not clearly the same bug." + "reason": "Both involve trust_remote_code caching, but one is a leaf-directory collision while the other is a FileNotFoundError from cache loading." }, { "left": "issue:45588", "right": "issue:47013", "accept": false, - "reason": "Flash-attention sink handling and xLSTM return-value unpacking are unrelated code paths." + "reason": "Different models and different failure modes: flash_attention aux handling vs xLSTM unpacking return shape." }, { "left": "issue:45381", "right": "issue:46369", "accept": false, - "reason": "Qwen2.5-VL video position IDs and SAM3-LiteText memory overflow are different problems." + "reason": "Qwen video position-id regression and Sam3LiteText memory overflow are unrelated." }, { "left": "issue:41720", "right": "issue:45245", "accept": false, - "reason": "CUDA assert in Qwen3 auto-mapping is unrelated to the category-count limit error." + "reason": "CUDA assert on A800 for Qwen3 auto device mapping is unrelated to the 2^24 category limit error." }, { "left": "issue:43550", "right": "issue:44190", "accept": false, - "reason": "torch.compile/SDPA failure is unrelated to local dataset loading in the training script." + "reason": "torch.compile/SDPA crash in Bamba is unrelated to local dataset loading in the training script." }, { - "left": "issue:44242", - "right": "issue:46897", + "left": "issue:43827", + "right": "issue:47321", "accept": false, - "reason": "Both concern training loss, but they are different models and distinct loss-shaping bugs." + "reason": "Documentation references to removed pipelines have nothing to do with the AMD quark class update issue." }, { - "left": "issue:43827", - "right": "issue:47321", + "left": "issue:44242", + "right": "issue:46897", "accept": false, - "reason": "Pipeline-doc deprecation and AMD quark class update are unrelated." + "reason": "Both are training-loss issues, but they affect different mechanisms and models; not the same bug." }, { "left": "issue:45563", @@ -11477,92 +12398,98 @@ "reason": "Paged generate warning and Whisper empty-transcription crash are unrelated." }, { - "left": "issue:39692", - "right": "issue:47321", + "left": "issue:25251", + "right": "issue:29870", "accept": false, - "reason": "SigLIP2 docs/model mismatch is unrelated to AMD quark class updates." + "reason": "Pipeline top_k nesting bug and Bart decoder_attention_mask UnboundLocalError are different generation issues." }, { "left": "issue:43854", "right": "issue:44792", "accept": false, - "reason": "GLM-4.7-Flash unit-test loading and Janus image generation test failure are different issues." + "reason": "Different model/test failures: GLM-4.7-Flash unit-test loading vs janus image generation test." }, { - "left": "issue:43065", - "right": "issue:44610", + "left": "issue:39692", + "right": "issue:47321", "accept": false, - "reason": "SAM3 pixel-decoder dummy conv and OmDet-Turbo processor size mismatch are not the same bug." + "reason": "SigLIP2 documentation/quantization errors are unrelated to AMD quark class updates." }, { - "left": "issue:25251", - "right": "issue:29870", + "left": "issue:43065", + "right": "issue:44610", "accept": false, - "reason": "Pipeline top_k nesting change is unrelated to the BART decoder_attention_mask error." + "reason": "Sam3PixelDecoder dummy Conv2d and OmDet-Turbo input-size mismatch are different vision-model bugs." }, { "left": "issue:45381", "right": "issue:46655", "accept": false, - "reason": "Both are video-related, but they concern different models and different preprocessing defects." + "reason": "Both are video-processing bugs, but they are model-specific and involve different computations." }, { "left": "issue:43335", "right": "issue:44190", "accept": false, - "reason": "Sparse-layer config creation and dataset loading are unrelated." + "reason": "SwitchTransformers sparse-layer config bug is unrelated to the local dataset script failure." }, { "left": "issue:44933", "right": "issue:45362", "accept": false, - "reason": "Missing import from image_utils is unrelated to Qwen3.5 chat crashes." + "reason": "Missing image_utils import and Qwen3.5 chat crash are unrelated." }, { "left": "issue:44479", "right": "issue:44734", "accept": false, - "reason": "Video-input regression in Qwen models is unrelated to KV-cache continuation indexing in serve." - }, - { - "left": "issue:39692", - "right": "issue:44190", - "accept": false, - "reason": "SigLIP2 docs/model mismatch is unrelated to local dataset loading." + "reason": "Separate regressions: v5.3.0 video-input regression vs KV-cache continuation tensor indexing." }, { "left": "issue:44617", "right": "issue:46369", "accept": false, - "reason": "SAM3 video OOM and SAM3-LiteText memory overflow are different failure modes." + "reason": "Both are memory-related in Sam3 models, but the reported causes and model variants differ." }, { - "left": "issue:45127", - "right": "issue:45357", + "left": "issue:39692", + "right": "issue:44190", "accept": false, - "reason": "LoRA merge collapse with tied embeddings is unrelated to incorrect visual encoder keys on save." + "reason": "SigLIP2 doc example errors and local dataset loading failure are unrelated." }, { "left": "issue:43526", "right": "issue:46697", "accept": false, - "reason": "BEiTImageProcessorFast label reduction and Swin2SR over-padding are different image-processor bugs." + "reason": "Different image-processor bugs: Beit reduce_labels truncation vs Swin2SR over-padding." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Processor/tokenizer regression and Gemma4 embedding resize bug are unrelated." }, { "left": "issue:43673", "right": "issue:46421", "accept": false, - "reason": "Missing cache during chunked prefill and lazy-init causing recompilation are related area-wise but not the same underlying bug." + "reason": "Both mention chunked prefill/cache, but one is missing cache and the other is spurious recompilation from lazy init; not the same concrete bug." + }, + { + "left": "issue:44779", + "right": "issue:46489", + "accept": true, + "reason": "Both report DeepSeek tokenizer regressions on v5+ producing incorrect output; 46489 explicitly frames itself as a gap in the prior fix." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The writeup is mostly grounded, but one soft-edge verdict overstates the evidence: marking issue:46399 vs issue:47312 as a duplicate/same bug is too strong from the packet alone. issue:47312 only says it is incompatible with kernels 0.16; the shared `apply_rotary_pos_emb` registration failure is not established by the provided text. The summary should stay at 'possible relation' rather than 'only plausible duplicate'." + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The only accepted soft-edge pair, issue:44779 and issue:46489, is well supported by the titles and the stated prior-fix gap. The other pair rejections are cautious and consistent with the issue descriptions. " }, - "evaluator_used": true, - "retried": true, - "accepted_nontrivial_soft_edge": false, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -11586,8 +12513,8 @@ "issue:41628", "issue:42175", "issue:42796", - "issue:43295", "issue:43317", + "issue:43335", "issue:43404", "issue:43531", "issue:43540", @@ -11604,22 +12531,23 @@ "issue:44521", "issue:44734", "issue:44737", - "issue:44779", "issue:44938", "issue:44964", "issue:45003", + "issue:45127", "issue:45216", "issue:45276", "issue:45290", + "issue:45357", "issue:45381", "issue:45542", "issue:45584", + "issue:45593", "issue:45600", "issue:45632", "issue:45803", "issue:45907", "issue:46234", - "issue:46489", "issue:46752", "issue:46858", "issue:47145", @@ -11628,248 +12556,245 @@ "issue:47321" ], "soft_pairs": [ - "issue:44779|issue:46489", - "issue:43295|issue:45276", + "issue:45127|issue:45357", "issue:43540|issue:44734", "issue:45276|issue:45584", "issue:44462|issue:45907", "issue:47145|issue:47321", - "issue:44112|issue:45600", "issue:43854|issue:44964", "issue:44521|issue:45381", - "issue:43643|issue:44496", + "issue:44112|issue:45600", "issue:43317|issue:47312", - "issue:45290|issue:46752", + "issue:43643|issue:44496", "issue:43994|issue:47321", + "issue:45290|issue:46752", "issue:43673|issue:46858", "issue:43611|issue:47321", - "issue:44737|issue:45803", - "issue:44112|issue:44964", "issue:44246|issue:45003", "issue:27957|issue:35141", - "issue:44938|issue:45542", + "issue:44112|issue:44964", + "issue:44737|issue:45803", "issue:42175|issue:44279", + "issue:44938|issue:45542", + "issue:44964|issue:45600", "issue:43404|issue:45216", "issue:42796|issue:44521", - "issue:44964|issue:45600", - "issue:45632|issue:46234", "issue:32090|issue:35141", + "issue:45632|issue:46234", "issue:44496|issue:47217", + "issue:43531|issue:45600", "issue:36246|issue:41628", - "issue:43531|issue:45600" + "issue:43335|issue:45593" ], - "prepared_review_unit_hash": "1bd9221dfe899d5a2d7d4c24b3518d7434cd74daef815c4d3ba0e592f2322366", + "prepared_review_unit_hash": "0a5f681eb880a7a2de2c15048966dc6925e7b83296bf64a8ac28fd731abc2095", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011307, - "estimated_input_tokens": 252827, - "estimated_eval_tokens": 505910 + "serialized_chars": 1011285, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 35970, - "estimated_input_tokens": 8993, - "estimated_eval_tokens": 18242 + "serialized_chars": 36585, + "estimated_input_tokens": 9147, + "estimated_eval_tokens": 18550 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most soft pairs look like false positives across different features, models, or code paths. The DeepSeek pair (44779/46489) is the only clearly plausible duplicate family from the available titles and issue text, but that conclusion should be treated as tentative rather than definitive.", - "confidence": 0.85, - "canonical_issue_reason": "issue:46489 is the best canonical issue because it is the more specific DeepSeek tokenizer regression report and explicitly links the failure to a gap in a prior fix.", + "summary": "All proposed soft edges look like distinct bugs or regressions rather than duplicates, so no mergeable duplicate cluster emerges here.", + "confidence": 0.95, + "canonical_issue_reason": "No clear canonical issue: the candidate pairs span unrelated topics such as tokenizer behavior, multimodal template handling, cache/generation internals, model loading, and CI/backend setup.", "canonical_pr_reason": null, - "best_issue_reason": "issue:46489 is the strongest representative of the DeepSeek tokenizer regression family in this packet, though the evidence is limited to issue text and titles.", + "best_issue_reason": "No single issue is a strong cluster representative because none of the soft pairs appear to describe the same underlying problem.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44779", - "right": "issue:46489", - "accept": true, - "reason": "Same underlying regression family: both report incorrect DeepSeek tokenization on transformers v5+." - }, - { - "left": "issue:43295", - "right": "issue:45276", + "left": "issue:45127", + "right": "issue:45357", "accept": false, - "reason": "Different bugs: processor/tokenizer image-input regression versus Gemma4 resize_token_embeddings behavior." + "reason": "Both concern Qwen3.5 save/tie-weight behavior, but one is about LoRA/extended-vocab collapse and the other about incorrect visual encoder keys; different failure modes." }, { "left": "issue:43540", "right": "issue:44734", "accept": false, - "reason": "Different code paths and symptoms: Qwen3OmniMoe video processing error versus serve KV-cache crash." + "reason": "One is a Qwen3OmniMoe video-input error, the other is a serve/KV-cache continuation indexing crash; unrelated code paths." }, { "left": "issue:45276", "right": "issue:45584", "accept": false, - "reason": "Different model behaviors: Gemma4 embedding resize issue versus Whisper empty-transcription failure." + "reason": "Gemma4 resize-token-embeddings behavior and Whisper empty-transcription handling are unrelated bugs in different subsystems." }, { "left": "issue:44462", "right": "issue:45907", "accept": false, - "reason": "Both relate to repository/file lookup, but the concrete failures are different." + "reason": "Tokenizer.json loading and list_repo_files revision forwarding affect different APIs and do not describe the same bug." }, { "left": "issue:47145", "right": "issue:47321", "accept": false, - "reason": "Unrelated: FP8 checkpoint loading bug versus AMD quark class update issue." - }, - { - "left": "issue:44112", - "right": "issue:45600", - "accept": false, - "reason": "Both surfaced in CI, but the failing tests and root causes differ." + "reason": "FP8 weight_scale loading corruption and AMD quark class updates are unrelated." }, { "left": "issue:43854", "right": "issue:44964", "accept": false, - "reason": "Different model-loading failures for different model families." + "reason": "Both are model-load failures, but they affect different models with different causes and fixes." }, { "left": "issue:44521", "right": "issue:45381", "accept": false, - "reason": "Both are multimodal, but the specific bugs are different." + "reason": "assistant_masks being all zero is a chat-template bug; wrong vision_position_ids is a Qwen2.5-VL video-positioning bug." }, { - "left": "issue:43643", - "right": "issue:44496", + "left": "issue:44112", + "right": "issue:45600", "accept": false, - "reason": "Related around config/loading, but the failures are not the same." + "reason": "Both involve CI breakage, but one is a stale GraniteSpeech test and the other is outdated auto_mappings references; different problems." }, { "left": "issue:43317", "right": "issue:47312", "accept": false, - "reason": "Different compatibility issues with different failure modes." + "reason": "device_map/offload loading failure and kernel-compatibility issues are not the same underlying bug." }, { - "left": "issue:45290", - "right": "issue:46752", + "left": "issue:43643", + "right": "issue:44496", "accept": false, - "reason": "Both hit apply_chat_template, but the edge cases are different." + "reason": "trust_remote_code returning missing fields and unrecognized-model config loading are distinct config-loading issues." }, { "left": "issue:43994", "right": "issue:47321", "accept": false, - "reason": "Different subsystems and symptoms." + "reason": "SigLIP2 inference corruption and AMD quark class updates are unrelated." + }, + { + "left": "issue:45290", + "right": "issue:46752", + "accept": false, + "reason": "Both hit apply_chat_template, but one is tool-call messages with no content and the other is an empty-input IndexError; different edge cases." }, { "left": "issue:43673", "right": "issue:46858", "accept": false, - "reason": "Both mention cache, but the reported bug mechanics are different." + "reason": "Both touch generation cache, but one is a missing cache in chunked_prefill and the other is device-tensor seq_length arithmetic under static cache/compile." }, { "left": "issue:43611", "right": "issue:47321", "accept": false, - "reason": "Completely unrelated: base_model_prefix loading regression versus AMD quark class update." + "reason": "A base_model_prefix loading regression and an AMD quark class update are unrelated." }, { - "left": "issue:44737", - "right": "issue:45803", + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import slowness and unsafe sys.modules access are different problems; one is performance, the other is correctness/safety." + }, + { + "left": "issue:27957", + "right": "issue:35141", "accept": false, - "reason": "Different issues: CPU device placement bug versus bare except swallowing errors." + "reason": "XLMRoberta Flash Attention support and token-embedding reinitialization after resize are unrelated." }, { "left": "issue:44112", "right": "issue:44964", "accept": false, - "reason": "Both appeared in CI, but they concern unrelated failures." + "reason": "GraniteSpeech CI test staleness and Phi-4 multimodal loading failure do not share a concrete bug." }, { - "left": "issue:44246", - "right": "issue:45003", + "left": "issue:44737", + "right": "issue:45803", "accept": false, - "reason": "Import slowdown and unsafe sys.modules access are different problems." + "reason": "XLNet CPU placement bug and Fuyu bare-except error swallowing are unrelated." }, { - "left": "issue:27957", - "right": "issue:35141", + "left": "issue:42175", + "right": "issue:44279", "accept": false, - "reason": "Different model behavior issues with no clear shared root cause." + "reason": "TensorFlow backend packaging and a generic dependency issue are too different to be duplicates." }, { "left": "issue:44938", "right": "issue:45542", "accept": false, - "reason": "Different environment/backend failures." + "reason": "Python 3.14 import failure and missing TensorFlow backend due to tensorboard-only install are unrelated." }, { - "left": "issue:42175", - "right": "issue:44279", + "left": "issue:44964", + "right": "issue:45600", "accept": false, - "reason": "Dependency-related, but not the same underlying bug." + "reason": "Phi-4 multimodal load failure and stale Sam3LiteText auto-mappings references are different issues." }, { "left": "issue:43404", "right": "issue:45216", "accept": false, - "reason": "Different model-specific regressions and different fixes." + "reason": "Mistral3 lm_head tying and Qwen3.5 save_pretrained regression affect different models and serialization paths." }, { "left": "issue:42796", "right": "issue:44521", "accept": false, - "reason": "Tokenizer BPE-marker handling and multimodal assistant-mask generation are unrelated." + "reason": "Tokenizer BPE marker handling and multimodal chat-template assistant masks are unrelated." }, { - "left": "issue:44964", - "right": "issue:45600", + "left": "issue:32090", + "right": "issue:35141", "accept": false, - "reason": "Different model-loading failures with no shared code path evident." + "reason": "Trainer GPU broadcast NoneType error and output embedding reinitialization are different bugs." }, { "left": "issue:45632", "right": "issue:46234", "accept": false, - "reason": "Different utilities/import problems with different failure modes." + "reason": "trust_remote_code cache-path collisions and a missing import_utils helper are unrelated." }, { - "left": "issue:32090", - "right": "issue:35141", + "left": "issue:44496", + "right": "issue:47217", "accept": false, - "reason": "Training broadcast TypeError is unrelated to embedding reinitialization after resizing." + "reason": "Unrecognized model loading and VL placeholder handling are different model/input issues." }, { - "left": "issue:44496", - "right": "issue:47217", + "left": "issue:43531", + "right": "issue:45600", "accept": false, - "reason": "Different failures: model auto-loading config issue versus VL image-placeholder handling." + "reason": "Qwen3-MoE sliding_window behavior and removed-config references in auto_mappings do not match." }, { "left": "issue:36246", "right": "issue:41628", "accept": false, - "reason": "Both are ImportError-style reports, but they concern different symbols and modules." + "reason": "A missing Qwen2_5_VLImageProcessor export and inability to import AutoImageProcessor are related only at a very broad import level, not the same concrete bug." }, { - "left": "issue:43531", - "right": "issue:45600", + "left": "issue:43335", + "right": "issue:45593", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to auto_mappings CI breakage." + "reason": "SwitchTransformers sparse-layer construction and D-FINE auxiliary-loss behavior are unrelated model-specific bugs." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "The DeepSeek pair verdict is plausible, but the writeup overstates what the packet supports. In particular, claims like \"only true duplicate family\" and \"strongest representative\" go beyond the evidence available here. The rest of the soft-edge rejections are mostly conservative and grounded in the titles, but I would want the summary phrased more cautiously before accepting." - }, - "evaluator_used": true, - "retried": true, - "accepted_nontrivial_soft_edge": true, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -11894,7 +12819,6 @@ "issue:42994", "issue:43295", "issue:43299", - "issue:43335", "issue:43381", "issue:43441", "issue:43479", @@ -11922,6 +12846,7 @@ "issue:45335", "issue:45375", "issue:45446", + "issue:45584", "issue:45588", "issue:45593", "issue:45759", @@ -11936,23 +12861,22 @@ "issue:47333" ], "soft_pairs": [ - "issue:43335|issue:45593", "issue:36246|issue:38617", "issue:44496|issue:45042", - "issue:44295|issue:46506", "issue:45083|issue:46506", - "issue:41950|issue:44016", + "issue:44295|issue:46506", "issue:43295|issue:45335", - "issue:43673|issue:46424", + "issue:41950|issue:44016", "issue:43976|issue:44987", + "issue:43673|issue:46424", "issue:44683|issue:45446", "issue:39692|issue:46932", "issue:46082|issue:46121", "issue:43673|issue:44336", - "issue:44496|issue:45759", "issue:43526|issue:43901", - "issue:44016|issue:44220", + "issue:44496|issue:45759", "issue:42994|issue:47333", + "issue:44016|issue:44220", "issue:43381|issue:45593", "issue:42907|issue:43441", "issue:43650|issue:44220", @@ -11961,220 +12885,228 @@ "issue:44792|issue:46424", "issue:43441|issue:45588", "issue:44279|issue:46515", - "issue:43976|issue:44279", "issue:42994|issue:47332", + "issue:43976|issue:44279", "issue:43824|issue:44933", "issue:43479|issue:45375", - "issue:43299|issue:45216" + "issue:45335|issue:45584", + "issue:43299|issue:45216", + "issue:43901|issue:44496" ], - "prepared_review_unit_hash": "4712f17eecf559a71568fb1e251edec9b2b438ccf0b0635c500b6040d1243db1", + "prepared_review_unit_hash": "cd5f089acc63ace55016c7702a89578e18cc17b399fe5049baea5850d011f883", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011307, - "estimated_input_tokens": 252827, - "estimated_eval_tokens": 505910 + "serialized_chars": 1011285, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36702, - "estimated_input_tokens": 9176, - "estimated_eval_tokens": 18608 + "soft_pair_count": 31, + "serialized_chars": 36968, + "estimated_input_tokens": 9242, + "estimated_eval_tokens": 18740 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: many unrelated import, config, cache, docs, and model-specific runtime bugs were grouped by loose text similarity. The only clear near-family is the save/offload/quantized-model saving failures, where #42994 is the broadest representative.", - "confidence": 0.79, - "canonical_issue_reason": "#42994 is the broadest and most central issue in the only tight family here (model saving/offloading failures), so it is the best representative issue for the cluster.", + "summary": "This cluster is a grab bag of unrelated Transformers issues: import/export regressions, model loading/saving problems, pipeline bugs, docs, and a few model-specific edge cases. None of the soft-linked pairs look like the same underlying bug or change.", + "confidence": 0.92, + "canonical_issue_reason": "issue:43824 is the strongest representative of the cluster\u2019s most prominent pattern: a user-facing import/export regression with real downstream impact and inbound references. It is also cleaner and more central than the more niche model- or docs-specific reports.", "canonical_pr_reason": null, - "best_issue_reason": "#42994 best anchors the save-path failure family because its wording is broad enough to cover the closely related offloaded/quantized save reports, even though most other items are not duplicates.", + "best_issue_reason": "issue:43824 has the best signal for a canonical issue: clear repro, broad API surface, and multiple references indicating it is a meaningful regression rather than a narrow one-off.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43335", - "right": "issue:45593", - "accept": false, - "reason": "Different bugs: SwitchTransformers config construction vs D-FINE auxiliary-loss behavior." - }, { "left": "issue:36246", "right": "issue:38617", "accept": false, - "reason": "Both are import errors, but for different missing symbols in different modules and code paths." + "reason": "Different missing symbols in different modules; unrelated import errors." }, { "left": "issue:44496", "right": "issue:45042", "accept": false, - "reason": "Different failures: unrecognized model loading vs PIL image processors requiring torchvision." - }, - { - "left": "issue:44295", - "right": "issue:46506", - "accept": false, - "reason": "Buffer registration/readback bug vs CPU/CUDA discrepancy; not the same underlying defect." + "reason": "Unrecognized model loading vs PIL/torchvision backend requirement; different code paths." }, { "left": "issue:45083", "right": "issue:46506", "accept": false, - "reason": "Different helper behavior in qwen3_omni_moe vs device-dependent output mismatch." + "reason": "Different models and failures: helper length logic vs CPU/CUDA output mismatch." }, { - "left": "issue:41950", - "right": "issue:44016", + "left": "issue:44295", + "right": "issue:46506", "accept": false, - "reason": "Pipeline image-processor lookup bug vs notebook syntax error; unrelated." + "reason": "Position_ids buffer handling is unrelated to PPDocLayoutV3 CPU/CUDA divergence." }, { "left": "issue:43295", "right": "issue:45335", "accept": false, - "reason": "Custom processor/tokenizer regression vs t5gemma embedding resize bug; different code paths." + "reason": "Custom processor/tokenizer regression vs embedding resize bug; not the same issue." }, { - "left": "issue:43673", - "right": "issue:46424", + "left": "issue:41950", + "right": "issue:44016", "accept": false, - "reason": "Both mention cache, but one is chunked_prefill cache missing and the other is max_cache_length handling for quantized cache." + "reason": "Pipeline image-processor bug vs notebook syntax error; unrelated." }, { "left": "issue:43976", "right": "issue:44987", "accept": false, - "reason": "Both are compatibility complaints, but one is Python support and the other is a model-loading regression on transformers>=5.1.0." + "reason": "Python version compatibility issue vs model-loading failure for a specific repo; different problems." + }, + { + "left": "issue:43673", + "right": "issue:46424", + "accept": false, + "reason": "Both mention cache, but one is chunked prefill cache missing and the other is max_cache_length semantics; different bugs." }, { "left": "issue:44683", "right": "issue:45446", "accept": false, - "reason": "Same subsystem (flex_attention), but one is a torch>=2.9 compile failure and the other is a bad version gate for AuxRequest import." + "reason": "Same subsystem, but compiled flex_attention failure and AuxRequest version-check bug are different code-path issues." }, { "left": "issue:39692", "right": "issue:46932", "accept": false, - "reason": "Docs example errors vs a Gemma4 quantized embedder dtype-casting fix; not the same bug." + "reason": "Docs example errors vs quantized vision/audio dtype casting; not the same bug." }, { "left": "issue:46082", "right": "issue:46121", "accept": false, - "reason": "Different config validation issues: head_dim rejection vs JSON-list handling in rope validation." + "reason": "Llama head_dim validation vs rope parameter type handling; unrelated config bugs." }, { "left": "issue:43673", "right": "issue:44336", "accept": false, - "reason": "Cache-related vs ANSI output formatting; unrelated." - }, - { - "left": "issue:44496", - "right": "issue:45759", - "accept": false, - "reason": "Different loading/config bugs: unrecognized model vs failing to unwrap text_config in from_config." + "reason": "Generation cache regression vs ANSI output in loading_report; no overlap." }, { "left": "issue:43526", "right": "issue:43901", "accept": false, - "reason": "Image processor label reduction bug vs docs mismatch about return_all_scores; not a duplicate." + "reason": "Beit image processor label reduction bug vs text-classification docs mismatch; unrelated." }, { - "left": "issue:44016", - "right": "issue:44220", + "left": "issue:44496", + "right": "issue:45759", "accept": false, - "reason": "Notebook syntax error vs audio feature extraction bug; unrelated." + "reason": "Different model-loading failures in different model families and code paths." }, { "left": "issue:42994", "right": "issue:47333", "accept": false, - "reason": "Same broad save/offload theme, but the reports describe different model classes and failure contexts; not enough evidence of one concrete bug." + "reason": "Both concern saving, but quantized-model saving and disk-offloaded model saving are distinct issues." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error vs feature-extraction helper failure; unrelated." }, { "left": "issue:43381", "right": "issue:45593", "accept": false, - "reason": "Gradient-checkpointing eval-mode restriction vs aux-loss omission; different problems." + "reason": "Gradient checkpointing eval-mode restriction is unrelated to D-FINE auxiliary-loss behavior." }, { "left": "issue:42907", "right": "issue:43441", "accept": false, - "reason": "Model saving failure vs FlashAttention crash; different subsystems and fixes." + "reason": "Saving dequantized Ministral/Devstral models vs FlashAttention failure in Ministral-3; different bugs." }, { "left": "issue:43650", "right": "issue:44220", "accept": false, - "reason": "Non-informative title vs audio feature extraction bug; no shared underlying issue." + "reason": "Placeholder title vs audio feature extraction bug; no relation." }, { "left": "issue:44016", "right": "issue:44062", "accept": false, - "reason": "Notebook syntax error vs AddedToken special-argument collision; unrelated." + "reason": "Notebook syntax error vs AddedToken keyword argument error; unrelated." }, { "left": "issue:44327", "right": "issue:46752", "accept": false, - "reason": "QA top-k bounds error vs empty chat-template input IndexError; distinct runtime paths." + "reason": "Different empty-input/indexing crashes in different APIs; not the same code path." }, { "left": "issue:44792", "right": "issue:46424", "accept": false, - "reason": "Janus image-generation test failure vs cache max-length handling; unrelated." + "reason": "Janus image-generation test failure vs cache config semantics; unrelated." }, { "left": "issue:43441", "right": "issue:45588", "accept": false, - "reason": "FlashAttention failure in Ministral-3 vs sink-less-model aux-attribute crash; different code paths." + "reason": "Both involve flash attention, but one is a model-specific RC regression and the other is an s_aux=None crash; not the same bug." }, { "left": "issue:44279", "right": "issue:46515", "accept": false, - "reason": "Generic dependency issue vs torch 2.4.1 incompatibility; too broad to be duplicates." + "reason": "Generic dependency issue vs specific torch 2.4.1 incompatibility; different scope and root cause." }, { - "left": "issue:43976", - "right": "issue:44279", + "left": "issue:42994", + "right": "issue:47332", "accept": false, - "reason": "Python-version support issue vs generic dependency issue; not the same bug." + "reason": "Quantized save failure vs disk-offloaded Qwen3-VL save failure; different save paths and models." }, { - "left": "issue:42994", - "right": "issue:47332", + "left": "issue:43976", + "right": "issue:44279", "accept": false, - "reason": "Both concern saving/offloading, but one is generic quantized saving and the other is a disk-offloaded Qwen3-VL save failure; likely separate root causes." + "reason": "Python support regression vs generic dependency issue; unrelated." }, { "left": "issue:43824", "right": "issue:44933", "accept": false, - "reason": "Different missing imports from different modules and symbols." + "reason": "Top-level Qwen import failure vs missing image_utils import; both are import errors but not the same symbol or fix." }, { "left": "issue:43479", "right": "issue:45375", "accept": false, - "reason": "Different config-field bugs: default vision/audio config initialization vs a missing deepstack_visual_indexes field." + "reason": "Different multimodal config bugs: default-init handling vs missing strict field serialization." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Token embedding resize bug vs Whisper empty transcription generation crash; unrelated." }, { "left": "issue:43299", "right": "issue:45216", "accept": false, - "reason": "Different regression types: Qwen3VL model loading vs Qwen3.5 save_pretrained checkpoint corruption." + "reason": "Qwen3VL load regression vs Qwen3.5 save_pretrained regression; different operations and failure modes." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Documentation mismatch vs model config loading error; unrelated." } ] }, @@ -12210,6 +13142,7 @@ "issue:43653", "issue:43854", "issue:43901", + "issue:43931", "issue:43976", "issue:44016", "issue:44075", @@ -12220,7 +13153,7 @@ "issue:44368", "issue:44462", "issue:44466", - "issue:44496", + "issue:44683", "issue:44779", "issue:45020", "issue:45081", @@ -12228,10 +13161,9 @@ "issue:45216", "issue:45276", "issue:45278", - "issue:45335", "issue:45357", "issue:45405", - "issue:45584", + "issue:45542", "issue:45593", "issue:45812", "issue:45823", @@ -12248,12 +13180,10 @@ "issue:47217" ], "soft_pairs": [ - "issue:45335|issue:45584", - "issue:43901|issue:44496", - "issue:41950|issue:45020", - "issue:44279|issue:45405", "issue:43901|issue:47217", + "issue:44279|issue:45405", "issue:43295|issue:44779", + "issue:41950|issue:45020", "issue:39692|issue:43901", "issue:46123|issue:46369", "issue:42796|issue:43650", @@ -12263,11 +13193,11 @@ "issue:44075|issue:44368", "issue:43976|issue:45405", "issue:41950|issue:45823", - "issue:46082|issue:46399", - "issue:43299|issue:45357", "issue:44466|issue:45276", + "issue:43299|issue:45357", "issue:43381|issue:47000", "issue:43653|issue:45593", + "issue:46082|issue:46399", "issue:46082|issue:46512", "issue:44351|issue:45278", "issue:44462|issue:45081", @@ -12275,204 +13205,206 @@ "issue:43650|issue:46209", "issue:44242|issue:45200", "issue:43644|issue:47145", - "issue:44016|issue:44291" + "issue:44016|issue:44291", + "issue:43931|issue:47145", + "issue:44683|issue:45542" ], - "prepared_review_unit_hash": "49b5eccb935146a71601a70102a634ae6bd56ac0d4c139fb4270444c8e5cb2d8", + "prepared_review_unit_hash": "1b18b855b3d73b9fa467883c13f6a2b2ce87a65b4377272f3688c9e1f3a3ee80", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011307, - "estimated_input_tokens": 252827, - "estimated_eval_tokens": 505910 + "serialized_chars": 1011285, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36287, - "estimated_input_tokens": 9072, - "estimated_eval_tokens": 18400 + "serialized_chars": 36216, + "estimated_input_tokens": 9054, + "estimated_eval_tokens": 18364 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a heterogeneous cluster of mostly unrelated issue reports/regressions. None of the soft pairs look like the same underlying bug or change, so they should not be merged as duplicates.", - "confidence": 0.89, - "canonical_issue_reason": "No single canonical issue stands out; the cluster spans unrelated bugs, regressions, docs problems, and model-specific failures.", + "summary": "This cluster is not a true duplicate set: the issues span many unrelated regressions, tokenizer bugs, docs errors, loading failures, and dependency problems across different models and subsystems. All soft links look like superficial similarity rather than the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue is appropriate because the cluster is heterogeneous; the items do not share one concrete code-path or root cause.", "canonical_pr_reason": null, - "best_issue_reason": "No clear best issue for deduping; the items are too diverse to anchor on one representative bug.", + "best_issue_reason": "No global best issue: none of these issues can represent the cluster as a whole since they are unrelated defects across different areas.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:45335", - "right": "issue:45584", - "accept": false, - "reason": "Different bugs: token embedding resize vs Whisper empty-transcription failure after special-token alignment." - }, { "left": "issue:43901", - "right": "issue:44496", - "accept": false, - "reason": "Different subsystems: text-classification docs behavior vs unrecognized-model config loading." - }, - { - "left": "issue:41950", - "right": "issue:45020", + "right": "issue:47217", "accept": false, - "reason": "Video-classification processor lookup vs remote_code model breakage; unrelated." + "reason": "Docs text about return_all_scores is unrelated to a VL placeholder-in-text runtime failure." }, { "left": "issue:44279", "right": "issue:45405", "accept": false, - "reason": "Generic dependency trouble vs an unreleased PEFT version pin; not the same issue." + "reason": "Both are dependency-related, but one is a generic transformers dependency issue and the other is an unreleased peft version bump; different problems." }, { - "left": "issue:43901", - "right": "issue:47217", + "left": "issue:43295", + "right": "issue:44779", "accept": false, - "reason": "Docs mismatch for text classification vs VL image-placeholder handling bug; unrelated." + "reason": "Both involve tokenizer regressions, but they affect different APIs/models and describe different failure modes." }, { - "left": "issue:43295", - "right": "issue:44779", + "left": "issue:41950", + "right": "issue:45020", "accept": false, - "reason": "Both are tokenizer regressions, but they hit different model families and failure modes." + "reason": "Video-classification processor lookup and remote_code model breakage are different code paths with different symptoms." }, { "left": "issue:39692", "right": "issue:43901", "accept": false, - "reason": "Different documentation problems in different examples; not the same underlying bug." + "reason": "Two unrelated documentation issues; no shared bug or fix target." }, { "left": "issue:46123", "right": "issue:46369", "accept": false, - "reason": "Partial-batch result dropping vs SAM model memory overflow; unrelated." + "reason": "MaskGenerationPipeline partial-batch handling is unrelated to sam3-litetext memory overflow." }, { "left": "issue:42796", "right": "issue:43650", "accept": false, - "reason": "Tokenizer BPE-marker handling vs a separate placeholder/data-related issue; no shared bug." + "reason": "Tokenizer BPE marker handling and a generic 'ADD THE DATA' issue are clearly unrelated." }, { "left": "issue:46614", "right": "issue:47085", "accept": false, - "reason": "Stale phonemizer backend state vs tokenizer thread-safety regression; different code paths." + "reason": "Stale phonemizer backend state is a different subsystem from tokenizer thread-safety." }, { "left": "issue:43577", "right": "issue:45216", "accept": false, - "reason": "Blip2 dtype propagation bug vs Qwen3.5 save_pretrained regression; unrelated." + "reason": "Blip2 dtype propagation on load and Qwen3.5 save_pretrained serialization are different bugs." }, { "left": "issue:44779", "right": "issue:45812", "accept": false, - "reason": "Both involve tokenizer regressions, but the reports are model-specific and do not clearly share one fix." + "reason": "Both are tokenizer regressions, but they concern different models and likely different root causes." }, { "left": "issue:44075", "right": "issue:44368", "accept": false, - "reason": "SGD arguments ignored vs a tie_word_embeddings warning; unrelated." + "reason": "Optimizer argument handling is unrelated to a tied-embeddings warning." }, { "left": "issue:43976", "right": "issue:45405", "accept": false, - "reason": "Python compatibility break vs PEFT minimum-version bump; unrelated." + "reason": "Python version compatibility and an unreleased dependency version are unrelated." }, { "left": "issue:41950", "right": "issue:45823", "accept": false, - "reason": "Pipeline processor lookup bug vs Gemma4 device-map forward mismatch; different failures." + "reason": "Image-processor lookup in a video pipeline is unrelated to Gemma4 device-map placement." }, { - "left": "issue:46082", - "right": "issue:46399", + "left": "issue:44466", + "right": "issue:45276", "accept": false, - "reason": "LlamaConfig head_dim validation vs Qwen3.5 kernel registration crash; unrelated." + "reason": "Serialization inconsistency and embedding resize propagation are distinct behaviors, not the same bug." }, { "left": "issue:43299", "right": "issue:45357", "accept": false, - "reason": "Model loading failure vs incorrect save_pretrained visual-encoder keys; different code paths." - }, - { - "left": "issue:44466", - "right": "issue:45276", - "accept": false, - "reason": "Tied-weight serialization inconsistency vs resize_token_embeddings not updating embeddings; not the same bug." + "reason": "Both involve Qwen3-family models, but one is loading failure and the other is save_pretrained key serialization; not the same issue." }, { "left": "issue:43381", "right": "issue:47000", "accept": false, - "reason": "Gradient-checkpointing eval-mode issue vs RTDetr loss infeasibility; unrelated." + "reason": "Gradient checkpointing eval-mode behavior is unrelated to RTDetrLoss infeasibility." }, { "left": "issue:43653", "right": "issue:45593", "accept": false, - "reason": "BigBirdTokenizer special-token registration vs D-FINE auxiliary-loss behavior; unrelated." + "reason": "BigBirdTokenizer special-token registration and D-FINE auxiliary-loss omission are different defects." + }, + { + "left": "issue:46082", + "right": "issue:46399", + "accept": false, + "reason": "LlamaConfig head_dim validation and Qwen3.5 kernel registration are unrelated." }, { "left": "issue:46082", "right": "issue:46512", "accept": false, - "reason": "Config validation error vs stale config dtype after from_config; different bugs." + "reason": "Explicit head_dim validation has no overlap with from_config dtype/config staleness." }, { "left": "issue:44351", "right": "issue:45278", "accept": false, - "reason": "Specific missing HybridCache import vs broad import errors after upgrade; not one concrete fix." + "reason": "A missing HybridCache export and broad import errors after upgrade are related only at a very high level, not the same concrete bug." }, { "left": "issue:44462", "right": "issue:45081", "accept": false, - "reason": "AutoTokenizer ignoring tokenizer.json vs Mistral regex patch crash; unrelated." + "reason": "AutoTokenizer ignoring tokenizer.json and a Mistral regex patch crash are different tokenizer-loading issues." }, { "left": "issue:43299", "right": "issue:43854", "accept": false, - "reason": "Qwen3VL loading regression vs GLM-4.7-Flash unit-test loading failure; unrelated." + "reason": "Qwen3-VL loading failure and GLM-4.7-Flash test loading failure are model-specific, separate bugs." }, { "left": "issue:43650", "right": "issue:46209", "accept": false, - "reason": "Nonspecific 'ADD THE DATA' report vs FP8 inference failure; no common underlying bug." + "reason": "A placeholder issue and an FP8 inference bug are unrelated." }, { "left": "issue:44242", "right": "issue:45200", "accept": false, - "reason": "MoE load-balancing loss issue vs Gemma4 token-type defaulting bug; unrelated." + "reason": "Router load-balancing loss and Gemma4 mm_token_type_ids defaults are different model-training issues." }, { "left": "issue:43644", "right": "issue:47145", "accept": false, - "reason": "Non-persistent buffer junk vs missing weight_scale application on FP8 load; different defects." + "reason": "Non-persistent buffer junk fill and FP8 weight_scale omission are both corruption issues, but with different mechanisms and fixes." }, { "left": "issue:44016", "right": "issue:44291", "accept": false, - "reason": "Notebook syntax error vs init_empty_weights TypeError; unrelated." + "reason": "A notebook syntax error and an init_empty_weights TypeError are unrelated." + }, + { + "left": "issue:43931", + "right": "issue:47145", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch is unrelated to FP8 compressed-tensors scaling." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Compiled flex_attention on torch 2.9 and a TensorBoard/TensorFlow backend issue are unrelated." } ] }, @@ -12504,14 +13436,15 @@ "issue:43441", "issue:43479", "issue:43525", + "issue:43575", "issue:43643", "issue:43673", "issue:43761", "issue:43784", + "issue:43824", "issue:43873", "issue:43881", "issue:43901", - "issue:43931", "issue:43976", "issue:44016", "issue:44186", @@ -12522,7 +13455,6 @@ "issue:44336", "issue:44623", "issue:44671", - "issue:44683", "issue:44749", "issue:44779", "issue:45081", @@ -12546,245 +13478,245 @@ "issue:47217" ], "soft_pairs": [ - "issue:43931|issue:47145", - "issue:44683|issue:45542", "issue:45081|issue:45907", "issue:45588|issue:47000", "issue:44336|issue:46851", "issue:43441|issue:45834", "issue:45859|issue:46851", - "issue:43479|issue:43525", "issue:45103|issue:45372", - "issue:33290|issue:45656", + "issue:43479|issue:43525", "issue:43873|issue:47145", - "issue:44623|issue:44749", + "issue:33290|issue:45656", "issue:42994|issue:43317", + "issue:44623|issue:44749", "issue:42175|issue:43976", - "issue:44261|issue:44263", - "issue:44623|issue:45397", "issue:44246|issue:47217", + "issue:44623|issue:45397", "issue:44671|issue:44779", + "issue:44261|issue:44263", "issue:44016|issue:45823", "issue:45542|issue:45800", "issue:44186|issue:47000", - "issue:43525|issue:43881", "issue:43673|issue:43761", + "issue:43525|issue:43881", "issue:43784|issue:45542", "issue:45600|issue:45712", "issue:44188|issue:44336", + "issue:43901|issue:44246", "issue:43525|issue:43643", "issue:42796|issue:43441", - "issue:43901|issue:44246", - "issue:45325|issue:46851" + "issue:45325|issue:46851", + "issue:43575|issue:47145", + "issue:43824|issue:43976" ], - "prepared_review_unit_hash": "7c19cec7dafdfa215ab494c1df52a63a465e9ed674b8d4fa01b206d8d5e2bd46", + "prepared_review_unit_hash": "17307341a9d6a329ebe440cd95fa5379304a2998ec999b672c85d53a7767c5cd", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011307, - "estimated_input_tokens": 252827, - "estimated_eval_tokens": 505910 + "serialized_chars": 1011285, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36696, - "estimated_input_tokens": 9174, - "estimated_eval_tokens": 18604 + "serialized_chars": 36712, + "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 not a true duplicate set: the items span unrelated model-loading, tokenizer, config, quantization/offload, docs, and CI issues. All soft links look like similarity-only false positives.", - "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue stands out; the cluster is heterogeneous and the soft pairs do not share a common underlying bug.", + "summary": "This is a heterogeneous cluster of mostly unrelated Transformer issues; they span packaging, tokenizers, model loading, offloading/quantization, docs, and runtime regressions. I do not see any soft pair that is clearly the same underlying bug or change.", + "confidence": 0.91, + "canonical_issue_reason": "issue:43873 is the most active open report with multiple inbound references and a broad runtime theme (quantization/offloading), so it is the best representative anchor for this otherwise unrelated set.", "canonical_pr_reason": null, - "best_issue_reason": "If forced to pick a representative issue, issue:43873 is the closest hub because it is open, heavily discussed, and broadly about offloading/quantization\u2014but it is still not a safe duplicate anchor.", + "best_issue_reason": "issue:43873 is the strongest issue anchor by activity/refs and centrality, but only as a representative\u2014not as a true duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43931", - "right": "issue:47145", - "accept": false, - "reason": "Different bugs: Qwen3-VL shape mismatch vs FP8 checkpoint loading missing weight_scale." - }, - { - "left": "issue:44683", - "right": "issue:45542", - "accept": false, - "reason": "Unrelated subsystems: flex_attention on torch>=2.9 vs TensorFlow backend packaging." - }, { "left": "issue:45081", "right": "issue:45907", "accept": false, - "reason": "Different code paths: Mistral tokenizer regex patch crash vs list_repo_files revision forwarding." + "reason": "Different areas: Mistral tokenizer regex patching vs a Hub file-listing revision-forwarding bug." }, { "left": "issue:45588", "right": "issue:47000", "accept": false, - "reason": "Different failure modes: flash_attention s_aux=None vs RTDetrLoss infeasible cost matrix." + "reason": "FlashAttention sink handling crash and RTDetr loss infeasible-cost-matrix are unrelated code paths." }, { "left": "issue:44336", "right": "issue:46851", "accept": false, - "reason": "ANSI/logging output bug is unrelated to Qwen3.5 variable-length position_ids." + "reason": "ANSI escape output in loading reports is unrelated to Qwen3.5 variable-length position_ids behavior." }, { "left": "issue:43441", "right": "issue:45834", "accept": false, - "reason": "Same broad model-family area, but FlashAttention failure and OCR index error are different bugs." + "reason": "Ministral FlashAttention failure and Kosmos2.5 OCR index error do not describe the same defect." }, { "left": "issue:45859", "right": "issue:46851", "accept": false, - "reason": "Both mention position_ids/Qwen3.5, but one is CPU offload incompatibility and the other is variable-length input handling." - }, - { - "left": "issue:43479", - "right": "issue:43525", - "accept": false, - "reason": "Different models and issues: multimodal config None handling vs missing pad_token_id." + "reason": "Both mention position/rotary behavior, but one is CPU offload compatibility and the other is variable-length inputs; not the same bug." }, { "left": "issue:45103", "right": "issue:45372", "accept": false, - "reason": "Auto-docstring future-annotations crash is unrelated to ReasoningEffort import failure." + "reason": "auto_docstring annotation handling and a mistral_common import error are unrelated." }, { - "left": "issue:33290", - "right": "issue:45656", + "left": "issue:43479", + "right": "issue:43525", "accept": false, - "reason": "Both mention DeepSpeed/optimizer behavior, but OOM during Adafactor and double optimizer.step are distinct bugs." + "reason": "Phi4Multimodal config defaulting and Llama4Config missing pad_token_id are different config initialization bugs." }, { "left": "issue:43873", "right": "issue:47145", "accept": false, - "reason": "Both are offloading/quantization related, but one is runtime offload behavior and the other is checkpoint loading corruption." + "reason": "General offloading/quantization issues, but one is behavior not working and the other is silent FP8 weight_scale corruption; not the same concrete bug." }, { - "left": "issue:44623", - "right": "issue:44749", + "left": "issue:33290", + "right": "issue:45656", "accept": false, - "reason": "save_pretrained missing files is unrelated to the reported data-filtering slowdown." + "reason": "Deepspeed optimizer OOM and double optimizer-step invocation are distinct training-loop problems." }, { "left": "issue:42994", "right": "issue:43317", "accept": false, - "reason": "Quantized saving failure and dequantized offload loading failure are different operations and code paths." + "reason": "Quantized model saving failure and dequantized load with cpu offload failure are different lifecycle stages and failure modes." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Missing processor save files and a training-data filtering slowdown are unrelated." }, { "left": "issue:42175", "right": "issue:43976", "accept": false, - "reason": "Packaging/backend install issue is unrelated to the Python-version compatibility report." + "reason": "TensorFlow backend packaging and Python version compatibility are separate environment issues." }, { - "left": "issue:44261", - "right": "issue:44263", + "left": "issue:44246", + "right": "issue:47217", "accept": false, - "reason": "Different model components and errors; the shared ML theme is too broad." + "reason": "Intermittent slow import and VL image-placeholder handling are unrelated runtime problems." }, { "left": "issue:44623", "right": "issue:45397", "accept": false, - "reason": "Processor save-pretrained file omission is unrelated to Gemma-4 ZeRO3 loading." + "reason": "processor.save_pretrained missing files and gemma-4 zero3 from_pretrained failure are different bugs." }, { - "left": "issue:44246", - "right": "issue:47217", + "left": "issue:44671", + "right": "issue:44779", "accept": false, - "reason": "Import latency and VL image-placeholder failures are unrelated bugs." + "reason": "CamemBERT masked LM regression and Deepseek tokenizer regression are model-specific and not the same issue." }, { - "left": "issue:44671", - "right": "issue:44779", + "left": "issue:44261", + "right": "issue:44263", "accept": false, - "reason": "Both are v5 regressions, but CamemBERT MLM outputs and DeepSeek tokenization are separate code paths." + "reason": "MLA q_a_layernorm precision/config issue and GlmMoeDsaIndexer split return-values issue are unrelated." }, { "left": "issue:44016", "right": "issue:45823", "accept": false, - "reason": "Notebook syntax error is unrelated to Gemma4 device-mismatch during forward." + "reason": "Notebook syntax error and Gemma4 device-mismatch during forward are unrelated." }, { "left": "issue:45542", "right": "issue:45800", "accept": false, - "reason": "TensorBoard/TensorFlow packaging bug is unrelated to torch/transformers version incompatibility." + "reason": "Missing TensorFlow backend installation and torch/transformers incompatibility are different environment/setup problems." }, { "left": "issue:44186", "right": "issue:47000", "accept": false, - "reason": "Tokenizer padding/truncation crash is unrelated to RTDetrLoss cost-matrix infeasibility." + "reason": "LayoutLMv2 tokenization crash and RTDetr loss infeasible-cost-matrix are unrelated model components." }, { - "left": "issue:43525", - "right": "issue:43881", + "left": "issue:43673", + "right": "issue:43761", "accept": false, - "reason": "Missing pad_token_id in Llama4Config is unrelated to glm-4v-9b loading failure." + "reason": "Generation cache missing in chunked prefill and CLIPVision hidden_states regression are different v5 regressions in different modules." }, { - "left": "issue:43673", - "right": "issue:43761", + "left": "issue:43525", + "right": "issue:43881", "accept": false, - "reason": "Generation cache/chunked prefill and CLIP hidden_states regression are different subsystems." + "reason": "Llama4Config pad_token_id missing and glm-4v-9b loading failure are not the same failure path." }, { "left": "issue:43784", "right": "issue:45542", "accept": false, - "reason": "Import NameError in sentence-transformers is unrelated to TensorFlow backend installation." + "reason": "sentence-transformers import NameError and TensorFlow backend packaging issue are unrelated." }, { "left": "issue:45600", "right": "issue:45712", "accept": false, - "reason": "Removed config references breaking CI and leftover dummy classes are separate maintenance issues." + "reason": "auto_mappings stale config references and leftover dummy classes are different maintenance/CI problems." }, { "left": "issue:44188", "right": "issue:44336", "accept": false, - "reason": "Attention-kernel divergence under torch.compile is unrelated to ANSI code leakage in loading_report." + "reason": "torch.compile attention-kernel divergence and ANSI codes in loading_report are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "docs mismatch for return_all_scores and sporadic slow import are unrelated." }, { "left": "issue:43525", "right": "issue:43643", "accept": false, - "reason": "A specific missing config attribute is not the same as generic missing fields from trust_remote_code AutoConfig." + "reason": "Missing pad_token_id on Llama4Config and missing fields with trust_remote_code are similar in theme but not the same defect." }, { "left": "issue:42796", "right": "issue:43441", "accept": false, - "reason": "Same model family, but tokenizer BPE-marker handling and FlashAttention are different bug classes." + "reason": "Tokenizer BPE-marker handling and FlashAttention failure are different issues." }, { - "left": "issue:43901", - "right": "issue:44246", + "left": "issue:45325", + "right": "issue:46851", "accept": false, - "reason": "Docs wording vs import latency are unrelated." + "reason": "Both involve position_ids, but one is Qwen2.5-VL rope scaling and the other is Qwen3.5 variable-length input handling; not a duplicate." }, { - "left": "issue:45325", - "right": "issue:46851", + "left": "issue:43575", + "right": "issue:47145", + "accept": false, + "reason": "Tensor-parallel OOM on load and FP8 checkpoint corruption are different quantization/loading failures." + }, + { + "left": "issue:43824", + "right": "issue:43976", "accept": false, - "reason": "Both involve position_ids, but the models and mechanisms differ (Qwen2.5-VL temporal scaling vs Qwen3.5 variable-length inputs)." + "reason": "ImportError for Qwen2_5_VLForConditionalGeneration and Python 3.9+/3.10+ compatibility are unrelated." } ] }, @@ -12810,13 +13742,12 @@ "nodes": [ "issue:42491", "issue:42617", + "issue:42915", "issue:43299", "issue:43526", "issue:43540", "issue:43550", - "issue:43575", "issue:43723", - "issue:43824", "issue:43976", "issue:44162", "issue:44242", @@ -12854,255 +13785,249 @@ "issue:47176", "issue:47177", "issue:47217", + "issue:47312", "issue:47333" ], "soft_pairs": [ - "issue:43824|issue:43976", - "issue:43575|issue:47145", "issue:44589|issue:45362", "issue:47176|issue:47177", "issue:44336|issue:44373", "issue:43723|issue:44162", "issue:45362|issue:47333", "issue:44297|issue:45397", - "issue:45083|issue:46851", "issue:44246|issue:44496", - "issue:42617|issue:43976", + "issue:45083|issue:46851", "issue:44871|issue:47145", + "issue:42617|issue:43976", "issue:46291|issue:46399", - "issue:46399|issue:46851", "issue:46655|issue:46726", - "issue:42491|issue:43299", + "issue:46399|issue:46851", "issue:45003|issue:47217", + "issue:42491|issue:43299", "issue:45072|issue:46829", "issue:43526|issue:45003", "issue:43540|issue:46752", - "issue:45588|issue:46851", + "issue:45103|issue:46399", "issue:44295|issue:45397", + "issue:45588|issue:46851", "issue:45561|issue:45563", - "issue:45103|issue:46399", + "issue:44246|issue:44871", "issue:46614|issue:46665", "issue:45003|issue:46821", - "issue:44246|issue:44871", "issue:44336|issue:44485", "issue:43550|issue:46506", "issue:44242|issue:45593", - "issue:43540|issue:46655" + "issue:43540|issue:46655", + "issue:42915|issue:47312" ], - "prepared_review_unit_hash": "9ff5685582c78f1bb10d8389372fb8e6a70db31ec9af19531fb139e0c19ac377", + "prepared_review_unit_hash": "072bd4afcb0e9219f26bcdcb4428123634b1925f71eddad3c48a6c6a575c9266", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011307, - "estimated_input_tokens": 252827, - "estimated_eval_tokens": 505910 + "serialized_chars": 1011285, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 31, - "serialized_chars": 36318, - "estimated_input_tokens": 9080, - "estimated_eval_tokens": 18416 + "soft_pair_count": 30, + "serialized_chars": 35950, + "estimated_input_tokens": 8988, + "estimated_eval_tokens": 18232 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous false positives. The only loosely coherent theme is Qwen/Qwen3/v5 model-loading regressions, but the paired items still differ in model family or failure mode, so I would not merge any soft edge.", + "summary": "The cluster is mostly heterogeneous and the soft-similarity edges are false positives. The only visible mini-theme is Qwen/MoE/version-regression loading issues, but even there the reports point at different code paths and failure modes, so I would not merge any pair. If a single issue has to anchor the cluster, 42491 is the best representative because it is the broadest and earliest Qwen3 MoE compatibility regression report.", "confidence": 0.66, - "canonical_issue_reason": "issue:43299 is the clearest representative of the main coherent subtheme: a Transformers v5 regression breaking Qwen3 MoE model loading. It is broader than the LoRA-specific 42491 and more directly about the shared compatibility breakage than the many unrelated singleton issues.", + "canonical_issue_reason": "issue:42491 is the earliest and broadest report in the Qwen3 MoE compatibility/version-regression mini-theme; it reads like the most general user-facing loading failure among the related reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43299 is the best overall issue to anchor this cluster because it captures the broadest, most central model-loading regression theme visible here. The rest are either unrelated or too narrowly scoped to serve as a better representative.", + "best_issue_reason": "issue:42491 is the best issue anchor because it captures the core compatibility break between older hf4.x-trained Qwen3 MoE LoRA artifacts and the current hf5.x branch, which is broader than the more specialized follow-up reports.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43824", - "right": "issue:43976", - "accept": false, - "reason": "ImportError for a specific Qwen2.5-VL class is unrelated to a Python 3.9/3.10 compatibility complaint." - }, - { - "left": "issue:43575", - "right": "issue:47145", - "accept": false, - "reason": "Qwen2 OOM on tensor parallel load and FP8 weight_scale loading are different bugs and code paths." - }, { "left": "issue:44589", "right": "issue:45362", "accept": false, - "reason": "Float8 storage lookup failure is unrelated to Qwen3.5 chat crashes." + "reason": "Different failures: FP8 storage lookup vs Qwen3.5 chat crash; no shared code-path evidence." }, { "left": "issue:47176", "right": "issue:47177", "accept": false, - "reason": "Both are security issues, but they are distinct vulnerabilities: shell operator bypass vs tar/zip slip file write." + "reason": "Both are security-related, but they are different vulnerability classes (shell-operator bypass vs archive path traversal)." }, { "left": "issue:44336", "right": "issue:44373", "accept": false, - "reason": "ANSI code output in loading_report and a wrong docstring are unrelated." + "reason": "Unrelated bugs: ANSI output handling vs a wrong docstring." }, { "left": "issue:43723", "right": "issue:44162", "accept": false, - "reason": "Tokenizer loading regression and ESM2 breakage are different subsystems and failures." + "reason": "Different problems in different model/tokenizer paths; same broad library area is not enough." }, { "left": "issue:45362", "right": "issue:47333", "accept": false, - "reason": "Qwen3.5 chat failure and disk-offload save failure are separate Qwen issues with different code paths." + "reason": "Different features and failures: chat crash on one model vs offloading save failure on another." }, { "left": "issue:44297", "right": "issue:45397", "accept": false, - "reason": "Tokenizer config mismatch and gemma-4 zero3 from_pretrained are unrelated bugs." - }, - { - "left": "issue:45083", - "right": "issue:46851", - "accept": false, - "reason": "Both involve Qwen models, but one is a feature-extraction helper bug and the other is a position_ids variable-length input issue." + "reason": "Tokenizer config mismatch vs ZeRO-3 from_pretrained issue; different code paths." }, { "left": "issue:44246", "right": "issue:44496", "accept": false, - "reason": "Import slowdown and unrecognized model_type are unrelated." + "reason": "Performance/import latency issue vs model type/config recognition failure; not the same bug." }, { - "left": "issue:42617", - "right": "issue:43976", + "left": "issue:45083", + "right": "issue:46851", "accept": false, - "reason": "3d_parallel.py execution failure is unrelated to the Python version support issue." + "reason": "Both are Qwen-related, but one is a feature-length helper bug and the other is a position_ids variable-length failure." }, { "left": "issue:44871", "right": "issue:47145", "accept": false, - "reason": "Gemma eos_token_id inconsistency is unrelated to FP8 compressed-tensors loading." + "reason": "Gemma EOS config inconsistency and FP8 compressed-tensors weight_scale loss are unrelated." }, { - "left": "issue:46291", - "right": "issue:46399", + "left": "issue:42617", + "right": "issue:43976", "accept": false, - "reason": "Kernel dependency import failure and Qwen3.5 decorator-registration failure are different bugs." + "reason": "3d_parallel.py runtime failure and Python-version incompatibility are different issues." }, { - "left": "issue:46399", - "right": "issue:46851", + "left": "issue:46291", + "right": "issue:46399", "accept": false, - "reason": "Both are Qwen3.5-related, but one is kernel registration and the other is variable-length position_ids handling; not the same bug." + "reason": "Both mention kernels, but one is import-time dependency validation and the other is a Qwen3.5 registration crash; not the same concrete fix." }, { "left": "issue:46655", "right": "issue:46726", "accept": false, - "reason": "Incorrect video padding and missing-vision-backend processor errors are different preprocessing failures." + "reason": "Incorrect video padding calculation vs missing vision backend handling for AutoProcessor." }, { - "left": "issue:42491", - "right": "issue:43299", + "left": "issue:46399", + "right": "issue:46851", "accept": false, - "reason": "Both are Qwen3 MoE/v5 loading regressions, but one is LoRA-on-hf4.x incompatibility and the other is Qwen3VL MoE base-model loading; too different to treat as one concrete bug." + "reason": "Different Qwen3.5 failures: kernel registration error vs variable-length position_ids behavior." }, { "left": "issue:45003", "right": "issue:47217", "accept": false, - "reason": "sys.modules access in modeling_utils is unrelated to VL image placeholder handling." + "reason": "Sys.modules access bug and VL image-placeholder parsing failure are unrelated." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both are Qwen3 MoE loading regressions, but the titles point to different artifacts and failure contexts; not enough to treat as one concrete bug." }, { "left": "issue:45072", "right": "issue:46829", "accept": false, - "reason": "dtype mismatch in bfloat16 inference and incorrect hidden_states return values are unrelated." + "reason": "Different model families and different output/dtype problems." }, { "left": "issue:43526", "right": "issue:45003", "accept": false, - "reason": "BEiT label reduction and unsafe sys.modules access are unrelated." + "reason": "Beit reduce_labels bug vs modeling_utils sys.modules access; no overlap beyond being library bugs." }, { "left": "issue:43540", "right": "issue:46752", "accept": false, - "reason": "Qwen3OmniMoe video processing ValueError and empty-list chat_template IndexError are unrelated." + "reason": "Video-input ValueError in Qwen3OmniMoe vs empty-list chat template IndexError; unrelated." }, { - "left": "issue:45588", - "right": "issue:46851", + "left": "issue:45103", + "right": "issue:46399", "accept": false, - "reason": "flash_attention s_aux handling and Qwen3.5 variable-length position_ids are different failure modes." + "reason": "Auto-docstring annotation parsing crash and Qwen3.5 kernel-registration crash are separate subsystems." }, { "left": "issue:44295", "right": "issue:45397", "accept": false, - "reason": "position_ids buffer read error and gemma-4 zero3 from_pretrained are unrelated." + "reason": "Position_ids buffer access issue vs gemma-4 ZeRO-3 loading; different code paths." + }, + { + "left": "issue:45588", + "right": "issue:46851", + "accept": false, + "reason": "Flash-attention s_aux=None crash and variable-length position_ids bug are distinct failures." }, { "left": "issue:45561", "right": "issue:45563", "accept": false, - "reason": "xdist captured_info race and stale num_return_sequences warning are unrelated testing/runtime issues." + "reason": "Testing-utils xdist race and stale generate warning are unrelated." }, { - "left": "issue:45103", - "right": "issue:46399", + "left": "issue:44246", + "right": "issue:44871", "accept": false, - "reason": "auto_docstring future-annotations crash and Qwen3.5 kernel registration failure are unrelated." + "reason": "Import latency vs EOS token configuration mismatch; no shared bug." }, { "left": "issue:46614", "right": "issue:46665", "accept": false, - "reason": "stale phonemizer backend state and inconsistent from_pretrained behavior inside Python classes are not the same bug." + "reason": "Stale phonemizer language backend vs inconsistent from_pretrained behavior inside Python classes." }, { "left": "issue:45003", "right": "issue:46821", "accept": false, - "reason": "unsafe sys.modules access and TimesFM window_size AttributeError are unrelated." - }, - { - "left": "issue:44242", - "right": "issue:44871", - "accept": false, - "reason": "missing load-balancing loss and Gemma eos_token_id config mismatch are unrelated." + "reason": "Unsafe sys.modules access and TimesFM window_size AttributeError are unrelated." }, { "left": "issue:44336", "right": "issue:44485", "accept": false, - "reason": "terminal ANSI code generation and GLM-5 RoPE implementation are unrelated." + "reason": "ANSI code generation and GLM-5 RoPE discussion are not the same issue." }, { "left": "issue:43550", "right": "issue:46506", "accept": false, - "reason": "torch.compile SDPA failure in Bamba and CPU/CUDA result drift in PPDocLayoutV3 are unrelated." + "reason": "Different model/runtime failures: torch.compile with SDPA vs CPU/CUDA result divergence." }, { "left": "issue:44242", "right": "issue:45593", "accept": false, - "reason": "Both concern auxiliary losses, but they are different models and different omitted-loss conditions." + "reason": "Load-balancing loss gating and D-FINE auxiliary-loss suppression are different model-specific behaviors." }, { "left": "issue:43540", "right": "issue:46655", "accept": false, - "reason": "Qwen3OmniMoe video-input ValueError and SmolVLM video padding bug are different model-specific processor issues." + "reason": "Different preprocessing bugs in different multimodal models." + }, + { + "left": "issue:42915", + "right": "issue:47312", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure and kernels 0.16 incompatibility are unrelated." } ] }, @@ -13130,7 +14055,6 @@ "issue:41950", "issue:42757", "issue:42886", - "issue:42915", "issue:43257", "issue:43295", "issue:43352", @@ -13152,6 +14076,7 @@ "issue:44779", "issue:44877", "issue:44987", + "issue:44995", "issue:45003", "issue:45137", "issue:45200", @@ -13172,15 +14097,13 @@ "issue:46726", "issue:46752", "issue:47217", - "issue:47312", "issue:47321" ], "soft_pairs": [ "issue:42886|issue:46132", - "issue:42915|issue:47312", + "issue:44779|issue:45292", "issue:41950|issue:44220", "issue:46726|issue:47217", - "issue:44779|issue:45292", "issue:43901|issue:45003", "issue:43257|issue:45137", "issue:44479|issue:46655", @@ -13190,217 +14113,218 @@ "issue:45375|issue:45759", "issue:44451|issue:46752", "issue:44295|issue:44749", - "issue:44162|issue:45200", "issue:45292|issue:45701", + "issue:44162|issue:45200", "issue:43295|issue:45292", "issue:43352|issue:45250", "issue:45137|issue:45600", "issue:44466|issue:45335", - "issue:44060|issue:44077", "issue:46170|issue:47321", + "issue:44060|issue:44077", "issue:45003|issue:45561", "issue:43475|issue:46369", "issue:44877|issue:45375", "issue:44623|issue:46726", "issue:44038|issue:46506", - "issue:44987|issue:45459" + "issue:44987|issue:45459", + "issue:44995|issue:45200" ], - "prepared_review_unit_hash": "c120ebd6fd681337739c96f967e6c64eb0015cd7a177d060e61eda0e8d8019d9", + "prepared_review_unit_hash": "f33b85928319fd95019b07c0ece3b8fcfc0708b40d9c419dc95f07676d62d1e4", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011307, - "estimated_input_tokens": 252827, - "estimated_eval_tokens": 505910 + "serialized_chars": 1011285, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 35908, - "estimated_input_tokens": 8977, - "estimated_eval_tokens": 18210 + "serialized_chars": 35396, + "estimated_input_tokens": 8849, + "estimated_eval_tokens": 17954 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues are mostly unrelated regressions/compatibility reports across different models, configs, and subsystems in transformers. None of the soft-similarity pairs are clearly the same concrete bug, so I would keep them separate.", - "confidence": 0.87, - "canonical_issue_reason": "Issue 44479 is the broadest, most representative regression report in the set: it spans several Qwen VL variants and a shared v5.3.0 video-input failure path.", + "summary": "The cluster is mostly a bag of unrelated transformer bugs and regressions with superficial topical overlap (Qwen, video, Deepspeed, config/import issues). None of the soft pairs look like the same underlying bug or change, so no duplicate merge is justified.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 44479 is the strongest global representative because it describes a user-facing regression affecting multiple model families and a concrete broken code path.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42886", "right": "issue:46132", "accept": false, - "reason": "Offline cache loading in tokenizers and AttentionInterface.register behavior are different subsystems and failures." + "reason": "Offline tokenizer cache loading and AttentionInterface.register behavior are unrelated failure modes." }, { - "left": "issue:42915", - "right": "issue:47312", + "left": "issue:44779", + "right": "issue:45292", "accept": false, - "reason": "Qwen3Moe FP8 loading and kernel/version incompatibility are unrelated bugs." + "reason": "One is a tokenizer regression; the other is resize_token_embeddings not updating output embeddings." }, { "left": "issue:41950", "right": "issue:44220", "accept": false, - "reason": "Video-classification processor lookup and _torch_extract_fbank_features are separate audio/video paths." + "reason": "Video-classification processor selection and _torch_extract_fbank_features are different code paths and symptoms." }, { "left": "issue:46726", "right": "issue:47217", "accept": false, - "reason": "Missing vision backend error handling is not the same as image-placeholder parsing in VL user text." - }, - { - "left": "issue:44779", - "right": "issue:45292", - "accept": false, - "reason": "Tokenizer output changes and resize_token_embeddings not updating output embeddings are distinct bugs." + "reason": "Missing vision backend import handling is distinct from empty user-text image placeholder handling." }, { "left": "issue:43901", "right": "issue:45003", "accept": false, - "reason": "Docs mismatch for return_all_scores and unsafe sys.modules access are unrelated." + "reason": "Docs mismatch for return_all_scores is not the same as unsafe sys.modules access." }, { "left": "issue:43257", "right": "issue:45137", "accept": false, - "reason": "Qwen3 MOE weight conversion and DeepSpeed ZeRO3 deque/index errors are different failure modes." + "reason": "Both involve DeepSpeed, but one is weight conversion with accelerate and the other is a zero3 deque IndexError." }, { "left": "issue:44479", "right": "issue:46655", "accept": false, - "reason": "Both involve video processing, but the Qwen VL regression and SmolVLM padding bug are not the same code-path." + "reason": "Broad Qwen video-input regression is different from SmolVLM's video padding bug." }, { "left": "issue:36246", "right": "issue:43596", "accept": false, - "reason": "A Qwen2.5 VL import error and a ZeRO3/BertModel IndexError are unrelated." + "reason": "Qwen2.5-VL import failure and BertModel zero3 IndexError are unrelated." }, { "left": "issue:36246", "right": "issue:42757", "accept": false, - "reason": "Missing Qwen2.5 VL export and huggingface_hub is_offline_mode import error are different import issues." + "reason": "Missing Qwen image processor symbol is unrelated to huggingface_hub.is_offline_mode import failure." }, { "left": "issue:36246", "right": "issue:44351", "accept": false, - "reason": "Different missing symbols from different modules; not the same underlying defect." + "reason": "Both are import errors, but for different missing APIs with different causes." }, { "left": "issue:45375", "right": "issue:45759", "accept": false, - "reason": "Missing vision config fields and AutoModel text_config unwrapping are separate composite-config problems." + "reason": "A missing config field in Qwen3.5-Moe vision config is not the same as AutoModelForCausalLM text_config unwrapping." }, { "left": "issue:44451", "right": "issue:46752", "accept": false, - "reason": "Model loading failure and empty-chat-template IndexError are unrelated." + "reason": "Model loading failure and apply_chat_template empty-list IndexError are unrelated." }, { "left": "issue:44295", "right": "issue:44749", "accept": false, - "reason": "Position_ids buffer access and a performance regression after upgrade are not the same bug." + "reason": "Position_ids buffer access and a 5.3.0 preprocessing slowdown are different bugs." }, { - "left": "issue:44162", - "right": "issue:45200", + "left": "issue:45292", + "right": "issue:45701", "accept": false, - "reason": "ESM2 breakage and Gemma 4 token-type defaults are different model-specific issues." + "reason": "resize_token_embeddings behavior is unrelated to tokenization output changes across versions." }, { - "left": "issue:45292", - "right": "issue:45701", + "left": "issue:44162", + "right": "issue:45200", "accept": false, - "reason": "Embedding resize behavior and tokenization changes across versions do not describe the same defect." + "reason": "ESM2 breakage and Gemma 4 token_type_ids defaulting are separate model-specific issues." }, { "left": "issue:43295", "right": "issue:45292", "accept": false, - "reason": "Processor/tokenizer regression and embedding resize propagation are separate APIs and failure paths." + "reason": "Processor/tokenizer regression is not the same as output_embeddings not tracking resized embeddings." }, { "left": "issue:43352", "right": "issue:45250", "accept": false, - "reason": "A model-specific Flash Attention unsupported error is not the same as the generic feature request/issue." + "reason": "Lack of FA2 support for NemotronH is different from the generic Flash Attention 2.0 topic." }, { "left": "issue:45137", "right": "issue:45600", "accept": false, - "reason": "DeepSpeed ZeRO3 runtime failure and auto_mappings CI breakage are unrelated." + "reason": "DeepSpeed zero3 deque error and removed Sam3LiteText auto-mapping references are unrelated." }, { "left": "issue:44466", "right": "issue:45335", "accept": false, - "reason": "Serialization inconsistency for tied weights and t5gemma embedding resize behavior are different bugs." + "reason": "lm_head serialization inconsistency and t5gemma decoder.embed_tokens resizing are different embedding issues." }, { - "left": "issue:44060", - "right": "issue:44077", + "left": "issue:46170", + "right": "issue:47321", "accept": false, - "reason": "Incorrect tied-weights warning and patchtsmixer post_init policy are unrelated." + "reason": "Windows ROCm torch.distributed import problems are unrelated to AMD quark class updates." }, { - "left": "issue:46170", - "right": "issue:47321", + "left": "issue:44060", + "right": "issue:44077", "accept": false, - "reason": "Windows/ROCm torch.distributed import failure and AMD quark class drift are different compatibility issues." + "reason": "Qwen3-Next tied-weights warning and patchtsmixer post_init policy are unrelated." }, { "left": "issue:45003", "right": "issue:45561", "accept": false, - "reason": "Unsafe sys.modules access and xdist captured_info.txt race are unrelated test/runtime issues." + "reason": "Unsafe sys.modules access and pytest-xdist captured_info.txt races are different failure modes." }, { "left": "issue:43475", "right": "issue:46369", "accept": false, - "reason": "SAM3 video encoder attribute error and SAM3-lite memory overflow are different SAM bugs." + "reason": "SAM 3 video encoder missing attribute and SAM 3 LiteText memory overflow are distinct problems." }, { "left": "issue:44877", "right": "issue:45375", "accept": false, - "reason": "Strict config rejection for granite_speech and missing Qwen vision config fields are separate config-schema problems." + "reason": "Strict granite_speech config loading and Qwen vision config field loss are not the same bug." }, { "left": "issue:44623", "right": "issue:46726", "accept": false, - "reason": "Missing files on save_pretrained and AutoProcessor backend-missing handling are different processor issues." + "reason": "Missing files in processor.save_pretrained and unrecognized image processor backend handling are different issues." }, { "left": "issue:44038", "right": "issue:46506", "accept": false, - "reason": "Qwen3-VL-Moe bug and CPU/CUDA result divergence in PPDocLayoutV3 are unrelated." + "reason": "Qwen3-VL-Moe regression and PPDocLayoutV3 CPU/CUDA divergence are unrelated." }, { "left": "issue:44987", "right": "issue:45459", "accept": false, - "reason": "Loading a model on transformers>=5.1.0 and protobuf decode-error masking are different tokenizer/loading failures." + "reason": "Model loading failure and tokenizer error masking from protobuf fallback are unrelated." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "GlmMoeDsa stale cache crash is unrelated to Gemma 4 token_type_ids defaults." } ] }, @@ -13417,7 +14341,7 @@ "component_count": 27, "review_unit_index": 47, "review_unit_count": 65, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, @@ -13449,7 +14373,7 @@ "issue:44877", "issue:44977", "issue:44995", - "issue:45200", + "issue:45103", "issue:45229", "issue:45397", "issue:45412", @@ -13468,21 +14392,21 @@ "issue:46431", "issue:46710", "issue:46851", + "issue:46858", "issue:47068", "issue:47145", "issue:47312" ], "soft_pairs": [ "issue:44242|issue:44857", - "issue:44995|issue:45200", "issue:44479|issue:46170", "issue:29870|issue:30333", "issue:45397|issue:45656", "issue:44877|issue:46170", "issue:44368|issue:44977", - "issue:42199|issue:46851", "issue:44995|issue:45588", "issue:43653|issue:44162", + "issue:42199|issue:46851", "issue:45685|issue:46431", "issue:43475|issue:43540", "issue:45412|issue:46123", @@ -13492,37 +14416,191 @@ "issue:43065|issue:43408", "issue:44188|issue:46202", "issue:43931|issue:44368", - "issue:45987|issue:46082", "issue:43906|issue:46202", - "issue:44368|issue:45563", + "issue:45987|issue:46082", "issue:46132|issue:47145", - "issue:44188|issue:46421", + "issue:44368|issue:45563", "issue:44483|issue:46202", + "issue:44188|issue:46421", "issue:44361|issue:44749", - "issue:45593|issue:47068" + "issue:45593|issue:47068", + "issue:45103|issue:46858" ], - "prepared_review_unit_hash": "72249c4cc1fd69da7e99a238266c2e07756bcc9c0d33de69b0f379336b9a9d59", + "prepared_review_unit_hash": "0e9b617f94da7457c0804a23d222e6f64abcf7f294c953d5af217ad7b1fa8c2c", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011307, - "estimated_input_tokens": 252827, - "estimated_eval_tokens": 505910 + "serialized_chars": 1011285, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 35238, - "estimated_input_tokens": 8810, - "estimated_eval_tokens": 17876 + "serialized_chars": 35921, + "estimated_input_tokens": 8981, + "estimated_eval_tokens": 18218 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: tokenizer, generation, cache, config, quantization, and model-specific bugs are mixed together. None of the soft pairs look like the same underlying defect, so there is no credible canonical duplicate target here.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Both mention losses, but they affect different models and failure modes (router load-balancing loss vs LwDETR AMP crash). No shared code-path bug is evident." + }, + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "A video-input regression in Qwen models is unrelated to a Windows/ROCm torch.distributed import dependency issue." + }, + { + "left": "issue:29870", + "right": "issue:30333", + "accept": false, + "reason": "Bart generate() UnboundLocalError and MLflow job-state reporting are entirely different subsystems and symptoms." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Both involve DeepSpeed, but one is a Gemma-4 zero3 from_pretrained issue and the other is a duplicate optimizer-step problem; not the same bug." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "Strict config loading for granite_speech and a Windows ROCm torch.distributed dependency error are unrelated." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "A warning about tie_word_embeddings in LoRA fine-tuning is not the same as a flash-attention generation regression." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Stale indexer cache on a second forward pass and an AttributeError in flash_attention for sink-less models are distinct code paths." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and ESM2 breakage are unrelated tokenizer/model bugs." + }, + { + "left": "issue:42199", + "right": "issue:46851", + "accept": false, + "reason": "DETR cardinality handling and Qwen3.5 variable-length position_ids are different model families and different failure modes." + }, + { + "left": "issue:45685", + "right": "issue:46431", + "accept": false, + "reason": "An MPS histogram kernel type error and a missing chat template ValueError are unrelated." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "SAM3 video encoder attribute errors and Qwen3OmniMoe video processing errors do not indicate the same underlying bug." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "Memory not released on deletion and a final partial batch being dropped are unrelated issues." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU OOM are unrelated." + }, + { + "left": "issue:42994", + "right": "issue:47312", + "accept": false, + "reason": "Quantized model saving failure and kernel compatibility are not the same concrete defect." + }, + { + "left": "issue:43723", + "right": "issue:46710", + "accept": false, + "reason": "AutoTokenizer loading in v5 and an accuracy regression after upgrade are different problems." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "A dummy Conv2d in Sam3PixelDecoder and a model-type warning for sam3_video vs sam3_tracker are separate config/architecture issues." + }, + { + "left": "issue:44188", + "right": "issue:46202", + "accept": false, + "reason": "torch.compile attention-kernel branching divergence and a Gemma pipeline roundtrip issue have no shared code path." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and a Qwen3.5 warning about tied embeddings are unrelated." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "An isolated reproduction of another issue and a Gemma token roundtrip failure are not the same bug." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "StaticCache seq-length return-type mismatch and LlamaConfig head_dim validation are distinct API issues." + }, + { + "left": "issue:46132", + "right": "issue:47145", + "accept": false, + "reason": "AttentionInterface.register behavior changes and FP8 weight_scale loading corruption are unrelated." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "A Qwen3.5 config warning and a stale paging warning in generate() are different issues." + }, + { + "left": "issue:44483", + "right": "issue:46202", + "accept": false, + "reason": "Chat/completions request rejection and Gemma pipeline roundtrip failure are unrelated." + }, + { + "left": "issue:45103", + "right": "issue:46858", + "accept": false, + "reason": "auto_docstring future-annotations crash and cache seq-length device-tensor arithmetic are separate utilities/code paths." + } + ] }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": true, - "analyst_result": null, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -13536,7 +14614,7 @@ "component_count": 27, "review_unit_index": 48, "review_unit_count": 65, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, @@ -13546,6 +14624,7 @@ "issue:28282", "issue:30990", "issue:39692", + "issue:41628", "issue:43065", "issue:43232", "issue:43475", @@ -13565,8 +14644,8 @@ "issue:44749", "issue:44869", "issue:44871", + "issue:44933", "issue:44964", - "issue:45103", "issue:45137", "issue:45230", "issue:45310", @@ -13585,14 +14664,12 @@ "issue:46752", "issue:46821", "issue:46851", - "issue:46858", "issue:46877", "issue:47000", "issue:47020", "issue:47217" ], "soft_pairs": [ - "issue:45103|issue:46858", "issue:46752|issue:47020", "issue:43994|issue:46726", "issue:43701|issue:44749", @@ -13601,17 +14678,17 @@ "issue:43065|issue:46123", "issue:43646|issue:44162", "issue:44623|issue:45656", - "issue:43475|issue:43643", "issue:43475|issue:46821", + "issue:43475|issue:43643", "issue:43784|issue:46399", - "issue:44373|issue:46851", "issue:44964|issue:45137", + "issue:44373|issue:46851", "issue:39692|issue:46726", - "issue:28282|issue:30990", "issue:44871|issue:46132", "issue:44188|issue:46851", - "issue:45561|issue:47217", + "issue:28282|issue:30990", "issue:46463|issue:46877", + "issue:45561|issue:47217", "issue:45375|issue:45478", "issue:45230|issue:45397", "issue:43723|issue:46326", @@ -13619,30 +14696,202 @@ "issue:46877|issue:47000", "issue:43232|issue:43673", "issue:44869|issue:45356", - "issue:45310|issue:45375" + "issue:45310|issue:45375", + "issue:41628|issue:44933" ], - "prepared_review_unit_hash": "95e5ab291d9fde5ad90ce5b0c39ab8d64e63624b021f94b565abecfd393835bd", + "prepared_review_unit_hash": "7a7e5cf3e84e1a56949b8be7c3e2c723154ad147e78bbe9182a556fbe7e3ec0b", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011307, - "estimated_input_tokens": 252827, - "estimated_eval_tokens": 505910 + "serialized_chars": 1011285, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 35442, - "estimated_input_tokens": 8861, - "estimated_eval_tokens": 17978 + "serialized_chars": 35278, + "estimated_input_tokens": 8820, + "estimated_eval_tokens": 17896 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, - "analyst_result": null, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: the soft pairs share broad themes (tokenizers, vision models, save/load, generation) but not the same concrete defect. No soft pair is strong enough to merge as a duplicate under a strict triage standard.", + "confidence": 0.79, + "canonical_issue_reason": "Issue 45310 is the most plausible canonical representative because it is a concrete, reproducible Qwen3.5/v5 loading regression and appears to be the earlier anchor for a later same-title report.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45310 is the best overall issue candidate: it is specific, actionable, and closer to an actual duplicate target than the more generic or orthogonal reports in this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46752", + "right": "issue:47020", + "accept": false, + "reason": "Both are tokenizer-related, but one is an empty-list chat-template crash and the other is a Unigram constructor type mismatch; different code paths and different failure modes." + }, + { + "left": "issue:43994", + "right": "issue:46726", + "accept": false, + "reason": "Both involve vision/image processing, but one is wrong outputs from SigLIP2 loading and the other is an explicit backend-missing error from AutoProcessor; not the same bug." + }, + { + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "Checkpoint key mismatch and a 10x filtering slowdown are unrelated." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "One is a performance regression in filtering, the other is double optimizer stepping with DeepSpeed; same training area, different defect." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Both touch save_pretrained, but one is tokenizer metadata mismatch and the other is processor file omission; not the same underlying change." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "SAM3 pixel decoder dummy Conv2d and MaskGenerationPipeline partial-batch dropping are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "A trust_remote_code AutoConfig field-loss bug is not the same as the ESM2 model breakage." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Save-pretrained file generation and DeepSpeed optimizer stepping are unrelated." + }, + { + "left": "issue:43475", + "right": "issue:46821", + "accept": false, + "reason": "Missing fpn_position_embeddings in SAM3 video is unrelated to TimesFM window_size handling." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "Both mention missing fields, but one is a model output attribute issue and the other is AutoConfig missing fields under trust_remote_code; different code paths." + }, + { + "left": "issue:43784", + "right": "issue:46399", + "accept": false, + "reason": "Import-time NameError in sentence-transformers and a Qwen3.5 decorator/registration crash are different failures." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Phi-4 multimodal loading and DeepSpeed ZeRO3 deque underflow are unrelated." + }, + { + "left": "issue:44373", + "right": "issue:46851", + "accept": false, + "reason": "A docstring issue for position_ids is not the same as an actual variable-length input bug in Qwen3.5." + }, + { + "left": "issue:39692", + "right": "issue:46726", + "accept": false, + "reason": "SigLIP2 documentation/example errors and AutoProcessor backend-missing messaging are related only at a very broad vision-model level." + }, + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "Gemma-3 eos_token_id inconsistency and AttentionInterface.register behavior change are different subsystems." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "PyTorch missing ImportError and Sentence Transformers hanging on load are unrelated symptoms." + }, + { + "left": "issue:46463", + "right": "issue:46877", + "accept": false, + "reason": "T5 decoder-input validation messaging and auto_docstring import-time stdout diagnostics are unrelated." + }, + { + "left": "issue:45561", + "right": "issue:47217", + "accept": false, + "reason": "pytest-xdist file races and VL image-placeholder handling are unrelated." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "One is a missing Qwen3.5MoeVisionConfig field being dropped by strict serialization; the other is a generic Qwen3.5 from_pretrained error. There is not enough evidence they are the same concrete bug." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "A placeholder bug report and a Gemma-4 ZeRO3 loading error are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:46326", + "accept": false, + "reason": "AutoTokenizer.from_pretrained loading failure and continue_final_message behavior for mistral_common are different issues." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe v5 bug and processor.save_pretrained file omission are different code paths." + }, + { + "left": "issue:46877", + "right": "issue:47000", + "accept": false, + "reason": "Import-time doc-lint stdout and RTDetrLoss infeasible cost matrix are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Generation kwargs update after sync_gpus and missing GenerationMixin cache in chunked prefill are both generation issues but not the same fix." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Whisper trailing replacement-character crash and Kimi-K2.5 tokenizer codec regression are separate tokenizer bugs." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Both are Qwen3.5-related, but one is a from_pretrained loading error and the other is a specific config-field omission; insufficient evidence for the same underlying bug." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Cannot import AutoImageProcessor and a non-existent image_utils import are related import failures but not the same concrete issue." + } + ] + }, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -13712,14 +14961,13 @@ "issue:47085" ], "soft_pairs": [ - "issue:41628|issue:44933", - "issue:42371|issue:45092", "issue:43873|issue:44945", - "issue:44661|issue:47059", + "issue:42371|issue:45092", "issue:36010|issue:41628", + "issue:44661|issue:47059", + "issue:43278|issue:45137", "issue:45406|issue:46202", "issue:45081|issue:45103", - "issue:43278|issue:45137", "issue:46202|issue:46701", "issue:44857|issue:46877", "issue:45593|issue:46877", @@ -13734,239 +14982,233 @@ "issue:42831|issue:44222", "issue:45405|issue:46877", "issue:30333|issue:33290", - "issue:43784|issue:43824", "issue:42898|issue:44568", - "issue:42673|issue:43704", + "issue:43784|issue:43824", "issue:42175|issue:45712", + "issue:42673|issue:43704", "issue:43976|issue:44933", "issue:44496|issue:45561", "issue:30990|issue:35141", "issue:44568|issue:47085", "issue:44843|issue:47085" ], - "prepared_review_unit_hash": "b80bfc469eaa9447fd0d777ce5d6482b96fafc1d3eda0ec6976d11743ecb0d19", + "prepared_review_unit_hash": "7e570b319255e6d597dcb41684a87eadd745a3d60a81c709f61e46afe2f8e714", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011307, - "estimated_input_tokens": 252827, - "estimated_eval_tokens": 505910 + "serialized_chars": 1011285, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 31, - "serialized_chars": 36381, - "estimated_input_tokens": 9096, - "estimated_eval_tokens": 18448 + "soft_pair_count": 30, + "serialized_chars": 36076, + "estimated_input_tokens": 9019, + "estimated_eval_tokens": 18294 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated Transformers issues. The only confirmed duplicate pair is issue:42673 and issue:43704, which report the same Qwen3ForCausalLM VRAM leak in multiple dataloader threads; the remaining pairs are only loosely similar by subsystem or symptom.", - "confidence": 0.93, - "canonical_issue_reason": "issue:42673 is the best canonical issue for the Qwen3ForCausalLM VRAM-leak duplicate pair because it shares the same title/bug report as issue:43704 and has slightly higher discussion activity, making it the more representative thread.", + "summary": "Only one soft pair appears to be a true duplicate: the two Qwen3ForCausalLM VRAM leak issues. The rest are related at most by subsystem or version, but they describe different concrete failures.", + "confidence": 0.96, + "canonical_issue_reason": "issue:42673 is the clearest canonical issue: it is the earlier report of the exact same Qwen3ForCausalLM multi-dataloader-thread VRAM leak, and issue:43704 is a duplicate of it.", "canonical_pr_reason": null, - "best_issue_reason": "issue:42673 is the best overall issue candidate because it is the representative thread for the only clear duplicate pair in the cluster and is the more active of the two reports.", + "best_issue_reason": "issue:42673 is the best issue candidate overall because it is an exact duplicate target with a specific, reproducible bug title and the earlier report in the pair.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:41628", - "right": "issue:44933", + "left": "issue:43873", + "right": "issue:44945", "accept": false, - "reason": "Both are import-related, but they involve different missing symbols and different failure modes." + "reason": "Different problems: quantization/offloading behavior vs pipeline-parallel output correctness." }, { "left": "issue:42371", "right": "issue:45092", "accept": false, - "reason": "TF32 backend settings and InternVL2 meta-initialization incompatibility are unrelated bugs." + "reason": "Unrelated failures: TF32 settings guidance vs meta-init incompatibility for old InternVL2 checkpoints." }, { - "left": "issue:43873", - "right": "issue:44945", + "left": "issue:36010", + "right": "issue:41628", "accept": false, - "reason": "Quantization/offloading behavior and pipeline-parallel output correctness are different code paths." + "reason": "Both are import errors, but for different symbols and code paths (`GenerationMixin` vs `AutoImageProcessor`)." }, { "left": "issue:44661", "right": "issue:47059", "accept": false, - "reason": "Tokenizer mapping registration and CLI completion breakage are unrelated." + "reason": "Different subsystems: tokenizer mapping/model registration vs Hugging Face CLI completion API breakage." }, { - "left": "issue:36010", - "right": "issue:41628", + "left": "issue:43278", + "right": "issue:45137", "accept": false, - "reason": "Both are import errors, but for different exported names and different fixes." + "reason": "Distinct bugs: dtype drift during evaluate vs DeepSpeed ZeRO3 deque underflow." }, { "left": "issue:45406", "right": "issue:46202", "accept": false, - "reason": "Gemma processor crash and Gemma tokenization roundtrip failure do not look like the same bug." + "reason": "Both mention Gemma, but one is a processor attribute crash and the other is a token roundtrip regression." }, { "left": "issue:45081", "right": "issue:45103", "accept": false, - "reason": "Tokenizer regex loading failure and auto_docstring future-annotations crash are unrelated." - }, - { - "left": "issue:43278", - "right": "issue:45137", - "accept": false, - "reason": "Embedding dtype drift and DeepSpeed ZeRO3 deque failure are different problems." + "reason": "Different areas: Mistral regex/tokenizer loading crash vs auto_docstring annotation handling." }, { "left": "issue:46202", "right": "issue:46701", "accept": false, - "reason": "They share Gemma in the title, but one is tokenization roundtrip and the other is an image-text pipeline issue." + "reason": "Different pipeline failures with different symptoms and model components." }, { "left": "issue:44857", "right": "issue:46877", "accept": false, - "reason": "AMP/CUDA loss crash and import-time docstring logging are unrelated." + "reason": "Unrelated: AMP/CUDA loss crash vs noisy docstring diagnostics at import time." }, { "left": "issue:45593", "right": "issue:46877", "accept": false, - "reason": "D-FINE auxiliary-loss behavior and docstring logging are unrelated." + "reason": "Different issues: D-FINE loss configuration vs auto_docstring import-time stdout output." }, { "left": "issue:44038", "right": "issue:45310", "accept": false, - "reason": "Both involve Qwen3 MoE loading, but they target different variants and version conditions." + "reason": "Related model family, but not the same concrete bug or code path; one targets Qwen3-VL-Moe and the other Qwen3.5 MoE from_pretrained." }, { "left": "issue:41628", "right": "issue:44351", "accept": false, - "reason": "Different missing imports and different APIs; not the same defect." + "reason": "Both are import errors, but they involve different exported names and different fixes." }, { "left": "issue:44945", "right": "issue:45753", "accept": false, - "reason": "Pipeline-parallel output corruption and Qwen3_5 infinite-loop behavior are different bugs." + "reason": "Different model behavior bugs: pipeline parallelism output error vs an infinite loop on a specific image." }, { "left": "issue:43232", "right": "issue:44792", "accept": false, - "reason": "Generation kwargs sync behavior and janus image-generation test failure are unrelated." + "reason": "Generation kwargs handling and Janus image-generation test failure are not the same bug." }, { "left": "issue:44222", "right": "issue:45310", "accept": false, - "reason": "FP8 save_pretrained on MoE and Qwen3.5 from_pretrained loading error are not the same concrete bug." + "reason": "Different code paths: FP8 save_pretrained vs Qwen3.5 MoE from_pretrained loading." }, { "left": "issue:45561", "right": "issue:47059", "accept": false, - "reason": "pytest-xdist race and CLI completion attribute error are unrelated." + "reason": "Separate failures: pytest-xdist file race vs CLI completion attribute error." }, { "left": "issue:42175", "right": "issue:44933", "accept": false, - "reason": "Backend package installation and missing image_utils export are unrelated." + "reason": "Different packaging/import problems: missing TensorFlow backend vs missing image_utils import." }, { "left": "issue:44743", "right": "issue:47068", "accept": false, - "reason": "Qwen3.5 recurrent-state reset and DeepSpeed loss synchronization are different issues." + "reason": "Different runtime bugs: recurrent-state reset in Qwen3.5 cache handling vs host synchronization in deepspeed_sp_compute_loss." }, { "left": "issue:42831", "right": "issue:44222", "accept": false, - "reason": "FP8 accuracy regression and FP8 save_pretrained behavior are separate issues." + "reason": "Both touch FP8, but one is an accuracy issue and the other is a save_pretrained issue." }, { "left": "issue:45405", "right": "issue:46877", "accept": false, - "reason": "PEFT version bump and docstring logging are unrelated." + "reason": "Unrelated: dependency version bump problem vs docstring logging noise." }, { "left": "issue:30333", "right": "issue:33290", "accept": false, - "reason": "MLflow reporting on failed jobs and DeepSpeed OOM with Adafactor are unrelated." + "reason": "Different failures: MLflow reporting on failed jobs vs DeepSpeed OOM with Adafactor." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but they concern different behaviors and different tokenizers." }, { "left": "issue:43784", "right": "issue:43824", "accept": false, - "reason": "These are different import-name regressions for different symbols." + "reason": "Different import failures for different modules/classes; not the same underlying bug." }, { - "left": "issue:42898", - "right": "issue:44568", + "left": "issue:42175", + "right": "issue:45712", "accept": false, - "reason": "Tokenizer cleanup behavior change and missing BOS/EOS addition are only loosely related." + "reason": "Related to packaging/minimal installs, but one is missing TensorFlow backend and the other is leftover dummy PT objects." }, { "left": "issue:42673", "right": "issue:43704", "accept": true, - "reason": "Same Qwen3ForCausalLM VRAM leak report with identical title and matching bug description; this is the clear duplicate pair." - }, - { - "left": "issue:42175", - "right": "issue:45712", - "accept": false, - "reason": "Packaging/backend dependency issue and dummy class cleanup issue are unrelated." + "reason": "Exact duplicate: same title and same Qwen3ForCausalLM multi-dataloader-thread VRAM leak bug." }, { "left": "issue:43976", "right": "issue:44933", "accept": false, - "reason": "Python version compatibility and missing image_utils export are unrelated." + "reason": "Different problems: Python version compatibility vs a nonexistent import from image_utils." }, { "left": "issue:44496", "right": "issue:45561", "accept": false, - "reason": "Model config loading failure and pytest-xdist file race are unrelated." + "reason": "Unrelated: model config loading failure vs pytest-xdist file-race bug." }, { "left": "issue:30990", "right": "issue:35141", "accept": false, - "reason": "SentenceTransformers loading hang and embedding resize/tie-word-embedding bug are different failures." + "reason": "Different bugs: Sentence-Transformers load hang vs embedding resize/reinit behavior." }, { "left": "issue:44568", "right": "issue:47085", "accept": false, - "reason": "Tokenizer special-token regression and tokenizer thread-safety regression are different code-path problems." + "reason": "Tokenizer special-token regression and tokenizer thread-safety are separate issues." }, { "left": "issue:44843", "right": "issue:47085", "accept": false, - "reason": "Offline mistral-regex patching bug and tokenizer thread-safety bug are unrelated beyond both involving tokenizers." + "reason": "Different failures: offline Mistral regex patching vs tokenizer thread-safety regression." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The cluster summary is mostly grounded, and the only clear duplicate pair is indeed issue:42673 with issue:43704. However, the canonical_issue_reason overstates the evidence by claiming 42673 has \u201cmore discussion/inbound references\u201d; the packet shows both issues have 0 inbound references, and only discussion activity is higher on 42673. Please keep the duplicate/representative claim, but remove the unsupported inbound-reference comparison and soften any \u201cexact duplicate\u201d wording unless you explicitly tie it to the identical title/body evidence." + "accept": true, + "feedback": "Grounded overall. The duplicate call on issue:42673 / issue:43704 is supported by identical titles and earlier timestamp, and the other soft-edge rejections are phrased conservatively as different concrete failures. No clear overstatement of evidence." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -14049,235 +15291,223 @@ "issue:42673|issue:47085", "issue:42898|issue:44779", "issue:30333|issue:34689", - "issue:44060|issue:45125", "issue:27957|issue:30333", + "issue:44060|issue:45125", "issue:42898|issue:43295", "issue:42898|issue:44448", "issue:30333|issue:36331", "issue:44295|issue:45656", "issue:42222|issue:45200", - "issue:43874|issue:45092", "issue:22355|issue:28282", + "issue:43874|issue:45092", "issue:44734|issue:45103", "issue:43116|issue:44190", "issue:44075|issue:46231", "issue:44222|issue:44297", "issue:45405|issue:45712" ], - "prepared_review_unit_hash": "7a84956d8c02096420a913cfe0c86d51d1b4aa379fc67b2ee37ee28c59744f21", + "prepared_review_unit_hash": "71aec1cdac6a7c4b9ee46f1bcbc41b447b0eadc3dea819259ed9b506e57f1c39", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011307, - "estimated_input_tokens": 252827, - "estimated_eval_tokens": 505910 + "serialized_chars": 1011285, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36588, - "estimated_input_tokens": 9147, - "estimated_eval_tokens": 18550 + "serialized_chars": 36583, + "estimated_input_tokens": 9146, + "estimated_eval_tokens": 18548 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: many unrelated Transformers issues spanning tokenization, multimodal models, docs, training, and runtime infrastructure. None of the soft pairs look like the same concrete bug/change, so I would not merge any of them. If forced to pick a placeholder canonical issue, 42898 is the broadest v5 regression report among the tokenization-related items.", + "summary": "These are mostly unrelated closed issues spanning tokenizers, multimodal models, docs/examples, training, and runtime regressions. The soft edges are largely false positives from broad textual similarity rather than shared root causes.", "confidence": 0.89, - "canonical_issue_reason": "issue:42898 is the most general, reusable regression report in the set; it is broad and version-centric rather than tied to one model or example, so it is the least specific placeholder canonical issue.", + "canonical_issue_reason": "If a representative issue is needed, issue 42898 is the broadest and most general v5 tokenizer-regression report, but this set does not form a true duplicate cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:42898 is the best overall representative only as a loose bucket for v5 tokenization regressions; it is still not a true duplicate cluster center because the rest of the items are mostly unrelated.", + "best_issue_reason": "Issue 42898 is the best representative because it is a concrete regression tied to a major version change and is broader than the more model-specific or documentation-only reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43479", "right": "issue:46829", "accept": false, - "reason": "Different multimodal/model-output bugs: config default initialization vs output field misassignment." + "reason": "Different bugs in different model families: config initialization defaults vs misassigned hidden_states in video classification output." }, { "left": "issue:42898", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but one is a global v5 cleanup-space behavior change and the other is Granite-specific wrong token IDs." + "reason": "Both are v5 tokenizer regressions, but they affect different behaviors and models; not the same underlying bug." }, { "left": "issue:44186", "right": "issue:47085", "accept": false, - "reason": "Tokenizer crash on NER/padding is unrelated to Rust tokenizer thread-safety regression." + "reason": "LayoutLMv2 tokenizer padding/NER crash is unrelated to fast tokenizer thread-safety regressions." }, { "left": "issue:44623", "right": "issue:45310", "accept": false, - "reason": "Processor save_pretrained missing files is not the same as Qwen3.5 MoE from_pretrained failure." + "reason": "Processor save_pretrained missing files is unrelated to Qwen3.5 MoE from_pretrained failures." }, { "left": "issue:42673", "right": "issue:46693", "accept": false, - "reason": "VRAM leak in multi-threaded dataloaders is unrelated to FA2 long-context performance regression." + "reason": "One is a VRAM leak in Qwen3ForCausalLM with dataloader threads; the other is a long-context FA2 performance regression." }, { "left": "issue:39692", "right": "issue:46909", "accept": false, - "reason": "Both are broken docs examples, but they concern different examples and different failure modes." + "reason": "Both are documentation example problems, but they are different examples with different failure modes." }, { "left": "issue:43723", "right": "issue:44568", "accept": false, - "reason": "AutoTokenizer load failure is not the same bug as a specific tokenizer not adding BOS/EOS with add_special_tokens." + "reason": "Both involve tokenizer behavior in v5, but one is a from_pretrained loading issue and the other is add_special_tokens behavior." }, { "left": "issue:45600", "right": "issue:47059", "accept": false, - "reason": "Removed auto-mapping configs breaking CI is unrelated to a huggingface_hub CLI compatibility failure." + "reason": "CI breakage from removed config references is unrelated to a huggingface_hub CLI compatibility failure." }, { "left": "issue:44016", "right": "issue:46231", "accept": false, - "reason": "Notebook syntax error and docs parameter-name mismatch are different documentation issues." + "reason": "A notebook syntax error is unrelated to a documentation parameter-name mismatch in set_training()." }, { "left": "issue:43479", "right": "issue:44869", "accept": false, - "reason": "Different areas: multimodal config defaults vs Whisper timestamp decoding crash." + "reason": "Config default initialization and Whisper timestamp decoding are unrelated code paths." }, { "left": "issue:43479", "right": "issue:44079", "accept": false, - "reason": "Config initialization bug is unrelated to ModelOutput key assignment logic." + "reason": "Different subsystems: multimodal config defaults vs ModelOutput key assignment semantics." }, { "left": "issue:46077", "right": "issue:46123", "accept": false, - "reason": "Gemma4 attention-mask construction and MaskGenerationPipeline batching are separate bugs." + "reason": "Bidirectional attention mask construction is unrelated to MaskGenerationPipeline partial-batch handling." }, { "left": "issue:42673", "right": "issue:47085", "accept": false, - "reason": "VRAM leak with dataloader threads is not the same as tokenizers becoming non-thread-safe." + "reason": "A memory leak in generation is not the same as tokenizer thread safety; different layers of the stack." }, { "left": "issue:42898", "right": "issue:44779", "accept": false, - "reason": "Both are v5 tokenizer regressions, but they affect different models and likely different root causes." + "reason": "Both are tokenizer regressions, but they involve different models and symptoms, so they are not the same bug." }, { "left": "issue:30333", "right": "issue:34689", "accept": false, - "reason": "MLFlow reporting on failed training jobs is unrelated to model-loading breakage for Llama 3.2 vision." + "reason": "MLflow reporting on failed jobs is unrelated to Llama 3.2 vision model loading breakage." }, { - "left": "issue:44060", - "right": "issue:45125", + "left": "issue:27957", + "right": "issue:30333", "accept": false, - "reason": "Incorrect tied-weights warning is a different bug from missing _tp_plan for tensor parallelism." + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to MLflow job-status reporting." }, { - "left": "issue:27957", - "right": "issue:30333", + "left": "issue:44060", + "right": "issue:45125", "accept": false, - "reason": "XLMRoberta Flash Attention 2 behavior is unrelated to MLFlow reporting on failed jobs." + "reason": "Incorrect tied-weights warning and missing tensor-parallel plan are distinct Qwen3.5 MoE issues." }, { "left": "issue:42898", "right": "issue:43295", "accept": false, - "reason": "Both involve v5 behavior changes, but one is tokenizer cleanup-space behavior and the other is processor/tokenizer API breakage." + "reason": "Both are v5 regressions, but one is tokenizer spacing behavior and the other is processor/tokenizer API compatibility." }, { "left": "issue:42898", "right": "issue:44448", "accept": false, - "reason": "These are both v4-v5 changes, but they are about different model outputs and not the same defect." + "reason": "Different model-specific regression: tokenizer cleanup behavior versus Pegasus output changes between versions." }, { "left": "issue:30333", "right": "issue:36331", "accept": false, - "reason": "Training-job MLFlow reporting is unrelated to a CustomTrainer compute_loss signature mismatch." + "reason": "Failed-job MLflow reporting is unrelated to CustomTrainer.compute_loss signature incompatibility." }, { "left": "issue:44295", "right": "issue:45656", "accept": false, - "reason": "Position_ids buffer access and deepspeed optimizer double-step are unrelated training/runtime bugs." + "reason": "Position_ids buffer access and double optimizer stepping under deepspeed are unrelated training/runtime bugs." }, { "left": "issue:42222", "right": "issue:45200", "accept": false, - "reason": "VitPose model breakage is unrelated to Gemma 4 mm_token_type_ids defaults." + "reason": "VitPose model breakage and Gemma 4 multimodal token defaults are different model families and failure modes." }, { - "left": "issue:43874", - "right": "issue:45092", + "left": "issue:22355", + "right": "issue:28282", "accept": false, - "reason": "Missing image-patch method in a processor class is unrelated to remote-code checkpoint meta-initialization incompatibility." + "reason": "Missing transformers.onnx module and missing PyTorch dependency are different import errors with different causes." }, { - "left": "issue:22355", - "right": "issue:28282", + "left": "issue:43874", + "right": "issue:45092", "accept": false, - "reason": "Importing transformers.onnx and missing PyTorch for AutoModel are different environment/setup errors." + "reason": "Missing image-patch method in GLM46V processor is unrelated to InternVL2 meta-initialization incompatibility." }, { "left": "issue:44734", "right": "issue:45103", "accept": false, - "reason": "Serve/KV-cache tensor indexing crash is unrelated to auto_docstring annotation handling." + "reason": "KV-cache continuation tensor indexing and auto-docstring annotation handling are unrelated." }, { "left": "issue:43116", "right": "issue:44190", "accept": false, - "reason": "A multi-label classification example bug is unrelated to loading a local dataset in a different example script." + "reason": "Classification example returning empty results is unrelated to image-classification script failing to load a local dataset." }, { "left": "issue:44075", "right": "issue:46231", "accept": false, - "reason": "Unused SGD args in optimizer code is unrelated to a documentation parameter-name typo." + "reason": "Unused SGD optimizer args is unrelated to a docs parameter-name mismatch." }, { "left": "issue:44222", "right": "issue:44297", "accept": false, - "reason": "FP8 MoE save_pretrained and tokenizer_class mismatch in tokenizer_config.json are separate save/export bugs." + "reason": "FP8 MoE save_pretrained and tokenizer.save_pretrained class metadata are different save-path bugs." }, { "left": "issue:45405", "right": "issue:45712", "accept": false, - "reason": "PEFT version pinning is unrelated to leftover dummy classes leaking into dir(transformers)." - }, - { - "left": "issue:43479", - "right": "issue:44079", - "accept": false, - "reason": "Different object types and code paths: multimodal config defaults vs ModelOutput key bookkeeping." - }, - { - "left": "issue:46077", - "right": "issue:46829", - "accept": false, - "reason": "Attention-mask logic in Gemma4 and ImageClassifierOutput hidden_states handling are unrelated." + "reason": "A PEFT version pin issue is unrelated to leftover dummy classes in dummy_pt_objects.py." } ] }, @@ -14351,8 +15581,8 @@ "issue:47276" ], "soft_pairs": [ - "issue:44448|issue:46132", "issue:42796|issue:43723", + "issue:44448|issue:46132", "issue:44297|issue:45656", "issue:42831|issue:44623", "issue:43479|issue:43644", @@ -14363,40 +15593,40 @@ "issue:44373|issue:44485", "issue:44297|issue:45310", "issue:43723|issue:44977", - "issue:41628|issue:42757", "issue:43122|issue:46209", + "issue:41628|issue:42757", "issue:43504|issue:47059", "issue:43232|issue:47276", - "issue:46614|issue:46932", "issue:45071|issue:46082", + "issue:46614|issue:46932", "issue:44360|issue:46762", "issue:44222|issue:44484", "issue:44190|issue:46082", "issue:43232|issue:45834", - "issue:44263|issue:45092", "issue:30990|issue:38175", "issue:44295|issue:44623", - "issue:44327|issue:47059", "issue:43475|issue:46305", + "issue:44263|issue:45092", + "issue:44327|issue:47059", "issue:44263|issue:44373", "issue:43232|issue:46424", "issue:45092|issue:45357", "issue:42907|issue:46050" ], - "prepared_review_unit_hash": "7f7b61f4bb4d0d3f6ad39ed73eb08e6877f5a189fa48ad6f01a511256797664a", + "prepared_review_unit_hash": "2f1c1e2991843f53fa532f58c898c6f2e71a0dfd634f00854ab90b1615f07f09", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011307, - "estimated_input_tokens": 252827, - "estimated_eval_tokens": 505910 + "serialized_chars": 1011285, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36652, + "serialized_chars": 36651, "estimated_input_tokens": 9163, "estimated_eval_tokens": 18582 }, @@ -14405,198 +15635,198 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose collection of distinct Transformers v5-era bugs, mostly around loading/saving, tokenizer/config handling, import regressions, and a few model-specific issues. The soft pairs do not look like true duplicates of the same underlying defect.", - "confidence": 0.89, - "canonical_issue_reason": "issue:43644 is the broadest and most central representative: a core v5 state/buffer regression that can plausibly affect model loading and persistence across multiple downstream reports. It best captures the cluster\u2019s shared theme without being too model-specific.", + "summary": "This cluster is heterogeneous: the soft links mostly connect unrelated bugs that happen to share broad themes like loading, saving, imports, or v5 regressions. I do not see a true duplicate pair among the proposed soft edges.", + "confidence": 0.96, + "canonical_issue_reason": "No single true duplicate stands out; if one issue must represent the cluster, issue 43723 is the broadest user-facing regression around tokenizer loading in v5.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43644 is the best single issue to anchor this cluster because it is a concrete, high-impact v5 regression in a foundational code path rather than a narrow model-specific symptom.", + "best_issue_reason": "Issue 43723 is the best representative because it is concrete, broadly scoped, and centered on a common v5 loading failure mode rather than a model-specific edge case.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44448", - "right": "issue:46132", + "left": "issue:42796", + "right": "issue:43723", "accept": false, - "reason": "Different problems: one is model output drift between v4 and v5 for Pegasus, the other is AttentionInterface.register changing callback behavior. Same subsystem, not the same bug." + "reason": "Both involve tokenizers, but one is a BPE-marker handling bug and the other is a v5 AutoTokenizer loading issue." }, { - "left": "issue:42796", - "right": "issue:43723", + "left": "issue:44448", + "right": "issue:46132", "accept": false, - "reason": "Both involve tokenizers, but one is a model-specific BPE marker handling bug and the other is a general AutoTokenizer.from_pretrained loading failure in v5." + "reason": "Different problems: output regression for Pegasus vs behavior change in AttentionInterface.register." }, { "left": "issue:44297", "right": "issue:45656", "accept": false, - "reason": "Unrelated: tokenizer save metadata mismatch versus optimizer step being called twice under deepspeed." + "reason": "Tokenizer save metadata mismatch is unrelated to the deepspeed optimizer-step duplication report." }, { "left": "issue:42831", "right": "issue:44623", "accept": false, - "reason": "FP8 accuracy issue and processor.save_pretrained missing files are different code paths and different failure modes." + "reason": "FP8 accuracy regression and missing processor save files are different code paths." }, { "left": "issue:43479", "right": "issue:43644", "accept": false, - "reason": "Phi4MultimodalConfig default initialization bug is not the same as junk-filled non-persistent buffers, even if both touch config/state handling." + "reason": "Config default initialization with None is not the same as non-persistent buffers being filled with junk." }, { "left": "issue:44933", "right": "issue:45712", "accept": false, - "reason": "Both are import/availability related, but one is a missing import from image_utils and the other is cleanup of dummy pt objects leaking into namespace checks." + "reason": "Both mention imports, but one is a missing image_utils import and the other is leftover dummy class cleanup." }, { "left": "issue:45245", "right": "issue:46132", "accept": false, - "reason": "Category-count RuntimeError is unrelated to AttentionInterface.register behavior changes." + "reason": "Category-count overflow and attention registration behavior are unrelated bugs." }, { "left": "issue:44222", "right": "issue:44623", "accept": false, - "reason": "FP8 save_pretrained for MoE and processor.save_pretrained missing files are different persistence bugs with different objects and failure points." + "reason": "FP8 save_pretrained for MoE and generic processor.save_pretrained file loss are different failures." }, { "left": "issue:46209", "right": "issue:46431", "accept": false, - "reason": "FP8 inference failure on B200 is unrelated to a processor lacking a chat template." + "reason": "B200 FP8 inference failure and missing chat template support are unrelated." }, { "left": "issue:44373", "right": "issue:44485", "accept": false, - "reason": "Docstring issue versus a GLM-5 RoPE implementation bug; no shared underlying defect." + "reason": "A docstring issue about position_ids is not the same as the GLM-5 RoPE implementation bug." }, { "left": "issue:44297", "right": "issue:45310", "accept": false, - "reason": "Tokenizer save metadata mismatch is not the same as Qwen3.5 MoE from_pretrained failure." + "reason": "Tokenizer class metadata mismatch is distinct from Qwen3.5 MoE from_pretrained failure." }, { "left": "issue:43723", "right": "issue:44977", "accept": false, - "reason": "General tokenizer loading regression versus model-specific flash-attention generation failure." + "reason": "Both are loading/generation related, but one is tokenizer loading in v5 and the other is flash-attention generation behavior." }, { - "left": "issue:41628", - "right": "issue:42757", + "left": "issue:43122", + "right": "issue:46209", "accept": false, - "reason": "Both are import errors, but they concern different symbols and different packages." + "reason": "Tokenization differences across versions are unrelated to FP8 inference on B200." }, { - "left": "issue:43122", - "right": "issue:46209", + "left": "issue:41628", + "right": "issue:42757", "accept": false, - "reason": "Tokenizer behavior change across versions is unrelated to FP8 inference on B200." + "reason": "Different missing symbols from different dependencies: AutoImageProcessor vs is_offline_mode." }, { "left": "issue:43504", "right": "issue:47059", "accept": false, - "reason": "Pretrained model preset loading with a legacy field is unrelated to a CLI compatibility break with huggingface_hub 1.22.0." + "reason": "Legacy-field model loading failure is unrelated to a huggingface_hub CLI test breakage." }, { "left": "issue:43232", "right": "issue:47276", "accept": false, - "reason": "Generation-state update bug and misleading warning message are not the same underlying issue." + "reason": "Generation state update after sync_gpus is a different bug from a misleading warning message." }, { - "left": "issue:46614", - "right": "issue:46932", + "left": "issue:45071", + "right": "issue:46082", "accept": false, - "reason": "Stale phonemizer backend state is unrelated to dtype casting for quantized Gemma4 embedders." + "reason": "Both are config-related, but one is type checking in PretrainedConfig and the other is LlamaConfig head_dim validation." }, { - "left": "issue:45071", - "right": "issue:46082", + "left": "issue:46614", + "right": "issue:46932", "accept": false, - "reason": "Type-checking regression in PretrainedConfig is not the same as LlamaConfig rejecting explicit head_dim values." + "reason": "Stale phonemizer language state is unrelated to Gemma4 quantized embedder dtype casting." }, { "left": "issue:44360", "right": "issue:46762", "accept": false, - "reason": "A missing ReLU in the DSA indexer and numerical differences in Minimax MSA attention are different bugs." + "reason": "Missing ReLU in the DSA indexer is a different issue from numerical differences in Minimax MSA attention." }, { "left": "issue:44222", "right": "issue:44484", "accept": false, - "reason": "FP8 save_pretrained/moe bug is unrelated to the max_shard_size default question." + "reason": "Both touch save_pretrained, but one is FP8 MoE saving and the other is shard-size defaults." }, { "left": "issue:44190", "right": "issue:46082", "accept": false, - "reason": "Local dataset loading failure is unrelated to LlamaConfig head_dim validation." + "reason": "Local dataset loading in an example script has nothing to do with LlamaConfig head_dim validation." }, { "left": "issue:43232", "right": "issue:45834", "accept": false, - "reason": "Generation kwargs sync bug and Kosmos2.5 long OCR index error are different failures." - }, - { - "left": "issue:44263", - "right": "issue:45092", - "accept": false, - "reason": "torch.split return-value issue in GlmMoeDsaIndexer is unrelated to InternVL2 meta-initialization incompatibility." + "reason": "Generation kwargs handling is unrelated to the Kosmos2.5 long-OCR index error." }, { "left": "issue:30990", "right": "issue:38175", "accept": false, - "reason": "Sentence-Transformers loading hang and zero probabilities from SigLIP2 are distinct model/runtime issues." + "reason": "SentenceTransformers loading hangs and zero-probabilities in SigLIP2 are different model issues." }, { "left": "issue:44295", "right": "issue:44623", "accept": false, - "reason": "Position_ids buffer read failure is different from missing processor save files." + "reason": "Reading registered position_ids buffers is not the same as missing processor save files." }, { - "left": "issue:44327", - "right": "issue:47059", + "left": "issue:43475", + "right": "issue:46305", "accept": false, - "reason": "QA decode_spans top_k bounds error and CLI completion attribute break are unrelated." + "reason": "SAM 3 video output attribute missing and MoonshineStreaming window masking are unrelated." }, { - "left": "issue:43475", - "right": "issue:46305", + "left": "issue:44263", + "right": "issue:45092", "accept": false, - "reason": "SAM 3 Video missing attribute and MoonshineStreaming off-by-one mask bug are different model-specific defects." + "reason": "A torch.split indexing bug is not the same as remote-code checkpoint meta-init incompatibility." + }, + { + "left": "issue:44327", + "right": "issue:47059", + "accept": false, + "reason": "QA decode_spans top-k bounds error is unrelated to the CLI completion breakage." }, { "left": "issue:44263", "right": "issue:44373", "accept": false, - "reason": "DSA indexer split behavior bug and a wrong docstring are not the same issue." + "reason": "DSA indexer split-return bug and a position_ids docstring issue are clearly different." }, { "left": "issue:43232", "right": "issue:46424", "accept": false, - "reason": "Generation kwargs bug is unrelated to cache config max_cache_length semantics." + "reason": "sync_gpus generation handling and cache max length semantics are different features." }, { "left": "issue:45092", "right": "issue:45357", "accept": false, - "reason": "Both are Qwen/InternVL v5-era regressions, but they affect different model families and different code paths (meta init vs save_pretrained keys)." + "reason": "These are both InternVL/Qwen-related loading problems, but one is meta initialization compatibility and the other is incorrect visual encoder keys on save." }, { "left": "issue:42907", "right": "issue:46050", "accept": false, - "reason": "Dequantized Ministrals/Devstrals save failure is unrelated to sinq quantization save/load corruption." + "reason": "Both involve saving quantized/dequantized models, but they target different quantization paths and failure modes." } ] }, @@ -14670,44 +15900,44 @@ "issue:47217" ], "soft_pairs": [ - "issue:44279|issue:46328", "issue:46369|issue:46909", + "issue:44279|issue:46328", "issue:46305|issue:46655", "issue:43986|issue:46726", - "issue:44263|issue:44360", "issue:42831|issue:45310", "issue:22355|issue:27957", + "issue:44263|issue:44360", "issue:45381|issue:46305", "issue:43408|issue:46402", - "issue:44483|issue:45406", "issue:41628|issue:43824", - "issue:44261|issue:45092", + "issue:44483|issue:45406", "issue:44964|issue:47059", "issue:42831|issue:44038", "issue:44829|issue:46002", + "issue:44261|issue:45092", "issue:43576|issue:43784", "issue:22355|issue:28218", "issue:44188|issue:44373", "issue:43784|issue:45600", "issue:42831|issue:45753", "issue:39401|issue:44568", - "issue:42796|issue:43122", "issue:43986|issue:47217", - "issue:43756|issue:44060", + "issue:42796|issue:43122", "issue:43644|issue:46305", + "issue:43756|issue:44060", "issue:42886|issue:42994", "issue:42886|issue:43066", "issue:39379|issue:46172", "issue:43408|issue:46369" ], - "prepared_review_unit_hash": "73cbbac23e13227ff61bef414ed7be9ae597145c8b717f9eecf5a4061ba997ed", + "prepared_review_unit_hash": "f77aa0e03258f5d8ce35f0af4dfd34679d76126a1e386bca9db33277949d4c5d", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011307, - "estimated_input_tokens": 252827, - "estimated_eval_tokens": 505910 + "serialized_chars": 1011285, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 }, "budget": { "node_count": 48, @@ -14722,186 +15952,186 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is thematically broad and mostly heterogeneous: tokenizer regressions, multimodal/model-loading bugs, training/precision issues, and unrelated docs/CI failures. None of the soft-edge pairs look like true duplicates.", - "confidence": 0.66, - "canonical_issue_reason": "issue:43122 is the clearest concrete regression report in the set (tokenization changes between 4.57.3 and 5.0), so it is the best representative issue if one must be chosen.", + "summary": "This set is highly heterogeneous: most items are unrelated regressions, API/import failures, or tokenizer quirks that only share broad subsystem wording. I don\u2019t see any soft pair that clearly represents the same underlying bug/change, so I would not merge any of them as duplicates.", + "confidence": 0.24, + "canonical_issue_reason": "Issue #43122 is the broadest tokenizer-regression report in the set and best represents the recurring v5 tokenization subset, but the overall cluster is too mixed for a strong canonical choice.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43122 is the strongest single issue to anchor on because it is specific, reproducible, and framed as a version-regression bug rather than a vague subsystem complaint.", + "best_issue_reason": "Issue #43122 is the most generally phrased issue about a version-to-version tokenization regression, making it the best representative issue if one must be chosen.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44279", - "right": "issue:46328", + "left": "issue:46369", + "right": "issue:46909", "accept": false, - "reason": "Unrelated bugs: generic dependency problem vs a SequenceFeatureExtractor.pad performance issue." + "reason": "Memory overflow in sam3-litetext and a broken DIA docs example are different problems." }, { - "left": "issue:46369", - "right": "issue:46909", + "left": "issue:44279", + "right": "issue:46328", "accept": false, - "reason": "Different subjects and failure modes: sam3-litetext memory overflow vs a DIA documentation example." + "reason": "A dependency issue and a SequenceFeatureExtractor.pad performance issue are not the same bug." }, { "left": "issue:46305", "right": "issue:46655", "accept": false, - "reason": "Both involve video-related calculations, but they are different models and different bugs (mask off-by-one vs padding computation)." + "reason": "Different media processors and different defects: off-by-one future-frame attention vs padding math." }, { "left": "issue:43986", "right": "issue:46726", "accept": false, - "reason": "Both touch AutoProcessor and missing vision backends, but one is a video-model crash without torchvision and the other is an unrecognized image-processor error; not the same concrete bug." - }, - { - "left": "issue:44263", - "right": "issue:44360", - "accept": false, - "reason": "Same broad DSA indexer area, but one is about torch.split outputs and the other is a missing ReLU; distinct issues." + "reason": "Both involve processor loading and missing vision deps, but the concrete failures and affected paths differ." }, { "left": "issue:42831", "right": "issue:45310", "accept": false, - "reason": "Precision/accuracy issue vs from_pretrained model-loading error; no shared underlying bug." + "reason": "FineGrainedFP8 accuracy problems and Qwen3.5 MoE from_pretrained errors are unrelated." }, { "left": "issue:22355", "right": "issue:27957", "accept": false, - "reason": "Completely unrelated: missing transformers.onnx module vs XLMRoberta Flash Attention 2 behavior." + "reason": "Missing transformers.onnx import and XLMRoberta Flash Attention 2 are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Both mention DSA indexer code, but one is about torch.split outputs and the other about a missing ReLU." }, { "left": "issue:45381", "right": "issue:46305", "accept": false, - "reason": "Both are video/multimodal bugs, but they affect different models and different indexing/mask logic." + "reason": "Qwen2.5-VL vision_position_ids and MoonshineStreaming mask indexing are different code paths." }, { "left": "issue:43408", "right": "issue:46402", "accept": false, - "reason": "Both are Sam3-related, but one is a model-type warning and the other is missing text-encoder weights; not the same bug." - }, - { - "left": "issue:44483", - "right": "issue:45406", - "accept": false, - "reason": "Different code paths: /v1/chat/completions request handling vs transformers serve crashing on Gemma4Processor." + "reason": "A sam3 model-type warning and missing text-encoder weights are not the same issue." }, { "left": "issue:41628", "right": "issue:43824", "accept": false, - "reason": "Both are import errors, but for different symbols and likely different causes; too generic to merge." + "reason": "Different missing imports for different symbols; no shared concrete defect." }, { - "left": "issue:44261", - "right": "issue:45092", + "left": "issue:44483", + "right": "issue:45406", "accept": false, - "reason": "MLA layernorm epsilon precision bug vs remote-code/meta-initialization incompatibility; unrelated." + "reason": "Chat-completions request rejection and Gemma4Processor missing _tokenizer are unrelated." }, { "left": "issue:44964", "right": "issue:47059", "accept": false, - "reason": "Model-loading failure vs CLI test failure from huggingface_hub API change; unrelated." + "reason": "Model-loading failure and CLI breakage from huggingface_hub are different bugs." }, { "left": "issue:42831", "right": "issue:44038", "accept": false, - "reason": "Different problem classes: FineGrainedFP8 accuracy vs a Qwen3-VL-Moe bug." + "reason": "FP8 accuracy degradation and Qwen3-VL-Moe from_pretrained errors are not the same problem." }, { "left": "issue:44829", "right": "issue:46002", "accept": false, - "reason": "Both mention classification heads, but one is Flash Attention 3 degeneracy and the other is NaNs on checkout/init; distinct root causes." + "reason": "Flash-attention training degeneration and NaNs on init/checkout are distinct failure modes." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "RMS norm epsilon precision mismatch and remote-code meta-init incompatibility are different issues." }, { "left": "issue:43576", "right": "issue:43784", "accept": false, - "reason": "Unrelated: broken transformers env command vs import-time NameError in sentence-transformers integration." + "reason": "Broken `transformers env` and a sentence-transformers import NameError are unrelated." }, { "left": "issue:22355", "right": "issue:28218", "accept": false, - "reason": "Missing transformers.onnx module and tokenizer spacing after added tokens are unrelated." + "reason": "ONNX import failure and added-token spacing are different tokenizer/package problems." }, { "left": "issue:44188", "right": "issue:44373", "accept": false, - "reason": "Attention-kernel divergence vs docstring typo; not a duplicate bug." + "reason": "torch.compile attention divergence and a wrong docstring are not duplicates." }, { "left": "issue:43784", "right": "issue:45600", "accept": false, - "reason": "Different failures: sentence-transformers import NameError vs auto_mappings referencing removed configs." + "reason": "Import NameError and auto_mappings CI breakage come from different code paths." }, { "left": "issue:42831", "right": "issue:45753", "accept": false, - "reason": "FineGrainedFP8 accuracy issue vs Qwen3_5 image infinite loop; unrelated." + "reason": "FP8 accuracy and a Qwen3_5 image infinite loop are unrelated regressions." }, { "left": "issue:39401", "right": "issue:44568", "accept": false, - "reason": "Both are tokenizer behavior bugs, but one is offset mapping and the other is special-token insertion; different concrete issues." - }, - { - "left": "issue:42796", - "right": "issue:43122", - "accept": false, - "reason": "Both involve tokenizers, but one is BPE marker handling for a specific model and the other is a version-to-version tokenization regression; not the same underlying bug." + "reason": "Offset-mapping errors and missing BOS/EOS insertion are different tokenizer bugs." }, { "left": "issue:43986", "right": "issue:47217", "accept": false, - "reason": "Both are multimodal processor issues, but one is missing torchvision backend handling and the other is image-placeholder placement in user text." + "reason": "Missing torchvision error handling and VL placeholder-in-user-text failures are not the same defect." }, { - "left": "issue:43756", - "right": "issue:44060", + "left": "issue:42796", + "right": "issue:43122", "accept": false, - "reason": "Different model architecture bugs: RoPE layer dropping vs a tied-weights warning involving linear_attn.dt_bias." + "reason": "Both are tokenizer regressions, but one is model-specific BPE marker handling and the other is a broader version-change report." }, { "left": "issue:43644", "right": "issue:46305", "accept": false, - "reason": "Non-persistent buffer initialization bug vs streaming sliding-window mask off-by-one; unrelated." + "reason": "Non-persistent buffer initialization and sliding-window masking are unrelated." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Missing RoPE layers and a tied-weights warning are different model-architecture bugs." }, { "left": "issue:42886", "right": "issue:42994", "accept": false, - "reason": "Tokenizer cache/offline loading bug vs quantized model saving failure; different subsystems." + "reason": "Offline cache loading and quantized model saving are separate workflows and failures." }, { "left": "issue:42886", "right": "issue:43066", "accept": false, - "reason": "Both are tokenizer-related v5 regressions, but one is offline cache loading and the other is decoder type selection; not the same bug." + "reason": "Offline tokenizer cache loading and wrong decoder type in v5 are different tokenizer issues." }, { "left": "issue:39379", "right": "issue:46172", "accept": false, - "reason": "Different tensor/shape bugs in different models: mllama mask handling vs deepseek-v4 transpose logic." + "reason": "mllama mask handling and deepseek-v4 comb transpose/dtype behavior are unrelated." }, { "left": "issue:43408", "right": "issue:46369", "accept": false, - "reason": "Different Sam3-related failures: model-type warning vs memory overflow when calling sam3-litetext." + "reason": "A sam3 model-type warning and a memory overflow in sam3-litetext are not the same bug." } ] }, @@ -14935,7 +16165,6 @@ "issue:42371", "issue:42757", "issue:42907", - "issue:43116", "issue:43122", "issue:43329", "issue:43408", @@ -14948,6 +16177,7 @@ "issue:43976", "issue:44038", "issue:44117", + "issue:44222", "issue:44263", "issue:44295", "issue:44297", @@ -14961,7 +16191,6 @@ "issue:44829", "issue:44945", "issue:44964", - "issue:45200", "issue:45216", "issue:45278", "issue:45290", @@ -14978,249 +16207,249 @@ "issue:42757|issue:45278", "issue:27957|issue:30990", "issue:45381|issue:46909", - "issue:43646|issue:46002", "issue:43540|issue:46909", + "issue:43646|issue:46002", "issue:30990|issue:33357", "issue:44295|issue:44297", "issue:42907|issue:44964", "issue:43329|issue:47059", - "issue:43976|issue:44945", "issue:43122|issue:46326", + "issue:43976|issue:44945", "issue:44625|issue:44829", "issue:42907|issue:44945", "issue:39401|issue:44488", "issue:39401|issue:44521", "issue:41628|issue:45278", "issue:44117|issue:44704", - "issue:42371|issue:44263", "issue:42907|issue:43937", - "issue:44704|issue:45290", "issue:43122|issue:44521", - "issue:43408|issue:43475", + "issue:42371|issue:44263", + "issue:44704|issue:45290", "issue:22355|issue:29159", + "issue:43408|issue:43475", "issue:42907|issue:43452", - "issue:44360|issue:44485", "issue:44038|issue:44297", - "issue:44038|issue:44295", + "issue:44360|issue:44485", "issue:43824|issue:44351", + "issue:44038|issue:44295", "issue:46172|issue:46762", "issue:45216|issue:45478", - "issue:43116|issue:45200" + "issue:44038|issue:44222" ], - "prepared_review_unit_hash": "35157556f241023a6b8147892ebcb1eb6b7bd9293db805492acfcc25b16de7d3", + "prepared_review_unit_hash": "ab05c589f366140a0b355f466cb203c1628b54971d919f2e64b353be643530a4", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011307, - "estimated_input_tokens": 252827, - "estimated_eval_tokens": 505910 + "serialized_chars": 1011285, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 31, - "serialized_chars": 36580, - "estimated_input_tokens": 9145, - "estimated_eval_tokens": 18546 + "serialized_chars": 35921, + "estimated_input_tokens": 8981, + "estimated_eval_tokens": 18218 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of unrelated regressions, import errors, tokenizer/model bugs, and docs issues. None of the soft pairs look like the same underlying bug or change closely enough to merge.", - "confidence": 0.93, - "canonical_issue_reason": "issue:44521 is the strongest representative issue here: it is open, has a detailed repro, strong discussion/inbound activity, and describes a concrete API bug that could attract related reports.", + "summary": "These items are mostly unrelated issues across different subsystems; I found no soft pair that appears to be the same underlying bug or change. No PRs were provided.", + "confidence": 0.86, + "canonical_issue_reason": "issue:44521 is the strongest standalone issue here: it is active, detailed, and has multiple inbound references, while the rest of the set is too heterogeneous to form one clear duplicate cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44521 is the best overall issue candidate because it is current, specific, and already functioning like an active tracking issue for a user-facing regression.", + "best_issue_reason": "issue:44521 is the most substantial, current, and well-scoped bug report in the set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42757", "right": "issue:45278", "accept": false, - "reason": "Both mention import failures, but one is a missing huggingface_hub symbol and the other is a broad post-upgrade import breakage; different root causes." + "reason": "45278 is a broad post-upgrade import-regression report; 42757 is one specific missing symbol. Related theme, but not the same bug." }, { "left": "issue:27957", "right": "issue:30990", "accept": false, - "reason": "Different models and failure modes: Flash Attention 2 behavior for XLMRoberta vs Sentence Transformers hanging on load." + "reason": "Different models and failure modes: Flash Attention 2 support vs loading hangs." }, { "left": "issue:45381", "right": "issue:46909", "accept": false, - "reason": "Qwen2.5-VL video position_ids bug and a broken DIA documentation example are unrelated." + "reason": "Video position-id bug vs a broken documentation example; unrelated." }, { - "left": "issue:43646", - "right": "issue:46002", + "left": "issue:43540", + "right": "issue:46909", "accept": false, - "reason": "Custom model initialization breakage and NaNs in classification heads are separate bugs in different code paths." + "reason": "Qwen3OmniMoe video-processing error does not match a DIA docs issue." }, { - "left": "issue:43540", - "right": "issue:46909", + "left": "issue:43646", + "right": "issue:46002", "accept": false, - "reason": "Video-input ValueError in Qwen3OmniMoe is unrelated to a documentation example bug." + "reason": "Both mention initialization, but the concrete bugs differ: custom model init vs NaNs in classification heads." }, { "left": "issue:30990", "right": "issue:33357", "accept": false, - "reason": "Both are loading-related, but one is stuck loading a Sentence Transformers model and the other is a MacOS bus error on a CLIP community model; not the same issue." + "reason": "Loading stall in sentence-transformers is not the same as a Mac bus error on a CLIP model." }, { "left": "issue:44295", "right": "issue:44297", "accept": false, - "reason": "One is a position_ids buffer access problem; the other is tokenizer_class metadata mismatch on save_pretrained." + "reason": "Position-ids buffer access and tokenizer_class mismatch are separate save/load problems." }, { "left": "issue:42907", "right": "issue:44964", "accept": false, - "reason": "Saving dequantized Ministrals/Devstrals and loading Phi-4 multimodal are different model-specific failures." + "reason": "Dequantized save failure for Ministral/Devstral is unrelated to loading Phi-4 multimodal." }, { "left": "issue:43329", "right": "issue:47059", "accept": false, - "reason": "Undefined video token helper in multimodal token counting is unrelated to a CLI test failure from huggingface_hub." + "reason": "A multimodal token counting bug is unrelated to a CLI/test failure from huggingface_hub." }, { - "left": "issue:43976", - "right": "issue:44945", + "left": "issue:43122", + "right": "issue:46326", "accept": false, - "reason": "Python version compatibility breakage and incorrect pipeline-parallel output are different problems." + "reason": "Both are tokenizer-related, but one is a version-to-version tokenization drift and the other is a continue_final_message bug in mistral_common tokenizers." }, { - "left": "issue:43122", - "right": "issue:46326", + "left": "issue:43976", + "right": "issue:44945", "accept": false, - "reason": "Both involve tokenization, but one is a version-to-version tokenization change and the other is a continue_final_message bug for mistral_common-based tokenizers." + "reason": "Python version compatibility and pipeline-parallel output corruption are different problems." }, { "left": "issue:44625", "right": "issue:44829", "accept": false, - "reason": "num_labels propagation in Qwen3.5 and flash_attention_3 training degeneration are unrelated." + "reason": "num_labels propagation and flash_attention_3 training degeneration are unrelated." }, { "left": "issue:42907", "right": "issue:44945", "accept": false, - "reason": "Saving dequantized models and wrong LLM output under pipeline parallelism do not share the same underlying bug." + "reason": "Save/export failure and incorrect pipeline-parallel inference output are not the same code-path." }, { "left": "issue:39401", "right": "issue:44488", "accept": false, - "reason": "Wrong offset_mapping in Qwen3 tokenizer and failure to load a specific model are different issues." + "reason": "Tokenizer offset_mapping bug vs a model-load problem for cjvt/sleng-bert." }, { "left": "issue:39401", "right": "issue:44521", "accept": false, - "reason": "Offset mapping behavior and multimodal assistant_masks are both tokenizer-adjacent, but they are not the same concrete bug." + "reason": "Both involve tokenizers, but offset_mapping and assistant_masks are distinct behaviors and likely distinct fixes." }, { "left": "issue:41628", "right": "issue:45278", "accept": false, - "reason": "Both are import-related, but one is missing AutoImageProcessor and the other is a broad post-upgrade import regression." + "reason": "Missing AutoImageProcessor export is only one symptom; 45278 is a broader import-regression report." }, { "left": "issue:44117", "right": "issue:44704", "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES returning None and AutoProcessor not forwarding kwargs to cached_file are separate internals with different failure points." - }, - { - "left": "issue:42371", - "right": "issue:44263", - "accept": false, - "reason": "TF32 settings guidance and a torch.split return-value bug in GlmMoeDsaIndexer are unrelated." + "reason": "TOKENIZER_MAPPING_NAMES None handling and AutoProcessor kwargs forwarding are different loader issues." }, { "left": "issue:42907", "right": "issue:43937", "accept": false, - "reason": "Dequantized save failure and invalid GenerationConfig are different model/config issues." + "reason": "A save-pretrained dequantization issue is unrelated to invalid GenerationConfig handling." }, { - "left": "issue:44704", - "right": "issue:45290", + "left": "issue:43122", + "right": "issue:44521", "accept": false, - "reason": "AutoProcessor kwargs passthrough and apply_chat_template crashing on tool-call assistant messages are distinct code paths." + "reason": "Different tokenizer regressions: general tokenization drift vs multimodal assistant mask generation." }, { - "left": "issue:43122", - "right": "issue:44521", + "left": "issue:42371", + "right": "issue:44263", "accept": false, - "reason": "Tokenizer version differences and multimodal assistant mask generation are not the same bug." + "reason": "TF32 API guidance and a torch.split/indexer bug are unrelated." }, { - "left": "issue:43408", - "right": "issue:43475", + "left": "issue:44704", + "right": "issue:45290", "accept": false, - "reason": "Both are SAM 3 video-related, but one is a model-type mismatch warning and the other is a missing attribute on Sam3VisionEncoderOutput." + "reason": "AutoProcessor cached_file forwarding and chat-template tool-call crashes are separate areas." }, { "left": "issue:22355", "right": "issue:29159", "accept": false, - "reason": "Missing transformers.onnx module and tokenizer inconsistencies are unrelated." + "reason": "Package import failure for transformers.onnx vs slow/fast tokenizer inconsistency." }, { - "left": "issue:42907", - "right": "issue:43452", + "left": "issue:43408", + "right": "issue:43475", "accept": false, - "reason": "Dequantized save failures and gguf_file loading breakage are different from_pretrained/save_pretrained problems." + "reason": "SAM3 model-type mismatch warning and missing fpn_position_embeddings are different SAM3 video bugs." }, { - "left": "issue:44360", - "right": "issue:44485", + "left": "issue:42907", + "right": "issue:43452", "accept": false, - "reason": "DSA indexer missing ReLU and GLM-5 RoPE implementation are unrelated design/implementation discussions." + "reason": "Saving dequantized models and gguf_file loading failures are not the same issue." }, { "left": "issue:44038", "right": "issue:44297", "accept": false, - "reason": "Qwen3-VL-Moe loading bug and tokenizer save_pretrained class mismatch are different issues." + "reason": "Qwen3-VL-Moe loading and tokenizer save metadata mismatch do not match." }, { - "left": "issue:44038", - "right": "issue:44295", + "left": "issue:44360", + "right": "issue:44485", "accept": false, - "reason": "Qwen3-VL-Moe load failure and position_ids buffer error do not match." + "reason": "DSA ReLU discussion and GLM-5 RoPE implementation are unrelated." }, { "left": "issue:43824", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but they concern different exported symbols and likely different breakages." + "reason": "Both are import errors, but they concern different missing exports and likely different fixes." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Qwen3-VL-Moe load failure and position_ids buffer access are unrelated." }, { "left": "issue:46172", "right": "issue:46762", "accept": false, - "reason": "DeepSeek-V4 transpose bug and Minimax MSA numerical differences are separate attention/math issues." + "reason": "Different models and different numerical issues; not the same change." }, { "left": "issue:45216", "right": "issue:45478", "accept": false, - "reason": "One is save_pretrained producing a bad Qwen3.5 checkpoint; the other is a from_pretrained error in Qwen3.5 Moe." + "reason": "Qwen3.5 save_pretrained regression and Qwen3.5 Moe from_pretrained error share a family, but the concrete code paths are different." }, { - "left": "issue:43116", - "right": "issue:45200", + "left": "issue:44038", + "right": "issue:44222", "accept": false, - "reason": "Empty multi-label classification results and mm_token_type_ids defaulting are different issues in classification vs multimodal token handling." + "reason": "Qwen3-VL-Moe loading and FP8 save_pretrained for moe are separate bugs." } ] }, @@ -15265,9 +16494,7 @@ "issue:43611", "issue:43937", "issue:43976", - "issue:44038", "issue:44188", - "issue:44222", "issue:44351", "issue:44483", "issue:44485", @@ -15278,6 +16505,7 @@ "issue:44995", "issue:45072", "issue:45083", + "issue:45200", "issue:45278", "issue:45357", "issue:45446", @@ -15294,224 +16522,224 @@ "issue:47312" ], "soft_pairs": [ - "issue:44038|issue:44222", + "issue:43116|issue:45200", "issue:43122|issue:44779", "issue:39401|issue:46614", "issue:42175|issue:44938", - "issue:43278|issue:44945", "issue:22355|issue:29127", + "issue:43278|issue:44945", "issue:42222|issue:47312", "issue:36296|issue:43116", - "issue:43493|issue:45753", - "issue:39379|issue:43232", "issue:42757|issue:44351", + "issue:39379|issue:43232", + "issue:43493|issue:45753", "issue:44188|issue:46328", "issue:46231|issue:46877", "issue:28348|issue:46640", "issue:44483|issue:47217", "issue:42898|issue:46614", "issue:43611|issue:46002", - "issue:43937|issue:44485", "issue:43976|issue:45446", "issue:42673|issue:45072", - "issue:45357|issue:45478", "issue:38617|issue:45278", + "issue:45357|issue:45478", "issue:44625|issue:46002", + "issue:43937|issue:44485", "issue:43066|issue:44779", "issue:44995|issue:46697", - "issue:43116|issue:43493", - "issue:45083|issue:45446" + "issue:45083|issue:45446", + "issue:43116|issue:43493" ], - "prepared_review_unit_hash": "c5a75c1d217aef27aa384acc20d0e7cd4355008634da9cb2dd9cd0157133e79e", + "prepared_review_unit_hash": "c2ff881bf7304476e6553b5edc5ab576dab78897c3276877c176c940459ab300", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011307, - "estimated_input_tokens": 252827, - "estimated_eval_tokens": 505910 + "serialized_chars": 1011285, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 27, - "serialized_chars": 35197, - "estimated_input_tokens": 8800, - "estimated_eval_tokens": 17856 + "serialized_chars": 34723, + "estimated_input_tokens": 8681, + "estimated_eval_tokens": 17618 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are mostly superficially similar issue titles (same model family, same subsystem, or same release window), but they describe different bugs and code paths. I would not merge any of the soft pairs.", - "confidence": 0.87, - "canonical_issue_reason": "issue:45278 is the closest umbrella candidate because it captures the broad import-regression pattern shared by several items, but the set is too heterogeneous for a true single canonical duplicate.", + "summary": "This cluster is not a true duplicate group: the soft edges mostly connect unrelated issues that only share broad keywords like tokenization, import errors, or model regressions. None of the pairs look like the same concrete bug or change.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue fits well here; the items span unrelated subsystems and model-specific regressions, so collapsing them into one duplicate target would be misleading.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the best triage anchor among the listed issues since it is the most general and likely to absorb related import-failure reports.", + "best_issue_reason": "Issue 42757 is the cleanest standalone triage candidate: a specific import error with a clear symptom and likely fix path. It is not representative of the whole cluster, just the most actionable individual issue.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44038", - "right": "issue:44222", + "left": "issue:43116", + "right": "issue:45200", "accept": false, - "reason": "Same broad MoE area, but one is a Qwen3-VL-Moe bug and the other is an FP8 save_pretrained issue; different failure modes and code paths." + "reason": "Multi-label classification script behavior is unrelated to Gemma 4 multimodal token IDs." }, { "left": "issue:43122", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer regressions, but they involve different models and symptoms: generic version-to-version tokenization drift vs Deepseek-specific incorrect results." + "reason": "Both are tokenization regressions, but they affect different models and likely different code paths." }, { "left": "issue:39401", "right": "issue:46614", "accept": false, - "reason": "Qwen3 offset_mapping bug and Wav2Vec2 phonemizer language-state bug are unrelated tokenizer subsystems." + "reason": "Qwen3 offset mapping and Wav2Vec2 phonemizer backend caching are different tokenizer bugs." }, { "left": "issue:42175", "right": "issue:44938", "accept": false, - "reason": "One is an extra-backend packaging issue and the other is a Python 3.14 load failure; not the same underlying problem." + "reason": "Package/backend installation issue is unrelated to Python 3.14 loading failure." }, { - "left": "issue:43278", - "right": "issue:44945", + "left": "issue:22355", + "right": "issue:29127", "accept": false, - "reason": "BF16-to-FP32 dtype drift in evaluation is unrelated to incorrect output under pipeline parallelism." + "reason": "ONNX import failure and LayoutLMv3 error-message clarity are unrelated." }, { - "left": "issue:22355", - "right": "issue:29127", + "left": "issue:43278", + "right": "issue:44945", "accept": false, - "reason": "Import error for transformers.onnx and a LayoutLMv3 validation/error-message issue are different bugs." + "reason": "Training/eval dtype change is not the same as incorrect pipeline-parallel generation output." }, { "left": "issue:42222", "right": "issue:47312", "accept": false, - "reason": "Vitpose model breakage and kernel 0.16 incompatibility are not the same concrete defect." + "reason": "VitPose breakage and kernel compatibility are different failures with no shared code path." }, { "left": "issue:36296", "right": "issue:43116", "accept": false, - "reason": "Tensor parallel training bug and example-script multi-label classification behavior affect different paths and features." + "reason": "Tensor-parallel training bug is unrelated to the classification example script issue." }, { - "left": "issue:43493", - "right": "issue:45753", + "left": "issue:42757", + "right": "issue:44351", "accept": false, - "reason": "SigLIP2 implementation discrepancy and a Qwen3_5 infinite-loop case are distinct model-specific failures." + "reason": "Both are import errors, but for different symbols and different packages." }, { "left": "issue:39379", "right": "issue:43232", "accept": false, - "reason": "Incorrect mllama masking and a generation kwargs update issue are separate code paths." + "reason": "mllama mask handling and generation kwargs after sync_gpus are separate generation issues." }, { - "left": "issue:42757", - "right": "issue:44351", + "left": "issue:43493", + "right": "issue:45753", "accept": false, - "reason": "Both are import errors, but they target different missing symbols from different modules; not one duplicate bug." + "reason": "Different models and different symptoms: SigLIP2 parity gap vs Qwen3.5 infinite loop." }, { "left": "issue:44188", "right": "issue:46328", "accept": false, - "reason": "Attention-kernel divergence under torch.compile and a padding performance issue are unrelated." + "reason": "Attention-kernel divergence and feature-extractor padding performance are unrelated." }, { "left": "issue:46231", "right": "issue:46877", "accept": false, - "reason": "Documentation parameter-name mismatch and import-time doc-lint output are different tooling/doc issues." + "reason": "A docstring parameter mismatch is not the same as import-time doc-lint output." }, { "left": "issue:28348", "right": "issue:46640", "accept": false, - "reason": "Flash Attention 2 support for GPT2LMHeadModel is a feature request, while the other is a generic bug report with no evidence it is the same change." + "reason": "Flash-Attn 2 support request for GPT2LMHeadModel is not the same as an unspecified flash-attention bug." }, { "left": "issue:44483", "right": "issue:47217", "accept": false, - "reason": "Chat-completions request rejection and VL placeholder handling are different API/model-input problems." + "reason": "Chat-completions API rejection and image-placeholder handling in VL models are different problems." }, { "left": "issue:42898", "right": "issue:46614", "accept": false, - "reason": "Both mention tokenization behavior, but one is a v5 cleanup change and the other is stale phonemizer backend state." + "reason": "Tokenizer cleanup behavior changes and stale phonemizer language caching are unrelated." }, { "left": "issue:43611", "right": "issue:46002", "accept": false, - "reason": "base_model_prefix loading regression and NaNs in classification heads are not the same failure." - }, - { - "left": "issue:43937", - "right": "issue:44485", - "accept": false, - "reason": "GenerationConfig validation for GLM-5 and RoPE implementation discussion are separate issues." + "reason": "Model loading via base_model_prefix and NaNs in classification heads are distinct issues." }, { "left": "issue:43976", "right": "issue:45446", "accept": false, - "reason": "Python-version support regression and a PyTorch version check bug in flex_attention are unrelated." + "reason": "Python version compatibility and a PyTorch version check in flex_attention are separate compatibility bugs." }, { "left": "issue:42673", "right": "issue:45072", "accept": false, - "reason": "VRAM leak in Qwen3ForCausalLM under multiple dataloader threads and dtype mismatches in inference are different problems." + "reason": "VRAM leak in Qwen3ForCausalLM threads is unrelated to dtype mismatches in inference." }, { - "left": "issue:45357", - "right": "issue:45478", + "left": "issue:38617", + "right": "issue:45278", "accept": false, - "reason": "Both concern Qwen3.5, but one is save_pretrained key serialization and the other is from_pretrained loading failure; not the same concrete bug." + "reason": "A specific missing import and a broad post-upgrade import-breakage report are not the same concrete bug." }, { - "left": "issue:38617", - "right": "issue:45278", + "left": "issue:45357", + "right": "issue:45478", "accept": false, - "reason": "45278 is a broad umbrella for many import errors, but this pair is not clearly the same underlying import regression." + "reason": "Save-pretrained visual encoder key regression and from-pretrained Moe loading error affect different paths." }, { "left": "issue:44625", "right": "issue:46002", "accept": false, - "reason": "num_labels propagation in Qwen3.5 config and NaNs in classification heads are unrelated." + "reason": "Qwen3.5 num_labels propagation and NaNs in classification heads are different bugs." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "Invalid GenerationConfig and GLM-5 RoPE discussion are not the same issue." }, { "left": "issue:43066", "right": "issue:44779", "accept": false, - "reason": "Wrong tokenizer decoder type and Deepseek tokenization regression are both v5 tokenizer issues, but they are not the same bug." + "reason": "Tokenizer decoder-type regression and Deepseek tokenization errors are model-specific, separate problems." }, { "left": "issue:44995", "right": "issue:46697", "accept": false, - "reason": "GlmMoeDsa stale cache crash and Swin2SR over-padding are unrelated model/preprocessing bugs." + "reason": "A stale-cache crash in GlmMoeDsa is unrelated to Swin2SR over-padding." }, { - "left": "issue:43116", - "right": "issue:43493", + "left": "issue:45083", + "right": "issue:45446", "accept": false, - "reason": "Example-script classification output bug and SigLIP2 implementation discrepancy affect different components." + "reason": "Feature-extractor length computation and an AuxRequest import version check are unrelated." }, { - "left": "issue:45083", - "right": "issue:45446", + "left": "issue:43116", + "right": "issue:43493", "accept": false, - "reason": "Feature-extractor length computation and an AuxRequest import/version-check issue are unrelated." + "reason": "Classification script output and SigLIP2 implementation parity are different areas and bugs." } ] }, @@ -15590,9 +16818,9 @@ "issue:44355|issue:46231", "issue:43618|issue:46829", "issue:43066|issue:46710", + "issue:43116|issue:43825", "issue:42371|issue:43874", "issue:46726|issue:46981", - "issue:43116|issue:43825", "issue:42673|issue:42796", "issue:43992|issue:44704", "issue:46328|issue:47116", @@ -15602,29 +16830,29 @@ "issue:43824|issue:46981", "issue:43673|issue:46328", "issue:45092|issue:46762", - "issue:44291|issue:45071", - "issue:43064|issue:43673", "issue:45405|issue:45446", + "issue:43064|issue:43673", + "issue:44291|issue:45071", "issue:44117|issue:45588", "issue:43937|issue:45563", "issue:44466|issue:46002", "issue:44263|issue:46762", "issue:42222|issue:47000" ], - "prepared_review_unit_hash": "fd31ead3b801f9acba7f317e3f75c8577c7d98a5008b995e60b6234a102c4c5e", + "prepared_review_unit_hash": "fc44e83f4534d043efaa1373ae3fe70cbabc623312d2cb4e70a6c11621a04965", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011307, - "estimated_input_tokens": 252827, - "estimated_eval_tokens": 505910 + "serialized_chars": 1011285, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 26, - "serialized_chars": 34749, + "serialized_chars": 34751, "estimated_input_tokens": 8688, "estimated_eval_tokens": 17632 }, @@ -15633,168 +16861,168 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose bag of unrelated Transformers issues that only share broad similarity around v5, loading, tokenizer, and model-initialization themes. None of the soft edges look like true duplicates or mergeable PR-equivalents.", - "confidence": 0.94, - "canonical_issue_reason": "No single issue cleanly subsumes the cluster; the items span unrelated bugs in tokenizers, processors, trainers, generation, model outputs, and docs.", + "summary": "This cluster is heterogeneous: the soft pairs share broad Transformer/tokenizer/loading vocabulary, but each describes a different bug, model, or subsystem. I do not see any true duplicate pairs here.", + "confidence": 0.9, + "canonical_issue_reason": "issue:33453 is the most generic high-level regression report in the set, while the others are narrower model/API-specific bugs or docs issues.", "canonical_pr_reason": null, - "best_issue_reason": "If one issue must represent the cluster, 33453 is the broadest tokenizer-loading regression and the closest umbrella for a few nearby tokenizer-related reports, but it is still only a loose representative.", + "best_issue_reason": "issue:33453 is the best cluster representative because its title is broad and regression-oriented, making it the closest umbrella item among otherwise unrelated reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44610", "right": "issue:46909", "accept": false, - "reason": "Different problems: processor input size mismatch vs a broken docs example." + "reason": "Processor input-size bug vs documentation example bug; different artifacts and failure modes." }, { "left": "issue:44075", "right": "issue:44936", "accept": false, - "reason": "Unrelated trainer bugs: SGD args ignored vs evaluate() failing after train()." + "reason": "Optimizer arguments not used vs trainer.evaluate() failure after train(); not the same bug." }, { "left": "issue:44038", "right": "issue:45478", "accept": false, - "reason": "Both are Qwen/MoE-related, but the concrete failures and code paths differ." + "reason": "Both involve Qwen/MoE, but they are different model versions and different from_pretrained failures." }, { "left": "issue:44355", "right": "issue:46231", "accept": false, - "reason": "Compiled Python file errors and a docs parameter-name typo are unrelated." + "reason": "Compiled-file runtime errors vs a documentation parameter-name mismatch." }, { "left": "issue:43618", "right": "issue:46829", "accept": false, - "reason": "Different output-field bugs in different model classes; not the same defect." + "reason": "Different output-field regressions in different model classes; no shared codepath shown." }, { "left": "issue:43066", "right": "issue:46710", "accept": false, - "reason": "A tokenizer decoder-type regression is not the same as an accuracy drop in a specific model." + "reason": "Tokenizer decoder-type regression vs model accuracy regression; too broad and not the same issue." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Example-script classification bug vs pipeline error-message wording; unrelated failures." }, { "left": "issue:42371", "right": "issue:43874", "accept": false, - "reason": "TF32 settings issue and missing image-processor method are unrelated." + "reason": "TF32 settings behavior vs missing image-processor method; completely different areas." }, { "left": "issue:46726", "right": "issue:46981", "accept": false, - "reason": "Backend-missing processor error vs HTTP 429 retry behavior are different loading paths." - }, - { - "left": "issue:43116", - "right": "issue:43825", - "accept": false, - "reason": "Example-script classification failure and a pipeline deprecation/error-message issue are distinct." + "reason": "Both hit AutoProcessor.from_pretrained, but one is backend-missing handling and the other is 429 retry behavior." }, { "left": "issue:42673", "right": "issue:42796", "accept": false, - "reason": "VRAM leak in multithreaded generation and tokenizer BPE-marker handling are unrelated." + "reason": "VRAM leak in dataloader threads vs tokenizer BPE-marker handling; no same underlying bug." }, { "left": "issue:43992", "right": "issue:44704", "accept": false, - "reason": "Model weight-loading omission vs AutoProcessor kwargs forwarding are different bugs." + "reason": "Separate from_pretrained/cached_file issues with different objects and symptoms." }, { "left": "issue:46328", "right": "issue:47116", "accept": false, - "reason": "Padding performance issue and streaming pipeline regression do not share the same code defect." + "reason": "SequenceFeatureExtractor padding inefficiency vs streaming pipeline regression; unrelated." }, { "left": "issue:43827", "right": "issue:45446", "accept": false, - "reason": "Docs referencing removed pipeline APIs and a PyTorch version check bug are unrelated." + "reason": "Docs referencing removed pipeline API vs a PyTorch version-check bug." }, { "left": "issue:33453", "right": "issue:39401", "accept": false, - "reason": "Both mention tokenizers, but one is loading regression and the other is offset_mapping correctness." + "reason": "Generic tokenizer-loading regression vs Qwen3 offset_mapping bug; not the same defect." }, { "left": "issue:39379", "right": "issue:43688", "accept": false, - "reason": "Different model families and different bugs: masked text row handling vs auxiliary-loss normalization." + "reason": "Different model-specific computation bugs with no shared failing path." }, { "left": "issue:43824", "right": "issue:46981", "accept": false, - "reason": "ImportError for a missing model class is unrelated to repeated HTTP 429 retries." + "reason": "ImportError for a missing class vs HTTP-429 retry behavior; different failure modes." }, { "left": "issue:43673", "right": "issue:46328", "accept": false, - "reason": "Generation cache regression and SequenceFeatureExtractor.pad performance are unrelated." + "reason": "Generation cache issue vs sequence feature extractor padding inefficiency; unrelated." }, { "left": "issue:45092", "right": "issue:46762", "accept": false, - "reason": "Meta-initialization incompatibility and numerical attention mismatch are different issues." + "reason": "Meta-init incompatibility for remote-code checkpoints vs attention numerical differences; not duplicates." }, { - "left": "issue:44291", - "right": "issue:45071", + "left": "issue:45405", + "right": "issue:45446", "accept": false, - "reason": "Both involve v5 loading/type behavior, but the concrete failures are different code paths." + "reason": "Dependency version bump problem vs flex_attention import-version check bug." }, { "left": "issue:43064", "right": "issue:43673", "accept": false, - "reason": "Trainer optimizer-state corruption and chunked-prefill cache handling are unrelated." + "reason": "FSDP/PEFT optimizer-state corruption vs generation cache missing; distinct trainer/generation bugs." }, { - "left": "issue:45405", - "right": "issue:45446", + "left": "issue:44291", + "right": "issue:45071", "accept": false, - "reason": "A dependency version bump and a version-check import bug are not duplicates." + "reason": "Both touch v5 loading/config validation, but they target different errors and codepaths." }, { "left": "issue:44117", "right": "issue:45588", "accept": false, - "reason": "Tokenizer mapping None handling and flash_attention s_aux=None crash are unrelated." + "reason": "Tokenizer mapping None assumption vs flash_attention sink-less-model crash; unrelated." }, { "left": "issue:43937", "right": "issue:45563", "accept": false, - "reason": "Invalid GenerationConfig and stale warning text are different generation bugs." + "reason": "Invalid GenerationConfig vs stale warning text in paged generate(); different issues." }, { "left": "issue:44466", "right": "issue:46002", "accept": false, - "reason": "Serialization inconsistency and NaNs after checkout/init are not the same defect." + "reason": "Serialization of tied weights vs NaNs in classification heads; not the same bug." }, { "left": "issue:44263", "right": "issue:46762", "accept": false, - "reason": "A torch.split indexing bug and Minimax attention numerical differences are distinct." + "reason": "GlmMoeDsaIndexer torch.split return handling vs Minimax attention numeric drift; different components." }, { "left": "issue:42222", "right": "issue:47000", "accept": false, - "reason": "VitPose model breakage and RTDetr loss infeasibility are unrelated model-specific failures." + "reason": "VitPose model breakage vs RTDetrLoss infeasible cost matrix; unrelated." } ] }, @@ -15811,7 +17039,7 @@ "component_count": 27, "review_unit_index": 56, "review_unit_count": 65, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, @@ -15872,8 +17100,8 @@ "issue:42222|issue:43441", "issue:44117|issue:45081", "issue:39379|issue:46897", - "issue:43937|issue:44977", "issue:42222|issue:46752", + "issue:43937|issue:44977", "issue:45071|issue:46512", "issue:42617|issue:45341", "issue:43450|issue:43986", @@ -15881,8 +17109,8 @@ "issue:43408|issue:43742", "issue:45632|issue:46981", "issue:44410|issue:45310", - "issue:45071|issue:47059", "issue:44829|issue:45216", + "issue:45071|issue:47059", "issue:44704|issue:47110", "issue:45341|issue:46328", "issue:45341|issue:45561", @@ -15890,35 +17118,212 @@ "issue:43208|issue:46894", "issue:38617|issue:41628", "issue:43122|issue:46298", - "issue:43937|issue:44496", "issue:39401|issue:43421", - "issue:42371|issue:44261", + "issue:43937|issue:44496", "issue:38617|issue:44220", "issue:44261|issue:46762", + "issue:42371|issue:44261", "issue:44964|issue:45278" ], - "prepared_review_unit_hash": "e729fbd94496430470ebbbfb48fec6e5b0a775cf997db6ab004cf3924bcaaa3f", + "prepared_review_unit_hash": "8f56d99b660d3be79ac9eb950eb411c71a31e923d410422ce1c6fc05413dd018", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011307, - "estimated_input_tokens": 252827, - "estimated_eval_tokens": 505910 + "serialized_chars": 1011285, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 35993, + "serialized_chars": 35996, "estimated_input_tokens": 8999, "estimated_eval_tokens": 18254 }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": true, - "analyst_result": null, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: mostly unrelated Transformers bug reports and regressions spanning imports, tokenizers, configs, model-specific loading issues, and training/attention behavior. The soft pairs share broad subsystem themes, but none look like the same concrete bug or change.", + "confidence": 0.39, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best representative umbrella issue because it describes a broad post-upgrade import regression and is the closest fit to the cluster\u2019s general symptom pattern.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "Both concern attention behavior, but one is GPT2 scaling under SDPA/FlashAttention and the other is Gemma4 bidirectional masking; different code paths and fixes." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "A broken VitPose model import/load issue is not the same as a Ministral FlashAttention failure; they affect different models and failure modes." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES returning None and the Mistral regex patch crash are separate tokenizer-internal bugs with different root causes." + }, + { + "left": "issue:39379", + "right": "issue:46897", + "accept": false, + "reason": "Both mention sequence/loss masking, but mllama mask handling and Florence2 double-shift training loss are distinct bugs." + }, + { + "left": "issue:42222", + "right": "issue:46752", + "accept": false, + "reason": "VitPose model breakage and empty-list chat template IndexError are unrelated issues in different subsystems." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "GenerationConfig validation for GLM-5 and Qwen3.5 flash-attention generation problems are different failures." + }, + { + "left": "issue:45071", + "right": "issue:46512", + "accept": false, + "reason": "PretrainedConfig type-checking regression and stale dtype on from_config are different config-handling bugs." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "3d_parallel.py execution failure and a testing_utils bug are unrelated." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Video processor batching shape error and AutoProcessor crashing without torchvision are both video-related, but not the same concrete bug." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but they involve different models and symptoms: offset_mapping vs incorrect tokenization results." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "SAM3 model-type warning and MobileLLM load KeyError are separate loading/config issues." + }, + { + "left": "issue:45632", + "right": "issue:46981", + "accept": false, + "reason": "Cache-path collisions for trust_remote_code and repeated HTTP 429 retries in AutoProcessor are unrelated." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Missing qwen3next projections and Qwen3.5 MoE from_pretrained failure are different model-specific bugs." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "FlashAttention 3 causing degenerate training and an incorrect save_pretrained checkpoint are not the same fix." + }, + { + "left": "issue:45071", + "right": "issue:47059", + "accept": false, + "reason": "A config type-checking regression and a CLI compatibility failure with huggingface_hub are unrelated." + }, + { + "left": "issue:44704", + "right": "issue:47110", + "accept": false, + "reason": "Passing kwargs to cached_file and special_tokens being a list instead of a mapping are different API bugs." + }, + { + "left": "issue:45341", + "right": "issue:46328", + "accept": false, + "reason": "A testing_utils bug and SequenceFeatureExtractor.pad inefficiency are unrelated, one functional and one performance-oriented." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "Both touch testing utilities, but one is a generic bug report and the other is a pytest-xdist race; different underlying problems." + }, + { + "left": "issue:44877", + "right": "issue:46231", + "accept": false, + "reason": "Strict config loading for granite_speech and a docs parameter-name mismatch are not the same issue." + }, + { + "left": "issue:43208", + "right": "issue:46894", + "accept": false, + "reason": "xLSTM training blockers and CohereASR double-shift loss bug are separate model/training issues." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols and likely different export paths." + }, + { + "left": "issue:43122", + "right": "issue:46298", + "accept": false, + "reason": "Tokenizer behavior changed across versions and a noisy logging message are unrelated." + }, + { + "left": "issue:39401", + "right": "issue:43421", + "accept": false, + "reason": "Offset mapping errors and runtime post-processor updates for special tokens are different tokenizer problems." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "Invalid GenerationConfig for GLM-5 and unrecognized model/config.json loading are different config validation failures." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "Layer-type import failure and _torch_extract_fbank_features issues are unrelated import vs feature-extraction bugs." + }, + { + "left": "issue:44261", + "right": "issue:46762", + "accept": false, + "reason": "Missing rms_norm_eps precision handling and Minimax attention numerical differences are different technical issues." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 API guidance and MLA layernorm epsilon handling are unrelated." + }, + { + "left": "issue:44964", + "right": "issue:45278", + "accept": false, + "reason": "A specific Phi-4 multimodal load failure and broad import errors after upgrade are related only at a very high level, not the same bug." + } + ] + }, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -15989,228 +17394,228 @@ "issue:47116" ], "soft_pairs": [ - "issue:44483|issue:45464", - "issue:42371|issue:42831", "issue:44075|issue:45656", + "issue:44483|issue:45464", "issue:44484|issue:45310", + "issue:42371|issue:42831", "issue:43097|issue:44493", "issue:43066|issue:43122", - "issue:44263|issue:44485", "issue:44410|issue:45478", + "issue:44263|issue:44485", "issue:44077|issue:46981", "issue:43931|issue:44410", "issue:43673|issue:45341", "issue:46752|issue:47116", "issue:41628|issue:45071", - "issue:43874|issue:44261", - "issue:43931|issue:44038", "issue:43441|issue:44829", - "issue:27957|issue:43352", + "issue:43931|issue:44038", "issue:43012|issue:43577", + "issue:27957|issue:43352", + "issue:43874|issue:44261", "issue:43097|issue:43452", "issue:44484|issue:45478", "issue:44263|issue:46172", "issue:44360|issue:46172", "issue:43208|issue:46897", "issue:44117|issue:44987", - "issue:43531|issue:45341", "issue:44261|issue:44485", + "issue:43531|issue:45341", "issue:43986|issue:45341", "issue:45003|issue:45341", "issue:43097|issue:45588", "issue:44246|issue:46981", "issue:45753|issue:46369" ], - "prepared_review_unit_hash": "385becd9155983e895e0cc149079853ff3ecca4747b669cd37be0c9eefb32a97", + "prepared_review_unit_hash": "c3a2dd859d4d8a231a0bafb07cecf365c8ac81e81681bd5b8224731f21fade3b", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011307, - "estimated_input_tokens": 252827, - "estimated_eval_tokens": 505910 + "serialized_chars": 1011285, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36463, - "estimated_input_tokens": 9116, - "estimated_eval_tokens": 18488 + "serialized_chars": 36460, + "estimated_input_tokens": 9115, + "estimated_eval_tokens": 18486 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The soft pairs are mostly weak thematic similarities across unrelated Transformers regressions. I found no safe duplicate merges; the set is too heterogeneous to form one canonical issue cluster.", - "confidence": 0.82, - "canonical_issue_reason": "No single canonical issue is safe here: the items span distinct bugs across chat/completions, tokenization, dtype/precision, optimizer behavior, FlashAttention, model loading, and model-specific architecture changes.", + "summary": "These items are mostly separate bug reports spanning unrelated subsystems and models. Even where titles sound similar, they usually point to different concrete failure modes, so I would reject all soft edges. If a single representative is needed, #44246 is the broadest discussion-driven issue, but there is no strong true canonical across the set.", + "confidence": 0.79, + "canonical_issue_reason": "#44246 is the broadest, most discussion-heavy user-facing regression report in the set and is the closest thing to a cluster representative, though the cluster itself is not a single duplicate family.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44483 is the broadest/highest-severity regression thread in the set, but it still only represents one API failure mode and does not subsume the other issues.", + "best_issue_reason": "#44246 is the best issue to anchor triage because it is broadly scoped and has significant discussion, but it should not be treated as a duplicate umbrella for the other issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44483", - "right": "issue:45464", + "left": "issue:44075", + "right": "issue:45656", "accept": false, - "reason": "Same API area, but one is a general /v1/chat/completions request rejection and the other is a streaming failure on a specific Qwen3.5 model; not the same bug." + "reason": "Both involve optimizers, but one is about SGD args being ignored and the other about deepspeed causing double optimizer steps; different bugs." }, { - "left": "issue:42371", - "right": "issue:42831", + "left": "issue:44483", + "right": "issue:45464", "accept": false, - "reason": "Both touch numeric behavior, but TF32 settings and FineGrainedFP8 accuracy are different precision paths and failure modes." + "reason": "Both affect chat/completions, but one is a general v5 API rejection and the other is a streaming inference failure on Qwen3.5-0.8B." }, { - "left": "issue:44075", - "right": "issue:45656", + "left": "issue:44484", + "right": "issue:45310", "accept": false, - "reason": "Both mention optimizer behavior, but SGD args being ignored and DeepSpeed calling step twice are different bugs." + "reason": "Save-pretrained sharding size defaults and Qwen3.5 MoE from_pretrained loading errors are unrelated." }, { - "left": "issue:44484", - "right": "issue:45310", + "left": "issue:42371", + "right": "issue:42831", "accept": false, - "reason": "Unrelated topics: save_pretrained sharding size versus a Qwen3.5-MoE from_pretrained load error." + "reason": "Both mention precision settings, but TF32 API behavior and FineGrainedFP8 accuracy are different issues." }, { "left": "issue:43097", "right": "issue:44493", "accept": false, - "reason": "One is a removed config option warning, the other is a position-id key mismatch during model loading; different underlying issues." + "reason": "Removing tie_embeddings_and_encoder_decoder and unexpected position-id keys are separate model/config regressions." }, { "left": "issue:43066", "right": "issue:43122", "accept": false, - "reason": "Both are tokenizer regressions, but wrong decoder type and changed tokenization behavior are not the same concrete defect." + "reason": "Tokenizer decoder type mismatch and changed tokenization output are related to v5 tokenizers but not the same failure." }, { - "left": "issue:44263", - "right": "issue:44485", + "left": "issue:44410", + "right": "issue:45478", "accept": false, - "reason": "Different GLM-related internals, but torch.split return handling and RoPE implementation are distinct code paths." + "reason": "Different Qwen model families and different loading failures; not the same code-path bug." }, { - "left": "issue:44410", - "right": "issue:45478", + "left": "issue:44263", + "right": "issue:44485", "accept": false, - "reason": "Different model families and failures: missing projections in qwen3next versus a Qwen3.5-MoE loading error." + "reason": "torch.split return handling in GlmMoeDsaIndexer is unrelated to GLM-5 RoPE implementation." }, { "left": "issue:44077", "right": "issue:46981", "accept": false, - "reason": "No overlap beyond being model-loading/training adjacent; patchtsmixer post_init policy is unrelated to AutoProcessor retry behavior." + "reason": "Optional post_init validation and repeated 429 retries are unrelated concerns." }, { "left": "issue:43931", "right": "issue:44410", "accept": false, - "reason": "Both affect Qwen-family models, but a weight-shape mismatch is not the same bug as missing attention projections." + "reason": "Qwen3-VL weight-shape mismatch and missing attn projections in qwen3next are different model-loading bugs." }, { "left": "issue:43673", "right": "issue:45341", "accept": false, - "reason": "Generation cache handling and a testing_utils bug are unrelated." + "reason": "Missing GenerationMixin cache in chunked_prefill is unrelated to a testing_utils bug." }, { "left": "issue:46752", "right": "issue:47116", "accept": false, - "reason": "Both are runtime regressions, but empty chat-template input and streaming pipeline failure are different code paths." + "reason": "Empty chat-template input IndexError and streaming pipeline regression are different failure modes." }, { "left": "issue:41628", "right": "issue:45071", "accept": false, - "reason": "Different API breaks: missing AutoImageProcessor import versus PretrainedConfig type-checking regression." + "reason": "AutoImageProcessor import failure and PretrainedConfig type-checking breakage are unrelated API regressions." }, { - "left": "issue:43874", - "right": "issue:44261", + "left": "issue:43441", + "right": "issue:44829", "accept": false, - "reason": "Different multimodal/model-internal issues: missing image patch counting versus missing rms_norm_eps in MLA q_a_layernorm." + "reason": "Both mention flash attention, but one is model support failure and the other is degenerate training behavior." }, { "left": "issue:43931", "right": "issue:44038", "accept": false, - "reason": "Same broad Qwen3-VL family, but a shape-mismatch load error and a from_pretrained bug on a different variant are not the same concrete issue." + "reason": "Both are Qwen3-VL related, but the reported model and loading error differ." }, { - "left": "issue:43441", - "right": "issue:44829", + "left": "issue:43012", + "right": "issue:43577", "accept": false, - "reason": "Both involve FlashAttention, but one is a model-specific support/failure issue and the other is a training degeneration bug under FA3." + "reason": "A PyTorch float32 warning during compile and BLIP2 dtype propagation bugs are not the same issue." }, { "left": "issue:27957", "right": "issue:43352", "accept": false, - "reason": "Same attention backend mention, but XLMRoberta FA2 support and NemotronHForCausalLM FA2 support status are different issues." + "reason": "Both involve Flash Attention 2 support, but they concern different models and different compatibility paths." }, { - "left": "issue:43012", - "right": "issue:43577", + "left": "issue:43874", + "right": "issue:44261", "accept": false, - "reason": "Both concern dtype/precision, but a compile-time warning and BLIP2 submodule staying float32 are different defects." + "reason": "Missing image-patch helper in a processor and an MLA rms_norm_eps precision issue are unrelated." }, { "left": "issue:43097", "right": "issue:43452", "accept": false, - "reason": "One is about a removed config field, the other about gguf_file breaking from_pretrained for tokenizer/model loading; unrelated." + "reason": "Embedding-tie removal and gguf_file breaking from_pretrained are different loading regressions." }, { "left": "issue:44484", "right": "issue:45478", "accept": false, - "reason": "Completely different topics: sharded save size versus Qwen3.5-MoE loading failure." + "reason": "max_shard_size default behavior and Qwen3.5 MoE from_pretrained errors are not the same bug." }, { "left": "issue:44263", "right": "issue:46172", "accept": false, - "reason": "Both are model-internal math issues, but GLM DSA indexing and DeepSeek dtype/transpose behavior are not the same bug." + "reason": "Different low-level tensor-manipulation bugs in different model code paths." }, { "left": "issue:44360", "right": "issue:46172", "accept": false, - "reason": "Different code paths and symptoms: missing ReLU in the DSA indexer versus a DeepSeek comb dtype/transpose issue." + "reason": "DSA indexer missing ReLU and DeepSeek transpose/cast behavior are unrelated." }, { "left": "issue:43208", "right": "issue:46897", "accept": false, - "reason": "Both are training bugs, but xLSTM startup failures and Florence2 double-shift loss issues are unrelated." + "reason": "xLSTM training blockers and Florence2 double-shift loss bug are separate model-specific training issues." }, { "left": "issue:44117", "right": "issue:44987", "accept": false, - "reason": "Tokenizer-mapping None handling and a specific model load failure may be related indirectly, but the available evidence does not show the same underlying bug." + "reason": "Tokenizer mapping returning None and loading physical-intelligence/fast failing are related to loading, but not the same concrete defect." }, { - "left": "issue:43531", - "right": "issue:45341", + "left": "issue:44261", + "right": "issue:44485", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to a testing_utils bug." + "reason": "Missing rms_norm_eps in MLA and GLM-5 RoPE implementation are distinct numerical/model bugs." }, { - "left": "issue:44261", - "right": "issue:44485", + "left": "issue:43531", + "right": "issue:45341", "accept": false, - "reason": "Different GLM bugs: missing layernorm epsilon versus RoPE implementation details." + "reason": "Qwen3-MoE sliding_window behavior and a testing_utils bug do not share the same code path." }, { "left": "issue:43986", "right": "issue:45341", "accept": false, - "reason": "AutoProcessor video-model crash without torchvision is unrelated to testing_utils." + "reason": "AutoProcessor without torchvision and a testing_utils change are unrelated." }, { "left": "issue:45003", @@ -16222,19 +17627,19 @@ "left": "issue:43097", "right": "issue:45588", "accept": false, - "reason": "Config-field removal and flash_attention s_aux=None crash are different failures." + "reason": "Embedding-tie removal and flash_attention.py crashing on s_aux=None are different bugs." }, { "left": "issue:44246", "right": "issue:46981", "accept": false, - "reason": "Both can slow loading, but intermittent import slowness and repeated 429 retries are different root causes." + "reason": "Import-time slowness and repeated HTTP 429 retries are both performance-related but not the same underlying failure." }, { "left": "issue:45753", "right": "issue:46369", "accept": false, - "reason": "Different model families and failure modes: infinite loop on a specific image versus memory overflow in sam3-litetext." + "reason": "Infinite loop on a specific image and memory overflow in sam3-litetext are unrelated model issues." } ] }, @@ -16316,10 +17721,10 @@ "issue:43673|issue:46123", "issue:43097|issue:43873", "issue:44062|issue:44117", - "issue:43012|issue:46821", "issue:44038|issue:44410", - "issue:44117|issue:46701", + "issue:43012|issue:46821", "issue:38617|issue:42757", + "issue:44117|issue:46701", "issue:46655|issue:46664", "issue:43064|issue:44315", "issue:46298|issue:46752", @@ -16327,8 +17732,8 @@ "issue:46172|issue:46710", "issue:42890|issue:46298", "issue:38617|issue:44351", - "issue:44704|issue:45103", "issue:44936|issue:46365", + "issue:44704|issue:45103", "issue:43502|issue:43992", "issue:44451|issue:47116", "issue:43208|issue:43550", @@ -16339,14 +17744,14 @@ "issue:43012|issue:43550", "issue:45712|issue:46298" ], - "prepared_review_unit_hash": "516814003681b528efd31033ef22931b00893e6cbfa2da6a94cdcb63480ec600", + "prepared_review_unit_hash": "a21668e1925e77c8a1ee830ccc480361d26ae775523d98b77fd4193dcc0f64a7", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011307, - "estimated_input_tokens": 252827, - "estimated_eval_tokens": 505910 + "serialized_chars": 1011285, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 }, "budget": { "node_count": 48, @@ -16361,192 +17766,198 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: most items are distinct Transformers bugs or regressions in different code paths. I did not find any soft pair that is convincingly the same underlying issue, so none are merged as duplicates. The most representative issue is the open, high-activity quantization/offloading report, but only as a loose cluster anchor, not a true canonical duplicate.", - "confidence": 0.63, - "canonical_issue_reason": "Issue 43873 is the broadest and most active report in the set (open, many discussion events, multiple inbound refs), so it is the best loose anchor for the cluster. It is not actually a duplicate of the other issues, which span unrelated failures.", + "summary": "The cluster is heterogeneous: the paired items share only broad Transformers subsystems, not the same concrete bug. No soft duplicate edge is strong enough to merge, so there is no clear canonical issue/PR across the set.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "43873 is the best single issue to represent the cluster because it has the most evidence of ongoing user impact and discussion. It still should not be treated as the same bug as the other items.", + "best_issue_reason": "Issue 43873 is the most active and externally referenced item in the set, but it still describes a distinct quantization/offloading bug rather than a representative duplicate anchor for the whole cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45440", "right": "issue:46172", "accept": false, - "reason": "Different model families and failure modes: remote-implementation divergence vs a specific dtype/transpose bug." + "reason": "Different DeepSeek failures: remote implementation divergence vs a dtype/transpose bug in a different model path." }, { "left": "issue:43097", "right": "issue:46050", "accept": false, - "reason": "One is a removed public API/compatibility complaint; the other is a quantization save/load breakage." + "reason": "One is a v5 API removal/regression; the other is a quantized model save/load failure. Same area, different bug." }, { "left": "issue:43986", "right": "issue:47312", "accept": false, - "reason": "Unrelated runtime problems: missing torchvision in AutoProcessor vs a kernels-version incompatibility." + "reason": "AutoProcessor/torchvision import crash is unrelated to kernel incompatibility with version 0.16." }, { "left": "issue:44410", "right": "issue:45375", "accept": false, - "reason": "Both touch Qwen models, but one reports missing attention projections and the other a dropped config field." + "reason": "Different Qwen configuration/model bugs: missing attention projections vs a missing config field being dropped." }, { "left": "issue:43874", "right": "issue:44263", "accept": false, - "reason": "Both involve GLM internals, but one is an image-patch accessor missing and the other is a torch.split return-value bug." + "reason": "Different GLM-family errors and code paths; one is a missing image-patch API, the other a torch.split indexing issue." }, { "left": "issue:43673", "right": "issue:46123", "accept": false, - "reason": "Different cache/pipeline paths: chunked-prefill cache initialization vs mask pipeline batch-end handling." + "reason": "Chunked-prefill cache initialization and mask pipeline partial-batch handling are separate problems." }, { "left": "issue:43097", "right": "issue:43873", "accept": false, - "reason": "API-removal complaint vs quantization/offloading behavior; same release era, not the same bug." + "reason": "Tie-embedding removal and offloading/quantization behavior are not the same underlying bug." }, { "left": "issue:44062", "right": "issue:44117", "accept": false, - "reason": "Tokenizer construction error vs TOKENIZER_MAPPING_NAMES returning None; separate failure points." - }, - { - "left": "issue:43012", - "right": "issue:46821", - "accept": false, - "reason": "Different subsystems: PyTorch bfloat16 compile warning vs TimesFM window_size AttributeError." + "reason": "Tokenizer AddedToken argument duplication and tokenizer mapping None-handling are distinct import/runtime issues." }, { "left": "issue:44038", "right": "issue:44410", "accept": false, - "reason": "General Qwen 5.0 bug report vs a specific missing-projection bug in qwen3next; too different to merge." + "reason": "Both involve Qwen variants, but the failure modes and affected code paths differ." }, { - "left": "issue:44117", - "right": "issue:46701", + "left": "issue:43012", + "right": "issue:46821", "accept": false, - "reason": "Tokenizer mapping bug vs image-text-to-text pipeline failure; no shared code-path." + "reason": "A PyTorch bfloat16 warning is unrelated to a TimesFM window_size AttributeError." }, { "left": "issue:38617", "right": "issue:42757", "accept": false, - "reason": "Two unrelated import errors from different modules and dependencies." + "reason": "Different import errors from different modules and dependencies." + }, + { + "left": "issue:44117", + "right": "issue:46701", + "accept": false, + "reason": "Tokenizer mapping fallback logic is unrelated to the DiffusionGemma pipeline failure." }, { "left": "issue:46655", "right": "issue:46664", "accept": false, - "reason": "Same video processor area, but padding math and num_frames semantics are distinct bugs." + "reason": "Same component area, but one is padding calculation and the other is num_frames semantics; not the same bug." }, { "left": "issue:43064", "right": "issue:44315", "accept": false, - "reason": "Trainer FSDP/PEFT optimizer-state corruption vs Liger Kernel application with model_init; different root causes." + "reason": "Distributed optimizer-state corruption and Liger Kernel not being applied with model_init are different trainer issues." }, { "left": "issue:46298", "right": "issue:46752", "accept": false, - "reason": "A noisy logging complaint is unrelated to an IndexError in apply_chat_template." + "reason": "Noisy logging and empty-list chat template IndexError are unrelated." }, { "left": "issue:43986", "right": "issue:44484", "accept": false, - "reason": "AutoProcessor/video-model dependency issue vs save_pretrained shard-size question; unrelated." + "reason": "Processor import crash without torchvision is unrelated to save_pretrained sharding size behavior." }, { "left": "issue:46172", "right": "issue:46710", "accept": false, - "reason": "Specific DeepSeek-V4 tensor operation bug vs broad accuracy regression after upgrade; not the same defect." + "reason": "A tensor conversion/transpose issue is unrelated to a model accuracy regression after upgrade." }, { "left": "issue:42890", "right": "issue:46298", "accept": false, - "reason": "Test flakiness from missing seeds vs a logging-message complaint." + "reason": "Test flakiness from missing set_seed is unrelated to logging output." }, { "left": "issue:38617", "right": "issue:44351", "accept": false, - "reason": "Two separate import-name regressions in different modules." + "reason": "Different missing-import regressions: configuration_utils symbol vs HybridCache export." }, { - "left": "issue:44704", - "right": "issue:45103", + "left": "issue:44936", + "right": "issue:46365", "accept": false, - "reason": "AutoProcessor kwarg forwarding bug vs auto_docstring crash under future annotations; unrelated code paths." + "reason": "Evaluation-after-training failure and import failure caused by datasets installation are different bugs." }, { - "left": "issue:44936", - "right": "issue:46365", + "left": "issue:44704", + "right": "issue:45103", "accept": false, - "reason": "Trainer evaluation failure after training vs inability to import Trainer because of datasets; different problems." + "reason": "AutoProcessor kwargs forwarding and auto-docstring annotation parsing are unrelated." }, { "left": "issue:43502", "right": "issue:43992", "accept": false, - "reason": "Offline/API-request leakage vs missing embedding weights in UMT5Encoder loading." + "reason": "Local-files-only network leakage and missing embed_tokens.weight loading are different issues." }, { "left": "issue:44451", "right": "issue:47116", "accept": false, - "reason": "ScandiBERT loading regression vs streaming pipeline regression; no common underlying bug." + "reason": "Model load failure for ScandiBERT is unrelated to streaming pipeline regression." }, { "left": "issue:43208", "right": "issue:43550", "accept": false, - "reason": "xLSTM training bugs vs Bamba torch.compile SDPA failure; separate model-specific issues." + "reason": "xLSTM training blockers and Bamba SDPA torch.compile failure are separate model-specific bugs." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "Different failure modes: a warning emission vs a compile-time model error." }, { "left": "issue:44380", "right": "issue:46421", "accept": false, - "reason": "Attention-scaling behavior vs cache lazy-init recompilation; different mechanisms." + "reason": "Attention scaling backend behavior is unrelated to chunked-prefill cache recompilation." }, { "left": "issue:44938", "right": "issue:46178", "accept": false, - "reason": "Python 3.14 import/load issue vs backend-name validation error for tensorflow_text." + "reason": "Python 3.14 load failure and an unsupported tensorflow_text backend are not the same issue." }, { "left": "issue:43064", "right": "issue:47116", "accept": false, - "reason": "Distributed training optimizer-state corruption is unrelated to streaming pipeline regression." + "reason": "Trainer distributed-state corruption and streaming pipeline regression do not share a concrete code path." }, { "left": "issue:42907", "right": "issue:45753", "accept": false, - "reason": "Dequantized save failure vs Qwen3_5 infinite-loop behavior; different symptoms and code paths." + "reason": "Dequantized save failure and Qwen3_5 infinite-loop behavior are unrelated model bugs." }, { "left": "issue:43012", "right": "issue:43550", "accept": false, - "reason": "Compile-time bfloat16 warning is not the same as a model-specific SDPA compile crash." + "reason": "This is a duplicate of the earlier pair: warning-only behavior versus a torch.compile SDPA failure." }, { "left": "issue:45712", "right": "issue:46298", "accept": false, - "reason": "Dummy PT object cleanup/leakage vs a logging-message annoyance; no shared bug." + "reason": "Dummy class leakage/check_repo failure is unrelated to a noisy logging message." } ] }, @@ -16622,22 +18033,22 @@ "soft_pairs": [ "issue:42907|issue:44655", "issue:43066|issue:43906", - "issue:43012|issue:44368", "issue:43825|issue:44655", + "issue:43012|issue:44368", "issue:43992|issue:44484", "issue:43827|issue:47116", "issue:43352|issue:43976", "issue:45584|issue:46365", "issue:44734|issue:47116", - "issue:44162|issue:46172", "issue:44038|issue:44230", + "issue:44162|issue:46172", "issue:44380|issue:46132", "issue:43352|issue:44380", - "issue:43097|issue:46298", "issue:44077|issue:46365", + "issue:43097|issue:46298", "issue:43208|issue:43526", - "issue:44380|issue:45479", "issue:36683|issue:43582", + "issue:44380|issue:45479", "issue:42757|issue:43824", "issue:43012|issue:47276", "issue:42175|issue:46365", @@ -16650,20 +18061,20 @@ "issue:36010|issue:42757", "issue:43618|issue:43761" ], - "prepared_review_unit_hash": "49178d9ea5564547b94e3e0adbbfdeceaeb0dc8ad7df0760ed666dc051a14511", + "prepared_review_unit_hash": "f06f6d04f5b9457bc382c6fc6969a5b7966cd0f0918cf93c8f5f3a7eae11306e", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011307, - "estimated_input_tokens": 252827, - "estimated_eval_tokens": 505910 + "serialized_chars": 1011285, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36215, + "serialized_chars": 36214, "estimated_input_tokens": 9054, "estimated_eval_tokens": 18364 }, @@ -16672,186 +18083,186 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous: it mixes import errors, model-specific regressions, docs/issues, training bugs, serving bugs, and warning-message changes. None of the soft pairs look like the same underlying bug or change, so I would not merge any of them as duplicates.", + "summary": "This cluster is mostly a semantic false-positive grouping: the items share broad Transformers themes, but the soft pairs are different bugs, regressions, warnings, or documentation issues. No pair looks safe to merge as the same underlying change.", "confidence": 0.97, - "canonical_issue_reason": "No clear canonical issue: the items span many unrelated code paths and failure modes rather than one underlying bug.", + "canonical_issue_reason": "No clear canonical issue: the cluster is heterogeneous and the issues point to unrelated failures across different models, APIs, backends, and docs.", "canonical_pr_reason": null, - "best_issue_reason": "No single best issue stands out; the cluster is too diverse to use one issue as a representative duplicate target.", + "best_issue_reason": "No single issue is a good global representative because the grouped items do not share one underlying defect or fix path.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42907", "right": "issue:44655", "accept": false, - "reason": "Both involve saving, but one is about dequantized model saving and the other about Pipeline.save_pretrained; different objects and failure modes." + "reason": "Different save paths: dequantized model serialization vs Pipeline.save_pretrained." }, { "left": "issue:43066", "right": "issue:43906", "accept": false, - "reason": "Both mention import/repro behavior, but they target different symbols and different underlying issues." + "reason": "Different bug reports; one is tokenizer decoder type regression, the other is just a reproduction of a separate issue." }, { - "left": "issue:43012", - "right": "issue:44368", + "left": "issue:43825", + "right": "issue:44655", "accept": false, - "reason": "These are distinct warnings: bfloat16/float32 precision warning versus a tie_word_embeddings config warning." + "reason": "Different code paths: pipeline() error messaging vs saving Pipeline objects." }, { - "left": "issue:43825", - "right": "issue:44655", + "left": "issue:43012", + "right": "issue:44368", "accept": false, - "reason": "One is a v5 pipeline error message regression; the other is a save_pretrained failure for Pipeline objects." + "reason": "Both mention warnings, but they are unrelated warning sources and fixes." }, { "left": "issue:43992", "right": "issue:44484", "accept": false, - "reason": "UMT5Encoder state loading vs save_pretrained shard sizing; unrelated save/load behaviors." + "reason": "Load-state issue vs save_pretrained shard-size question; not the same defect." }, { "left": "issue:43827", "right": "issue:47116", "accept": false, - "reason": "Docs still referencing pipeline() is not the same as a runtime streaming pipeline regression." + "reason": "Docs cleanup for removed pipeline() references vs runtime streaming pipeline regression." }, { "left": "issue:43352", "right": "issue:43976", "accept": false, - "reason": "Flash Attention support for one model is unrelated to the Python version compatibility issue." + "reason": "Unrelated problems: Flash Attention support vs Python version compatibility." }, { "left": "issue:45584", "right": "issue:46365", "accept": false, - "reason": "Whisper empty-transcription generation bug is unrelated to importing Trainer with datasets installed." + "reason": "Whisper generation edge case vs Trainer import conflict with datasets." }, { "left": "issue:44734", "right": "issue:47116", "accept": false, - "reason": "Both are serving/streaming-adjacent, but they affect different endpoints and different code paths." + "reason": "Different runtime paths: transformers serve KV-cache indexing vs streaming pipeline behavior." }, { - "left": "issue:44162", - "right": "issue:46172", + "left": "issue:44038", + "right": "issue:44230", "accept": false, - "reason": "ESM2 breakage and deepseek-v4 tensor conversion are different model-specific bugs." + "reason": "One is a v5 bug for Qwen3-VL-Moe; the other is an fp8 inference support request." }, { - "left": "issue:44038", - "right": "issue:44230", + "left": "issue:44162", + "right": "issue:46172", "accept": false, - "reason": "General Qwen3-VL-Moe regression and fp8 inference support are distinct changes/failures." + "reason": "Different model-specific failures with different root causes." }, { "left": "issue:44380", "right": "issue:46132", "accept": false, - "reason": "GPT2 attention scaling in SDPA/FlashAttention is a different issue than AttentionInterface.register behavior." + "reason": "GPT2 attention scaling bug is not the same as AttentionInterface.register behavior change." }, { "left": "issue:43352", "right": "issue:44380", "accept": false, - "reason": "Flash Attention support gating and GPT2 attention scaling are separate attention-related bugs." + "reason": "Different subsystems and symptoms: Flash Attention support vs attention scaling ignored." }, { - "left": "issue:43097", - "right": "issue:46298", + "left": "issue:44077", + "right": "issue:46365", "accept": false, - "reason": "A removed config API and a noisy logging message are not the same bug." + "reason": "patchtsmixer post_init validation is unrelated to the Trainer import issue." }, { - "left": "issue:44077", - "right": "issue:46365", + "left": "issue:43097", + "right": "issue:46298", "accept": false, - "reason": "PatchTST post_init validation is unrelated to a Trainer import dependency conflict." + "reason": "Removed config flag vs noisy logging message; unrelated fixes." }, { "left": "issue:43208", "right": "issue:43526", "accept": false, - "reason": "xLSTM training blockers and BeitImageProcessorFast label reduction are unrelated model/component bugs." + "reason": "Distinct model issues: xLSTM training bugs vs BEiT reduce_labels behavior." }, { - "left": "issue:44380", - "right": "issue:45479", + "left": "issue:36683", + "right": "issue:43582", "accept": false, - "reason": "Attention scaling backend behavior is unrelated to the zero-loss classification bug." + "reason": "Gemma3Config missing field and Apple Silicon allocator TypeError are unrelated." }, { - "left": "issue:36683", - "right": "issue:43582", + "left": "issue:44380", + "right": "issue:45479", "accept": false, - "reason": "Gemma3Config missing vocab_size and Apple Silicon warmup TypeError are different subsystems." + "reason": "Different defects: attention backend scaling vs degenerate zero-loss classification." }, { "left": "issue:42757", "right": "issue:43824", "accept": false, - "reason": "Both are import errors, but they involve different packages, symbols, and fixes." + "reason": "Both are import errors, but for different symbols in different packages." }, { "left": "issue:43012", "right": "issue:47276", "accept": false, - "reason": "A precision warning during compilation is unrelated to a synced_gpus warning message." + "reason": "Different warnings and different code paths." }, { "left": "issue:42175", "right": "issue:46365", "accept": false, - "reason": "Missing TensorFlow backend in an extra install is unrelated to the Trainer import conflict." + "reason": "Dependency/backend installation issue vs import failure caused by datasets conflict." }, { "left": "issue:44222", "right": "issue:45478", "accept": false, - "reason": "FP8 save_pretrained issues and Qwen3.5 MoE from_pretrained errors are different code paths." + "reason": "Same broad MoE area, but save_pretrained FP8 behavior and from_pretrained failure are not the same concrete bug." }, { "left": "issue:42890", "right": "issue:47059", "accept": false, - "reason": "Seed-related flaky tests and a huggingface_hub CLI attribute error are unrelated test failures." + "reason": "Flaky model test due to missing seeding vs CLI breakage from huggingface_hub API change." }, { "left": "issue:43064", "right": "issue:44380", "accept": false, - "reason": "FSDP2/PEFT optimizer-state corruption is unrelated to GPT2 attention scaling." + "reason": "FSDP2/PEFT optimizer-state bug is unrelated to GPT2 attention scaling." }, { "left": "issue:43756", "right": "issue:44485", "accept": false, - "reason": "Smollm3 RoPE layer dropping and GLM-5 RoPE implementation are different model-specific problems." + "reason": "Different model-specific RoPE bugs with no shared code path." }, { "left": "issue:42831", "right": "issue:44261", "accept": false, - "reason": "FineGrainedFP8 accuracy issue and MLA rms_norm_eps precision mismatch are not the same bug." + "reason": "Both are precision-related, but they affect different models and different root causes." }, { "left": "issue:44483", "right": "issue:44514", "accept": false, - "reason": "Chat completions request rejection and Qwen2_5_VLProcessor batched template crash are different endpoints and failures." + "reason": "Chat-completions request handling vs batched chat template crash are different paths." }, { "left": "issue:36010", "right": "issue:42757", "accept": false, - "reason": "GenerationMixin import failure and is_offline_mode import failure are separate missing-symbol regressions." + "reason": "Different missing imports from different packages." }, { "left": "issue:43618", "right": "issue:43761", "accept": false, - "reason": "CLIP attentions missing and CLIP hidden_states missing are related only broadly; they are different output fields and regressions." + "reason": "Both are CLIP regressions, but one drops attentions and the other drops hidden_states; separate code paths." } ] }, @@ -16926,10 +18337,10 @@ ], "soft_pairs": [ "issue:38617|issue:43502", - "issue:43299|issue:43867", "issue:45276|issue:46077", - "issue:44655|issue:47321", + "issue:43299|issue:43867", "issue:43618|issue:44380", + "issue:44655|issue:47321", "issue:44625|issue:46365", "issue:42994|issue:44655", "issue:44655|issue:47332", @@ -16951,8 +18362,8 @@ "issue:44355|issue:44855", "issue:43010|issue:45278", "issue:43064|issue:44492", - "issue:43867|issue:46202", "issue:43992|issue:45310", + "issue:43867|issue:46202", "issue:44075|issue:46365", "issue:44393|issue:47000", "issue:29870|issue:33453", @@ -16960,238 +18371,238 @@ "issue:36296|issue:43575", "issue:43867|issue:45375" ], - "prepared_review_unit_hash": "eb811924fae396a1e1e2fd9323f2c0119dbca355cc0bc4a1cc56997ee971b5c9", + "prepared_review_unit_hash": "30671e62682b0b38a65501cedbff56022ad73e79ee8422587271f44997753a23", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011307, - "estimated_input_tokens": 252827, - "estimated_eval_tokens": 505910 + "serialized_chars": 1011285, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 34, - "serialized_chars": 37431, - "estimated_input_tokens": 9358, - "estimated_eval_tokens": 18972 + "serialized_chars": 37427, + "estimated_input_tokens": 9357, + "estimated_eval_tokens": 18970 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft edges look like true duplicates: the pairs mostly share only broad themes (saving/loading, config attrs, model-specific errors) but point to different code paths or models. I selected a single high-signal issue as the best representative, but there are no PRs in this set.", - "confidence": 0.95, - "canonical_issue_reason": "issue:45216 is the clearest, most actionable report in the set: it is a regression, names the exact API (`save_pretrained`), the affected model family (Qwen3.5), and the version boundary (since 5.4.0).", + "summary": "This cluster is highly heterogeneous: the soft pairs are mostly superficial thematic matches, not true duplicates. I would not merge any of the candidate pairs as the same underlying bug/change.", + "confidence": 0.74, + "canonical_issue_reason": "Issue 36683 is the closest anchor because it is one of the most connected items in the set, but the cluster is not a real duplicate group; the apparent similarities are mostly broad config/attribute regressions.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45216 has the strongest bug-report quality and the most precise reproduction scope, making it the best representative issue here.", + "best_issue_reason": "Issue 36683 is the best representative by connectivity and specificity, but only as a loose anchor for a mixed cluster, not as a true canonical duplicate.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:38617", "right": "issue:43502", "accept": false, - "reason": "Different failures: import-time missing symbol vs unwanted network access during loading." - }, - { - "left": "issue:43299", - "right": "issue:43867", - "accept": false, - "reason": "Different loading bugs affecting different models/code paths; no concrete shared defect." + "reason": "Different bugs: import-time symbol breakage vs local_files_only still triggering API requests." }, { "left": "issue:45276", "right": "issue:46077", "accept": false, - "reason": "One is about token embedding resize propagation, the other about bidirectional attention mask construction." + "reason": "Same model family, but different code paths: resize_token_embeddings propagation vs bidirectional attention mask construction." }, { - "left": "issue:44655", - "right": "issue:47321", + "left": "issue:43299", + "right": "issue:43867", "accept": false, - "reason": "Unrelated subsystems: pipeline save_pretrained vs AMD quark class update." + "reason": "Different failures: Qwen3VL MoE loading regression vs generic state_dict sorting/load error." }, { "left": "issue:43618", "right": "issue:44380", "accept": false, - "reason": "Different issues in different model heads/backends; only broad attention terminology overlaps." + "reason": "Unrelated regressions: CLIP attentions field handling vs GPT2 attention scaling under SDPA/FlashAttention." + }, + { + "left": "issue:44655", + "right": "issue:47321", + "accept": false, + "reason": "Pipeline save_pretrained serialization vs AMD quark class update; not the same bug." }, { "left": "issue:44625", "right": "issue:46365", "accept": false, - "reason": "Qwen3.5 config propagation bug vs Trainer import failure from datasets interaction." + "reason": "Qwen3.5 num_labels propagation and Trainer import conflicts are unrelated issues." }, { "left": "issue:42994", "right": "issue:44655", "accept": false, - "reason": "Both mention saving, but one is quantized model saving and the other is pipeline object serialization." + "reason": "Both involve saving, but quantized model saving and pipeline object saving are different failure modes." }, { "left": "issue:44655", "right": "issue:47332", "accept": false, - "reason": "Both involve saving, but disk-offloaded model saving is a different path from generic pipeline serialization." + "reason": "Both concern saving, but generic pipeline saving and disk-offloaded Qwen3-VL saving are different code paths." }, { "left": "issue:44625", "right": "issue:46077", "accept": false, - "reason": "Different configuration bugs with no shared underlying code path." + "reason": "Different subsystems: Qwen3.5 config propagation vs Gemma4 attention masking." }, { "left": "issue:43352", "right": "issue:45593", "accept": false, - "reason": "Different models and failures: unsupported Flash Attention vs missing auxiliary losses." + "reason": "Flash Attention support gating is unrelated to auxiliary loss computation when denoising is off." }, { "left": "issue:36683", "right": "issue:43475", "accept": false, - "reason": "Both are attribute errors, but for different model configs/outputs and different missing fields." + "reason": "Both are missing-attribute reports, but for different models and different fields." }, { "left": "issue:44355", "right": "issue:46877", "accept": false, - "reason": "Compiled-file import errors vs auto-docstring stdout pollution are unrelated." + "reason": "Compiled-file import errors and auto_docstring stdout diagnostics are unrelated." }, { "left": "issue:36683", "right": "issue:44077", "accept": false, - "reason": "Different model/config bug vs a PatchTSMixer validation/optional-post_init issue." + "reason": "Different bugs: missing config attribute vs patchtsmixer post_init allowance." }, { "left": "issue:43976", "right": "issue:44938", "accept": false, - "reason": "Both are Python compatibility reports, but for different Python versions and failure modes." + "reason": "Both are Python-version compatibility issues, but they affect different versions and fail differently." }, { "left": "issue:43867", "right": "issue:45216", "accept": false, - "reason": "Different save/load problems with different triggers and model families; not the same bug." + "reason": "Both are load/save regressions, but one is state_dict ordering and the other is Qwen3.5 save_pretrained corruption." }, { "left": "issue:46077", "right": "issue:46512", "accept": false, - "reason": "Attention-mask behavior vs stale config dtype after from_config; unrelated." + "reason": "Gemma4 bidirectional masking and stale config.dtype after from_config are unrelated." }, { "left": "issue:44938", "right": "issue:47059", "accept": false, - "reason": "Python 3.14 import failure vs CLI breakage with huggingface_hub 1.22.0." + "reason": "Python 3.14 import failure and CLI completion breakage from huggingface_hub are different issues." }, { "left": "issue:43618", "right": "issue:45216", "accept": false, - "reason": "CLIP attentions assignment bug is unrelated to Qwen3.5 checkpoint saving regression." + "reason": "CLIP attentions assignment and Qwen3.5 checkpoint saving are unrelated regressions." }, { "left": "issue:36683", "right": "issue:47110", "accept": false, - "reason": "Different config/key handling problems; no shared code path indicated." + "reason": "Missing vocab_size on a config is not the same as special_tokens being a list." }, { "left": "issue:36683", "right": "issue:43525", "accept": false, - "reason": "Both are missing-attribute errors, but in different configs and on different fields." + "reason": "Both are config attribute errors, but they involve different attributes, models, and fixes." }, { "left": "issue:29870", "right": "issue:36296", "accept": false, - "reason": "Bart generate() decoder mask bug vs tensor-parallel training bug are unrelated." + "reason": "BART generate decoder_attention_mask bug and tensor-parallel training bug are unrelated." }, { "left": "issue:44908", "right": "issue:46851", "accept": false, - "reason": "Scheduler kwargs handling vs variable-length position_ids behavior are different subsystems." + "reason": "Scheduler kwargs being ignored is unrelated to variable-length input handling with position_ids." }, { "left": "issue:43992", "right": "issue:47317", "accept": false, - "reason": "Model loading weight miss vs a training-loss bug for a different model." + "reason": "UMT5 missing a weight during from_pretrained and PPFormulaNet training-loss bug are unrelated." }, { "left": "issue:44355", "right": "issue:44855", "accept": false, - "reason": "Both are import-related, but one is compiled-file errors and the other is a torch.jit parsing/IndentationError issue." + "reason": "Both surface at import time, but compiled Python errors and the Python 3.13 torch.jit comment parsing failure are different root causes." }, { "left": "issue:43010", "right": "issue:45278", "accept": false, - "reason": "Cache/no_grad behavior vs broad import breakage after version upgrade are not the same defect." + "reason": "Cache update no_grad decoration and broad import errors after upgrade are not the same bug." }, { "left": "issue:43064", "right": "issue:44492", "accept": false, - "reason": "Distributed optimizer-state corruption vs a typo in cache strategies have no overlap beyond being in training/runtime code." + "reason": "FSDP2/PEFT optimizer-state corruption and a cache strategy typo are unrelated." }, { - "left": "issue:43867", - "right": "issue:46202", + "left": "issue:43992", + "right": "issue:45310", "accept": false, - "reason": "State-dict loading error vs Gemma pipeline roundtrip issue are different save/load pathways." + "reason": "Different Qwen3.5 regressions: missing UMT5 weights vs MoE from_pretrained failure." }, { - "left": "issue:43992", - "right": "issue:45310", + "left": "issue:43867", + "right": "issue:46202", "accept": false, - "reason": "Both involve Qwen3.5 loading, but one is missing encoder weights and the other is a Moe from_pretrained regression." + "reason": "Generic load-model error and Gemma pipeline roundtrip failure on \u2581 are different problems." }, { "left": "issue:44075", "right": "issue:46365", "accept": false, - "reason": "Optimizer argument handling vs import failure from datasets are unrelated." + "reason": "Optimizer argument handling and Trainer import conflict are unrelated." }, { "left": "issue:44393", "right": "issue:47000", "accept": false, - "reason": "Both are vision/detection-adjacent, but one is Qwen3-VL bbox output behavior and the other is RTDetrLoss infeasible cost matrix." + "reason": "Qwen3-VL bbox output issues and RTDetrLoss cost-matrix infeasibility are different detection bugs." }, { "left": "issue:29870", "right": "issue:33453", "accept": false, - "reason": "Bart generate() mask bug vs tokenizer loading regression are different issues." + "reason": "BART generate decoder_attention_mask error and tokenizer-loading regression are unrelated." }, { "left": "issue:44393", "right": "issue:47337", "accept": false, - "reason": "Both mention bounding boxes, but one is model output hallucination/error and the other is a flaky test with out-of-range coordinates." + "reason": "The flaky bbox range test is a test symptom, not the same bug as the Qwen3-VL bbox hallucination/error report." }, { "left": "issue:36296", "right": "issue:43575", "accept": false, - "reason": "Tensor-parallel bug vs OOM when loading a specific model under tp are related only at a very broad level." + "reason": "Both mention tensor parallelism, but one is a training bug and the other is an OOM on model load." }, { "left": "issue:43867", "right": "issue:45375", "accept": false, - "reason": "State-dict loading error vs missing Qwen3_5MoeVisionConfig field are distinct config/model issues." + "reason": "Generic load-model error and missing deepstack_visual_indexes in config are different failure modes." } ] }, @@ -17288,29 +18699,29 @@ "issue:43723|issue:44556", "issue:44387|issue:44556", "issue:43010|issue:43065", - "issue:43824|issue:46617", "issue:43576|issue:46132", + "issue:43824|issue:46617", "issue:43502|issue:44485", - "issue:43874|issue:46617", "issue:45850|issue:47110", + "issue:43874|issue:46617", "issue:30333|issue:33453", "issue:44355|issue:44749", "issue:30990|issue:31795" ], - "prepared_review_unit_hash": "f3d9ca01cdf1420a6d75f67a58fdf4817cc20879ec2a7b3ca0688df365388a04", + "prepared_review_unit_hash": "c403d99341d8be58d92d08f4788d516fb9783f9306ddd105f3bd42bdb05943cd", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011307, - "estimated_input_tokens": 252827, - "estimated_eval_tokens": 505910 + "serialized_chars": 1011285, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36606, + "serialized_chars": 36608, "estimated_input_tokens": 9152, "estimated_eval_tokens": 18560 }, @@ -17319,207 +18730,219 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a noisy mix of unrelated transformers regressions and import/load failures. Only one pair looks like a clear duplicate around import-time slowdown; the rest are too different in model, code path, or symptom to merge.", - "confidence": 0.54, - "canonical_issue_reason": "issue:41669 is the clearest concrete root-cause report in the only strong duplicate pair, directly explaining the import slowdown symptom seen in 44246.", + "summary": "Mostly a loose collection of Transformers issues. The only notable soft match is the import-time slowdown pair (41669/44246), but the evidence is still similarity-based rather than an explicit duplicate link; the rest look unrelated or too broad to safely merge.", + "confidence": 0.71, + "canonical_issue_reason": "issue:41669 is the best issue anchor for the import-slowdown pair because it is the more specific report and names a concrete potential cause (`import *` in models), while 44246 is the broader intermittent import-latency complaint.", "canonical_pr_reason": null, - "best_issue_reason": "issue:41669 is specific, reproducible, and actionable, making it the best duplicate target among a largely heterogeneous set.", + "best_issue_reason": "issue:41669 is the best overall issue representative because it gives the clearest concrete symptom/cause pairing among the soft matches; 44246 is related but less specific.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41669", "right": "issue:44246", "accept": true, - "reason": "Same import slowdown regression: 41669 identifies import * in models as the cause, and 44246 reports the resulting slow/variable import time." + "reason": "Both describe slow `transformers` imports; 41669 is the more concrete report and plausibly covers the same underlying slowdown theme as 44246." }, { "left": "issue:43618", "right": "issue:44077", "accept": false, - "reason": "Different bugs: missing attentions assignment in CLIP output vs a post_init allowance/validation issue in patchtsmixer." + "reason": "Different bugs: CLIPOutput attentions assignment versus a `patchtsmixer` post-init policy change." }, { "left": "issue:42890", "right": "issue:45561", "accept": false, - "reason": "Both mention test flakiness, but they are different failures in different test utilities and code paths." + "reason": "Both involve test flakiness, but they are separate test failures with different causes." }, { "left": "issue:43010", "right": "issue:43976", "accept": false, - "reason": "Unrelated: cache/layer no_grad behavior vs a Python version compatibility problem." + "reason": "Cache update decoration and Python-version compatibility are unrelated problems." }, { "left": "issue:43867", "right": "issue:45357", "accept": false, - "reason": "Different model-load/save problems: sorted state_dict loading vs incorrect visual encoder keys in Qwen3.5 save_pretrained." + "reason": "Both are load/save related, but they affect different code paths and failure modes." }, { "left": "issue:43010", "right": "issue:45850", "accept": false, - "reason": "One is a concrete cache update mutation issue; the other is a vague broad complaint about many models breaking." + "reason": "A specific cache-update issue is not the same as a broad complaint that many models break." }, { "left": "issue:28282", "right": "issue:33453", "accept": false, - "reason": "Different import/load errors: missing PyTorch for AutoModel vs tokenizer-loading regression." + "reason": "PyTorch missing-library import error is unrelated to a tokenizer-loading regression." }, { "left": "issue:44222", "right": "issue:45125", "accept": false, - "reason": "Different Qwen/MoE issues: FP8 save_pretrained behavior vs missing _tp_plan for tensor parallelism." + "reason": "Both touch Qwen/MoE, but one is about FP8 save_pretrained and the other about tensor-parallel metadata." }, { "left": "issue:43618", "right": "issue:46285", "accept": false, - "reason": "Both involve CLIP, but one is an output attribute regression and the other is a structural model-layout inconsistency." + "reason": "Both are CLIP-related, but they describe different regressions and not the same bug." }, { "left": "issue:44360", "right": "issue:45440", "accept": false, - "reason": "Completely different topics: DSA indexer activation choice vs DeepSeekV3 implementation divergence." + "reason": "DSA indexer/ReLU discussion is unrelated to DeepseekV3MoE implementation divergence." }, { "left": "issue:45125", "right": "issue:45478", "accept": false, - "reason": "Same model family, but one is a missing tensor-parallelism plan and the other is a generic from_pretrained error; not enough evidence they are the same bug." + "reason": "Similar model family, but one is a missing `_tp_plan` and the other is a broader from_pretrained error." }, { "left": "issue:42548", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but they concern different exported symbols and likely different fixes." + "reason": "Different missing exports with different causes (`PreTrainedModel` vs `HybridCache`)." }, { "left": "issue:43502", "right": "issue:44062", "accept": false, - "reason": "Different problems: unwanted network requests with local_files_only vs AddedToken keyword duplication." + "reason": "Offline-loading network requests and `AddedToken` argument duplication are separate bugs." }, { "left": "issue:45125", "right": "issue:45375", "accept": false, - "reason": "Both are Qwen3.5-related, but one is tensor parallelism metadata and the other is a missing vision-config field." + "reason": "Both concern Qwen3.5 MoE vision config, but the missing fields and failures are different." }, { "left": "issue:43525", "right": "issue:47317", "accept": false, - "reason": "Unrelated: a config attribute missing pad_token_id vs a PPFormulaNet training-loss bug." + "reason": "A missing config attribute and a PPFormulaNet training-loss bug are unrelated." }, { "left": "issue:42890", "right": "issue:44112", "accept": false, - "reason": "Different CI/test issues in different models; no shared underlying bug." + "reason": "Both are CI/test issues, but they are different tests and different flake mechanisms." }, { "left": "issue:42890", "right": "issue:44964", "accept": false, - "reason": "Different failures: flaky integration tests vs inability to load Phi-4 multimodal model." + "reason": "A seeded test flake is unrelated to a model-loading regression for Phi-4 multimodal." }, { "left": "issue:42898", "right": "issue:46664", "accept": false, - "reason": "Different behavior changes in different subsystems: tokenization cleanup vs video processor num_frames semantics." + "reason": "Tokenization-space behavior and video `num_frames` semantics are different API regressions." }, { "left": "issue:44734", "right": "issue:46617", "accept": false, - "reason": "Different paths: KV-cache continuation crash in serve vs trust_remote_code cache FileNotFoundError." + "reason": "KV-cache continuation indexing and trust_remote_code cache file lookup are different failure paths." }, { "left": "issue:45071", "right": "issue:47317", "accept": false, - "reason": "Different issues: type checking regression in PretrainedConfig vs training loss bug." + "reason": "PretrainedConfig type-checking regression is unrelated to PPFormulaNet training loss." }, { "left": "issue:43723", "right": "issue:44556", "accept": false, - "reason": "Both involve loading after v5 upgrades, but one is tokenizer loading and the other is checkpoint reload compatibility; not the same concrete bug." + "reason": "Both mention loading after v5 upgrades, but one is tokenizer-specific and the other is a broader checkpoint reload issue." }, { "left": "issue:44387", "right": "issue:44556", "accept": false, - "reason": "Different regressions: int4 quantization memory growth vs inability to reload older checkpoints after upgrade." + "reason": "Int4 OOM behavior is a different failure mode from checkpoint reload compatibility." }, { "left": "issue:43010", "right": "issue:43065", "accept": false, - "reason": "Unrelated: cache update autograd semantics vs a dummy Conv2d in Sam3PixelDecoder." - }, - { - "left": "issue:43824", - "right": "issue:46617", - "accept": false, - "reason": "Different import/load failures: missing top-level Qwen2_5_VL export vs cache loading failure for trust_remote_code." + "reason": "No meaningful overlap between cache-update decoration and a dummy `nn.Conv2d` in Sam3PixelDecoder." }, { "left": "issue:43576", "right": "issue:46132", "accept": false, - "reason": "Different API regressions: broken env command vs changed behavior of AttentionInterface.register." + "reason": "Broken `transformers env` output and `AttentionInterface.register` behavior are separate features/issues." }, { - "left": "issue:43502", - "right": "issue:44485", + "left": "issue:43824", + "right": "issue:46617", "accept": false, - "reason": "Unrelated: local_files_only network leakage vs GLM-5 RoPE implementation discussion." + "reason": "Missing model export and trust_remote_code cache file loading are different problems." }, { "left": "issue:43874", "right": "issue:46617", "accept": false, - "reason": "Different issues: missing image-patch helper in a processor vs cache file loading failure." + "reason": "Missing image-processor method causing multimodal token-count failure is unrelated to cache file lookup." }, { "left": "issue:45850", "right": "issue:47110", "accept": false, - "reason": "The first is a vague umbrella complaint about many models breaking; the second is a specific special_tokens attribute error." - }, - { - "left": "issue:30333", - "right": "issue:33453", - "accept": false, - "reason": "Different subsystems: MLFlow reporting on training failure vs tokenizer-loading regression." + "reason": "A broad complaint about v5 breaking many models is not the same as the specific `special_tokens` type error." }, { "left": "issue:44355", "right": "issue:44749", "accept": false, - "reason": "No shared underlying bug: compiled Python file errors vs performance slowdown after upgrade." + "reason": "Compiled-file execution errors and slower filtering after upgrade are unrelated." }, { "left": "issue:30990", "right": "issue:31795", "accept": false, - "reason": "SentenceTransformers loading hang and documentation confusion are unrelated." + "reason": "Sentence Transformers loading hangs and forward-argument documentation confusion are different topics." + }, + { + "left": "issue:43723", + "right": "issue:46617", + "accept": false, + "reason": "Tokenizer loading regressions and trust_remote_code cache file-not-found failures are different load paths." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "Offline network requests and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:45357", + "accept": false, + "reason": "A missing Qwen model export is not the same as incorrect visual encoder keys being saved." + }, + { + "left": "issue:43010", + "right": "issue:45440", + "accept": false, + "reason": "Cache update no-grad decoration and DeepSeekV3MoE divergence are unrelated code paths." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary stays conservative and is grounded in the packet. The only accepted pair, issue:41669 vs issue:44246, is plausibly the same import-slowdown problem, and the remaining pairwise rejections do not overclaim equivalence beyond the available evidence." + "accept": false, + "feedback": "The summary is a bit too strong for the packet. The data only gives soft-similarity signals and issue titles/bodies; it does not establish that issue:41669 and issue:44246 are the \"only true duplicate pair\" or that 41669 definitively provides the root cause/fix for 44246. That relationship is plausible, but should be phrased more conservatively. Several other soft pairs are also only similarity-based, so the cluster conclusion should avoid implying confirmed duplicate status without explicit linkage or stronger evidence." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -17615,237 +19038,240 @@ "issue:45362|issue:45850", "issue:44485|issue:44961", "issue:44961|issue:45468", - "issue:43525|issue:47110", "issue:43673|issue:44492", - "issue:44315|issue:46209", - "issue:43352|issue:44961" + "issue:43525|issue:47110", + "issue:43352|issue:44961", + "issue:44315|issue:46209" ], - "prepared_review_unit_hash": "1a1328957ff900c164a81a62f9c1716280a925106521ee9f3b420036e02df8cb", + "prepared_review_unit_hash": "8beb8bf3428e3e2ddf99d4bd334bbd597c7ffacac108eb10d2a6f48a35956a22", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011307, - "estimated_input_tokens": 252827, - "estimated_eval_tokens": 505910 + "serialized_chars": 1011285, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 36695, - "estimated_input_tokens": 9174, - "estimated_eval_tokens": 18604 + "serialized_chars": 36692, + "estimated_input_tokens": 9173, + "estimated_eval_tokens": 18602 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is semantically noisy: most pairs are broad v5/loading/import regressions but not the same underlying defect. No soft edge looks like a true duplicate pair.", - "confidence": 0.31, - "canonical_issue_reason": "Issue 33453 is the most general concrete loading-regression report here, so it best represents the broad tokenizer/model-loading failure theme better than the more model-specific or unrelated reports.", + "summary": "The cluster is heterogeneous overall, with a broad v5 regression umbrella plus many unrelated import, loading, docs, and model-specific bugs. The RoFormer pair is adjacent but not clearly the same concrete fix, so it should be rejected as a duplicate/merge candidate.", + "confidence": 0.82, + "canonical_issue_reason": "issue:45850 is the broadest umbrella report in the set and best captures the cluster\u2019s overall v5-regression theme, even though it is too generic to represent any one specific fix.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 33453 is the best global anchor because it is broad enough to subsume related loading regressions and is more representative than niche model-specific failures.", + "best_issue_reason": "issue:45850 is the most representative high-level cluster anchor because it summarizes the broad breakage theme across multiple model regressions.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43010", "right": "issue:43232", "accept": false, - "reason": "Both involve generation internals, but one is about no_grad decoration for cache updates and the other is a sync_gpus/model_kwargs bug." + "reason": "Both are generation-related, but they describe different bugs: cache update decoration vs sync_gpus/_update_model_kwargs_for_generation behavior." }, { "left": "issue:46664", "right": "issue:46726", "accept": false, - "reason": "Video processor frame semantics and missing-vision-backend image processor errors are unrelated failure modes." + "reason": "Different components and failure modes: video processor frame semantics vs AutoProcessor backend-missing import behavior." }, { "left": "issue:43299", "right": "issue:44556", "accept": false, - "reason": "Both are v5 model-loading regressions, but they affect different model families and likely different root causes." + "reason": "Both are loading regressions, but they concern different model/version breakages and do not look like one concrete bug." }, { "left": "issue:43502", "right": "issue:44222", "accept": false, - "reason": "local_files_only network leakage and FP8 save_pretrained behavior are different subsystems and bugs." + "reason": "Unrelated problems: unwanted network requests with local_files_only versus FP8 save_pretrained/moe support." }, { "left": "issue:30333", "right": "issue:36296", "accept": false, - "reason": "MLFlow reporting after failed training is unrelated to a tensor-parallel training bug." + "reason": "MLflow job reporting and tensor-parallel training are separate issues." }, { "left": "issue:29870", "right": "issue:31795", "accept": false, - "reason": "A runtime UnboundLocalError in generate() is not the same as confusing forward() documentation." + "reason": "A runtime generation error and a documentation confusion issue are not the same bug." }, { "left": "issue:43827", "right": "issue:44961", "accept": false, - "reason": "Pipeline documentation drift and an unrelated issue title do not indicate the same bug." + "reason": "Docs still referencing pipeline() is unrelated to the placeholder issue 'racoon'." }, { "left": "issue:33453", "right": "issue:34689", "accept": false, - "reason": "Both are loading regressions, but one is tokenizer loading and the other is a specific Llama 3.2 Vision model-loading breakage." + "reason": "Both are loading regressions, but they target different paths and model families." }, { "left": "issue:46143", "right": "issue:46144", "accept": false, - "reason": "Passing kwargs through RoFormer methods and not using the attention interface are related but distinct design/code-path issues." + "reason": "Related RoFormer area, but one is about kwargs propagation and the other about the attention interface; from the packet they are not clearly the same concrete bug." }, { "left": "issue:44222", "right": "issue:44230", "accept": false, - "reason": "FP8 save_pretrained and FP8 inference support are different problems." + "reason": "FP8 save_pretrained/moe handling and FP8 inference support are different concrete problems." }, { "left": "issue:41628", "right": "issue:42548", "accept": false, - "reason": "AutoImageProcessor import failure and PreTrainedModel import failure are separate missing-export issues." + "reason": "Both are import errors, but for different exported symbols and likely different root causes." }, { "left": "issue:43502", "right": "issue:44961", "accept": false, - "reason": "local_files_only network requests and an unrelated issue title are not the same underlying defect." + "reason": "local_files_only network behavior is unrelated to the 'racoon' issue." }, { "left": "issue:44355", "right": "issue:45071", "accept": false, - "reason": "Compiled Python file errors and PretrainedConfig type-checking breakage are different regressions." + "reason": "Compiled Python execution errors and PretrainedConfig type-checking regressions are unrelated." }, { "left": "issue:43576", "right": "issue:45071", "accept": false, - "reason": "Broken transformers env CLI and PretrainedConfig type checking affect different code paths." + "reason": "A broken env CLI command and PretrainedConfig type-checking are separate regressions." }, { "left": "issue:43576", "right": "issue:43824", "accept": false, - "reason": "CLI env-command breakage and Qwen2.5-VL import failure are unrelated." + "reason": "CLI env command breakage is unrelated to the Qwen2_5_VL import failure." }, { "left": "issue:42757", "right": "issue:43576", "accept": false, - "reason": "huggingface_hub offline-mode import failure is not the same as the transformers env CLI regression." + "reason": "Different failures: huggingface_hub offline-mode import vs transformers env command behavior." }, { "left": "issue:43576", "right": "issue:47059", "accept": false, - "reason": "CLI completion breakage from huggingface_hub and the transformers env command are different issues." + "reason": "Both involve CLI/package compatibility, but the specific failures and code paths differ." }, { "left": "issue:31795", "right": "issue:38617", "accept": false, - "reason": "Forward() documentation confusion and a missing layer_type_validation import are unrelated." + "reason": "Documentation confusion and missing layer_type_validation import are unrelated." }, { "left": "issue:44038", "right": "issue:45125", "accept": false, - "reason": "A generic v5/Qwen3-VL-Moe bug report and missing tensor-parallel plan for Qwen3_5Moe are not the same concrete bug." + "reason": "Both mention Qwen3 Moe, but one is a broad v5/model breakage report and the other is a specific tensor-parallel bug." }, { "left": "issue:36296", "right": "issue:43901", "accept": false, - "reason": "Tensor-parallel training behavior and text-classification pipeline docs are unrelated." + "reason": "Tensor-parallel training and pipeline docs about return_all_scores are unrelated." }, { "left": "issue:43475", "right": "issue:46617", "accept": false, - "reason": "SAM 3 Video attribute mismatch and trust_remote_code cache loading are different model-loading failures." + "reason": "SAM 3 video encoder field mismatch and trust_remote_code cache FileNotFoundError are different bugs." }, { "left": "issue:44351", "right": "issue:46617", "accept": false, - "reason": "HybridCache import failure and cached trust_remote_code FileNotFoundError are separate loading/import issues." + "reason": "Missing HybridCache import and cache FileNotFoundError are distinct import/loading failures." }, { "left": "issue:44315", "right": "issue:44360", "accept": false, - "reason": "model_init not applying Liger Kernel and a DSA indexer discussion are unrelated." + "reason": "Model_init/Liger Kernel application and DSA indexer ReLU absence are unrelated." }, { "left": "issue:44230", "right": "issue:46095", "accept": false, - "reason": "FP8 inference support and a weight-conversion-script question are not the same bug." + "reason": "FP8 inference support for Qwen models and DeepSeek weight-conversion tooling are different topics." }, { "left": "issue:45375", "right": "issue:47110", "accept": false, - "reason": "missing config field in Qwen3_5MoeVisionConfig and a special_tokens list error are different parsing/config bugs." + "reason": "A missing Qwen3_5MoeVisionConfig field is not the same as a special_tokens list/keys error." }, { "left": "issue:45362", "right": "issue:45850", "accept": false, - "reason": "Qwen3.5-35B chat crash and a vague 'v5 breaks too many models' report are not the same concrete failure." + "reason": "A specific Qwen3.5-35B chat crash is not the same concrete bug as the broad 'many models break' meta-issue." }, { "left": "issue:44485", "right": "issue:44961", "accept": false, - "reason": "GLM-5 RoPE implementation and an unrelated issue title are not duplicates." + "reason": "GLM-5 RoPE implementation and 'racoon' are unrelated." }, { "left": "issue:44961", "right": "issue:45468", "accept": false, - "reason": "The placeholder title 'racoon' provides no evidence of the same bug as Gemma-4 audio positional encoding." - }, - { - "left": "issue:43525", - "right": "issue:47110", - "accept": false, - "reason": "Llama4Config pad_token_id missing and special_tokens list handling are different attribute/config problems." + "reason": "No relation between 'racoon' and Gemma-4 audio positional encoding." }, { "left": "issue:43673", "right": "issue:44492", "accept": false, - "reason": "GenerationMixin cache missing during chunked_prefill and a cache-strategy typo are unrelated." + "reason": "Missing GenerationMixin cache in chunked_prefill and a Cache strategies typo are not the same bug." }, { - "left": "issue:44315", - "right": "issue:46209", + "left": "issue:43525", + "right": "issue:47110", "accept": false, - "reason": "Liger Kernel model_init behavior and FP8 inference on B200 are different performance/runtime issues." + "reason": "Llama4Config pad_token_id missing and special_tokens list/keys error are different issues." }, { "left": "issue:43352", "right": "issue:44961", "accept": false, - "reason": "Flash Attention 2 support for NemotronHForCausalLM is unrelated to the placeholder issue." + "reason": "Flash Attention 2.0 support limitation and 'racoon' are unrelated." + }, + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "Model_init/Liger Kernel application and FP8 inference on B200 are different failures." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, + "evaluator_result": { + "accept": false, + "feedback": "Overall cluster framing is reasonable, but the output is not conservative enough on the only accepted soft pair. issue:46143 is about kwargs propagation, while issue:46144 is about the RoFormer attention interface; from the packet alone they look related but not clearly the same concrete bug or a single mergeable PR. The canonical reason also leans on a body quote that is not visible in the packet. Please tighten the evidence threshold." + }, + "evaluator_used": true, + "retried": true, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -17923,22 +19349,22 @@ "issue:43525|issue:45850", "issue:44393|issue:45753", "issue:44393|issue:45071", - "issue:43572|issue:45850", "issue:44466|issue:44556", + "issue:43572|issue:45850", "issue:44077|issue:44861", "issue:44556|issue:45092", "issue:42371|issue:44492", "issue:45850|issue:47059", - "issue:44246|issue:44273", "issue:44492|issue:45850", + "issue:44246|issue:44273", "issue:43408|issue:44315", "issue:41669|issue:46218", "issue:44492|issue:46328", "issue:42890|issue:44908", "issue:43976|issue:44393", "issue:44295|issue:45230", - "issue:44704|issue:44908", "issue:44297|issue:45230", + "issue:44704|issue:44908", "issue:43576|issue:44908", "issue:43576|issue:47176", "issue:44908|issue:45071", @@ -17951,256 +19377,256 @@ "issue:46018|issue:46172", "issue:43519|issue:46655" ], - "prepared_review_unit_hash": "960ff30747ac92c900ae72dc2a6cdb6e8fc6a625615e8d4cc3738853ea7f773c", + "prepared_review_unit_hash": "8a69d3fcd5b08b9914e4457d9a54be35a39989362077701333812fb0fd14e58e", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011307, - "estimated_input_tokens": 252827, - "estimated_eval_tokens": 505910 + "serialized_chars": 1011285, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 37, - "serialized_chars": 38133, - "estimated_input_tokens": 9534, - "estimated_eval_tokens": 19324 + "serialized_chars": 38130, + "estimated_input_tokens": 9533, + "estimated_eval_tokens": 19322 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "High-noise cluster of mostly unrelated Transformers issues. The soft links are largely superficial topical similarities (v5 regressions, model/processor/import issues) rather than the same underlying defect, so none should be merged as duplicates.", - "confidence": 0.91, - "canonical_issue_reason": "No single canonical issue cleanly fits this heterogeneous set; issue:45850 is the broadest umbrella for the repeated v5-regression complaints, but it is too generic to serve as a precise duplicate target.", + "summary": "The cluster is mostly a set of unrelated or only loosely related issues. There are a few thematic pockets around v5 migration regressions and import/lazy-loading behavior, but the proposed soft edges are generally false positives rather than true duplicates.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 45850 is the broadest umbrella in the set: it describes widespread breakage after v5 and can loosely absorb several migration/regression reports, even though it is vague.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45850 is the best standalone representative only as a high-level umbrella for the cluster\u2019s broad v5 breakage theme, but it is not a tight duplicate anchor.", + "best_issue_reason": "Issue 45850 is the most representative of the overall cluster theme, but it is still too generic to be a strong canonical by itself.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43867", "right": "issue:47110", "accept": false, - "reason": "Different failures: state-dict loading vs special_tokens dict handling; only superficial input/loading overlap." + "reason": "Different failures: state_dict loading/order handling versus a special_tokens structure error." }, { "left": "issue:44273", "right": "issue:45542", "accept": false, - "reason": "Lazy loading/import behavior vs TensorFlow backend detection; not the same bug path." + "reason": "Both touch import behavior, but one is lazy loading and the other is a TensorFlow backend dependency problem." }, { "left": "issue:44485", "right": "issue:46664", "accept": false, - "reason": "GLM-5 RoPE implementation issue vs SmolVLM video num_frames semantics; unrelated model code paths." + "reason": "Different model/code paths: GLM-5 RoPE logic versus SmolVLM video padding/num_frames handling." }, { "left": "issue:44623", "right": "issue:45230", "accept": false, - "reason": "Concrete processor.save_pretrained missing-files bug vs a generic bug report; no evidence of the same defect." + "reason": "One is about missing files in processor.save_pretrained; the other is too vague to identify the same bug." }, { "left": "issue:45381", "right": "issue:46664", "accept": false, - "reason": "Qwen2.5-VL vision_position_ids bug vs SmolVLM num_frames semantics; different processors and symptoms." + "reason": "Both are multimodal video issues, but they target different bugs: vision_position_ids versus padding/num_frames semantics." }, { "left": "issue:44273", "right": "issue:45003", "accept": false, - "reason": "Lazy loading problem vs unsafe sys.modules access in modeling_utils; separate internals." + "reason": "Related to import/lazy-loading area, but one is a performance complaint and the other is unsafe sys.modules access." }, { "left": "issue:41669", "right": "issue:43673", "accept": false, - "reason": "Import-* performance issue vs chunked_prefill cache missing; not the same code-path problem." + "reason": "Import-time performance from import * removal is not the same as a missing GenerationMixin cache in chunked_prefill." }, { "left": "issue:43525", "right": "issue:45850", "accept": false, - "reason": "Missing pad_token_id on Llama4Config vs broad v5 breakage complaint; one specific config bug, one generic umbrella issue." + "reason": "One is a specific missing pad_token_id attribute; the other is a broad v5 breakage report." }, { "left": "issue:44393", "right": "issue:45753", "accept": false, - "reason": "Different Qwen3-VL/Qwen3_5 runtime failures: 2D bbox output vs infinite loop on one image." + "reason": "Same model family, but different concrete issues: 2D bbox output errors versus an infinite-loop bug on a specific image." }, { "left": "issue:44393", "right": "issue:45071", "accept": false, - "reason": "Model output/hallucination bug vs PretrainedConfig type-checking regression; unrelated failures." - }, - { - "left": "issue:43572", - "right": "issue:45850", - "accept": false, - "reason": "StableLmConfig pad_token_idx regression vs broad v5 breakage complaint; not the same underlying bug." + "reason": "A model-specific output bug and a PretrainedConfig type-checking regression are not the same underlying problem." }, { "left": "issue:44466", "right": "issue:44556", "accept": false, - "reason": "Tied-weight serialization inconsistency vs checkpoint reload failure after upgrade; related area but different defect." + "reason": "Both involve serialization/loading, but one is tied-weight serialization inconsistency and the other is checkpoint reload incompatibility across versions." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "A specific StableLmConfig attribute regression is not the same as a broad \"many models break in v5\" report." }, { "left": "issue:44077", "right": "issue:44861", "accept": false, - "reason": "PatchTSMixer post_init policy change vs tied-weight-key AttributeError; distinct model-loading issues." + "reason": "Different bugs in model internals: post_init policy validation versus _get_tied_weight_keys crashing on list input." }, { "left": "issue:44556", "right": "issue:45092", "accept": false, - "reason": "Both concern v5 checkpoint compatibility, but one is general reload-after-upgrade and the other is remote-code/meta-init; not clearly the same bug." + "reason": "Both are upgrade incompatibilities, but they affect different loading/meta-init paths and different model setups." }, { "left": "issue:42371", "right": "issue:44492", "accept": false, - "reason": "TF32 settings guidance vs a typo in cache strategies; no duplicate relationship." + "reason": "TF32 behavior and cache-strategy typo are unrelated." }, { "left": "issue:45850", "right": "issue:47059", "accept": false, - "reason": "Generic v5 breakage vs a CLI incompatibility with huggingface_hub 1.22.0; different subsystem and root cause." + "reason": "Generic v5 breakage is not the same as a specific CLI incompatibility with huggingface_hub 1.22.0." }, { - "left": "issue:44246", - "right": "issue:44273", + "left": "issue:44492", + "right": "issue:45850", "accept": false, - "reason": "Import slow sometimes vs lazy loading not working properly; performance symptom overlap only." + "reason": "A typo in cache strategy text is not the same as a broad version regression report." }, { - "left": "issue:44492", - "right": "issue:45850", + "left": "issue:44246", + "right": "issue:44273", "accept": false, - "reason": "Cache-strategy typo vs broad v5 regressions; unrelated." + "reason": "Both concern import/lazy-loading, but one is intermittent import slowness and the other is lazy loading not working properly." }, { "left": "issue:43408", "right": "issue:44315", "accept": false, - "reason": "sam3_video/sam3_tracker config mismatch vs Liger Kernel not applied with model_init; separate feature/config bugs." + "reason": "Different model initialization issues: wrong model type warning versus Liger Kernel not being applied with model_init." }, { "left": "issue:41669", "right": "issue:46218", "accept": false, - "reason": "Import-time cleanup/performance discussion vs inability to import one model class; not the same concrete failure." + "reason": "Import-time bloat from import * removal is unrelated to a missing Qwen3_5ForCausalLM import symbol." }, { "left": "issue:44492", "right": "issue:46328", "accept": false, - "reason": "Cache-strategy typo vs SequenceFeatureExtractor.pad performance issue; unrelated." + "reason": "Cache-strategy typo and SequenceFeatureExtractor.pad numpy/list conversion are unrelated." }, { "left": "issue:42890", "right": "issue:44908", "accept": false, - "reason": "Missing set_seed in tests vs inverse_sqrt scheduler kwargs ignored; one is test flakiness, the other scheduler behavior." + "reason": "Test flakiness from missing set_seed is unrelated to scheduler kwargs being ignored." }, { "left": "issue:43976", "right": "issue:44393", "accept": false, - "reason": "Python-version compatibility regression vs Qwen3-VL output bug; different issue classes." + "reason": "Python version compatibility and a Qwen3-VL bbox bug are unrelated." }, { "left": "issue:44295", "right": "issue:45230", "accept": false, - "reason": "position_ids buffer access error vs generic bug report; no concrete overlap." + "reason": "Buffer access on position_ids is a concrete bug; the other report is too generic to match it." }, { - "left": "issue:44704", - "right": "issue:44908", + "left": "issue:44297", + "right": "issue:45230", "accept": false, - "reason": "AutoProcessor cached_file kwargs passthrough vs scheduler kwargs handling; both kwargs-related, but different subsystems and bugs." + "reason": "Tokenizer_class mismatch in save_pretrained is specific; the paired report is too vague to treat as the same bug." }, { - "left": "issue:44297", - "right": "issue:45230", + "left": "issue:44704", + "right": "issue:44908", "accept": false, - "reason": "Tokenizer save mismatch vs generic bug report; not the same underlying problem." + "reason": "Both mention kwargs, but cached_file forwarding and inverse_sqrt scheduler kwargs are different APIs and failures." }, { "left": "issue:43576", "right": "issue:44908", "accept": false, - "reason": "`transformers env` command broken in v5 vs scheduler kwargs ignored; unrelated functionality." + "reason": "transformers env breakage and scheduler kwargs handling are unrelated." }, { "left": "issue:43576", "right": "issue:47176", "accept": false, - "reason": "Env command breakage vs shell-operator allowlist bypass; different security/CLI paths." + "reason": "Environment command breakage is unrelated to a shell-operator allowlist bypass." }, { "left": "issue:44908", "right": "issue:45071", "accept": false, - "reason": "Scheduler kwargs ignored vs PretrainedConfig type checking regression; separate API areas." + "reason": "A scheduler bug and a PretrainedConfig type-checking regression are unrelated." }, { "left": "issue:41669", "right": "issue:45341", "accept": false, - "reason": "Import-* slowdown vs a testing_utils bug; no shared defect." + "reason": "Import-time performance and a testing_utils bug are unrelated." }, { "left": "issue:44655", "right": "issue:44861", "accept": false, - "reason": "Pipeline save_pretrained failure vs tied-weight-key AttributeError; different save/load paths." + "reason": "Saving Pipeline objects and tied-weight-key attribute handling are different code paths." }, { "left": "issue:41669", "right": "issue:44351", "accept": false, - "reason": "Import performance cleanup vs missing HybridCache import; only superficial import-related overlap." + "reason": "Import * performance regression is not the same as failing to import HybridCache." }, { "left": "issue:43976", "right": "issue:46218", "accept": false, - "reason": "Python-version support issue vs inability to import a specific Qwen3_5 model class; unrelated." + "reason": "Python compatibility and a missing Qwen3_5ForCausalLM import are unrelated." }, { "left": "issue:31795", "right": "issue:33453", "accept": false, - "reason": "Documentation confusion around model.forward args vs tokenizer loading regression; unrelated topics." + "reason": "Documentation confusion about forward arguments is unrelated to tokenizer loading regression." }, { "left": "issue:43976", "right": "issue:47176", "accept": false, - "reason": "Python version compatibility vs shell command allowlist bypass; no shared bug." + "reason": "Python version compatibility and shell allowlist bypass are unrelated." }, { "left": "issue:46018", "right": "issue:46172", "accept": false, - "reason": "Both are DeepSeek-V4 related, but one is shared-expert gating and the other is a dtype/transpose expression; too different to merge." + "reason": "Both are DeepSeek-v4 related, but they describe different concrete implementation bugs." }, { "left": "issue:43519", "right": "issue:46655", "accept": false, - "reason": "Qwen3-VL timestamp calculation vs SmolVLM video padding calculation; both video-related but not the same bug." + "reason": "Both are vision/video-related, but one is timestamp calculation and the other is padding in the SmolVLM video processor." } ] }, @@ -18279,8 +19705,8 @@ "issue:44360|issue:45468", "issue:43576|issue:44273", "issue:43298|issue:46095", - "issue:45468|issue:46894", "issue:45230|issue:45310", + "issue:45468|issue:46894", "issue:43976|issue:47177", "issue:43519|issue:44485", "issue:44485|issue:47177", @@ -18293,8 +19719,8 @@ "issue:45850|issue:47177", "issue:45850|issue:47176", "issue:43704|issue:44485", - "issue:44861|issue:47110", "issue:42371|issue:43704", + "issue:44861|issue:47110", "issue:43352|issue:47177", "issue:43502|issue:43519", "issue:43606|issue:45468", @@ -18313,8 +19739,8 @@ "issue:44998|issue:47176", "issue:44492|issue:44998", "issue:44230|issue:44623", - "issue:28348|issue:43352", "issue:43618|issue:44998", + "issue:28348|issue:43352", "issue:31515|issue:38617", "issue:44230|issue:45310", "issue:29870|issue:31515", @@ -18323,322 +19749,322 @@ "issue:31515|issue:31795", "issue:43298|issue:44230" ], - "prepared_review_unit_hash": "12255cf547dfb5e8c71471a31f1255016c0b3c846d212dd05548adfc83833608", + "prepared_review_unit_hash": "f334aef7ee04c6b3dc7995366a1201386b908debb3a7518db4599d9dc4136976", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011307, - "estimated_input_tokens": 252827, - "estimated_eval_tokens": 505910 + "serialized_chars": 1011285, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 48, - "serialized_chars": 41329, - "estimated_input_tokens": 10333, - "estimated_eval_tokens": 20922 + "serialized_chars": 41328, + "estimated_input_tokens": 10332, + "estimated_eval_tokens": 20920 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is very heterogeneous: most pairings share only vague transformer/model-loading language and are not true duplicates. I found no soft edge that safely merges into a single underlying issue or change.", - "confidence": 0.23, - "canonical_issue_reason": "Issue #44273 is the broadest loading-related report in the set and the least specific, so it is the closest available representative; however, the cluster is too mixed to treat it as a real duplicate anchor.", + "summary": "This is a noisy cluster of mostly unrelated issues. The soft pairs share only broad keywords (e.g. loading, model bugs, imports, Flash Attention) but not the same concrete bug or change, so none should be merged as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "issue:31515 is the most general and most connected node in this set, but the cluster is heterogeneous; it is the best umbrella representative for the loading/from_pretrained complaint family.", "canonical_pr_reason": null, - "best_issue_reason": "#44273 is the best issue representative only because it covers the widest loading/theme overlap; it is not a strong duplicate canonical due to the cluster\u2019s unrelated topics.", + "best_issue_reason": "issue:31515 is the closest thing to a cluster anchor because it is broad, user-facing, and loosely connected to several other loading-related reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44315", "right": "issue:44829", "accept": false, - "reason": "Different failures: model_init application of Liger Kernel vs flash_attention_3 training degeneration." + "reason": "Different feature areas: Liger kernel application vs flash-attention training degeneration." }, { "left": "issue:44485", "right": "issue:47176", "accept": false, - "reason": "RoPE implementation discussion vs shell-command allowlist bypass; unrelated bug classes." + "reason": "RoPE implementation bug vs command-substitution allowlist bypass; unrelated subsystems." }, { "left": "issue:44360", "right": "issue:45468", "accept": false, - "reason": "DSA indexer ReLU question vs Gemma-4 audio positional encoding bug; different code paths." + "reason": "DSA indexer math issue vs Gemma-4 audio positional encoding bug." }, { "left": "issue:43576", "right": "issue:44273", "accept": false, - "reason": "Broken env command and lazy-loading regression are different issues, only loosely v5-related." + "reason": "CLI env command failure vs lazy-loading behavior; not the same bug." }, { "left": "issue:43298", "right": "issue:46095", "accept": false, - "reason": "Continuous batching audio support vs weight-conversion-script question; not the same bug." + "reason": "Audio continuous batching support vs DeepSeek weight conversion; different changes." }, { - "left": "issue:45468", - "right": "issue:46894", + "left": "issue:45230", + "right": "issue:45310", "accept": false, - "reason": "Audio positional encoding bug vs training-loss double-shift bug; different model families and symptoms." + "reason": "Generic placeholder report vs specific Qwen3.5 MoE from_pretrained error." }, { - "left": "issue:45230", - "right": "issue:45310", + "left": "issue:45468", + "right": "issue:46894", "accept": false, - "reason": "Generic bug report vs specific Qwen3.5 MoE from_pretrained failure; too unspecific to match." + "reason": "Different model families and failures: audio positional encoding vs training-loss shift." }, { "left": "issue:43976", "right": "issue:47177", "accept": false, - "reason": "Python version compatibility issue vs tar/zip slip RCE vulnerability; unrelated." + "reason": "Python version compatibility vs tar/zip slip RCE; no shared code path." }, { "left": "issue:43519", "right": "issue:44485", "accept": false, - "reason": "Qwen3VL timestamp bug vs GLM-5 RoPE implementation; separate processor/model logic." + "reason": "Timestamp calculation in Qwen3VL vs GLM-5 RoPE implementation." }, { "left": "issue:44485", "right": "issue:47177", "accept": false, - "reason": "RoPE implementation vs archive-extraction RCE; unrelated security vs model math." + "reason": "RoPE correctness bug vs archive extraction security bug." }, { "left": "issue:44273", "right": "issue:44908", "accept": false, - "reason": "Lazy loading regression vs inverse_sqrt scheduler kwargs bug; different subsystems." + "reason": "Lazy loading failure vs inverse_sqrt scheduler kwargs handling." }, { "left": "issue:43519", "right": "issue:44908", "accept": false, - "reason": "Timestamp calculation in a processor vs scheduler parameter handling; no shared code path." + "reason": "Processor timestamp math vs scheduler parameter propagation." }, { "left": "issue:31795", "right": "issue:34689", "accept": false, - "reason": "Documentation confusion about forward args vs a model-loading breakage; not duplicates." + "reason": "Documentation confusion vs model loading regression for Llama 3.2 Vision." }, { "left": "issue:43576", "right": "issue:46218", "accept": false, - "reason": "Broken CLI/env command vs import failure for Qwen3_5ForCausalLM; different failure modes." + "reason": "Broken env command vs import error for Qwen3_5ForCausalLM." }, { "left": "issue:41669", "right": "issue:43704", "accept": false, - "reason": "Import-star cleanup/perf issue vs VRAM leak in dataloader threads; unrelated." + "reason": "Import-star cleanup performance issue vs VRAM leak in Qwen3ForCausalLM." }, { "left": "issue:44485", "right": "issue:45468", "accept": false, - "reason": "Different models and issues: GLM-5 RoPE vs Gemma-4 audio positional encoding." + "reason": "Different model-specific math bugs; only both are positional/rope-adjacent." }, { "left": "issue:45850", "right": "issue:47177", "accept": false, - "reason": "Broad v5 compatibility complaint vs archive-write RCE; unrelated." + "reason": "Broad regression complaint vs command/file-write security vulnerability." }, { "left": "issue:45850", "right": "issue:47176", "accept": false, - "reason": "Broad regression report vs shell-command allowlist bypass; different security/modeling domains." + "reason": "Generic version regression vs shell operator allowlist bypass." }, { "left": "issue:43704", "right": "issue:44485", "accept": false, - "reason": "VRAM leak in multi-threaded loading vs GLM-5 RoPE implementation; not the same bug." + "reason": "Memory leak in Qwen3ForCausalLM vs GLM-5 RoPE implementation." }, { - "left": "issue:44861", - "right": "issue:47110", + "left": "issue:42371", + "right": "issue:43704", "accept": false, - "reason": "Tied-weights helper crash vs special_tokens list/keys error; different APIs." + "reason": "TF32 API guidance vs VRAM leak; unrelated issues." }, { - "left": "issue:42371", - "right": "issue:43704", + "left": "issue:44861", + "right": "issue:47110", "accept": false, - "reason": "TF32 settings guidance vs VRAM leak; unrelated topics." + "reason": "Weight-key helper crash vs special_tokens list/dict attribute error." }, { "left": "issue:43352", "right": "issue:47177", "accept": false, - "reason": "Flash-Attention support gap vs zip-slip RCE; unrelated." + "reason": "Flash Attention support gap vs archive slip RCE; unrelated." }, { "left": "issue:43502", "right": "issue:43519", "accept": false, - "reason": "Unwanted network requests during local_files_only vs processor timestamp bug; different areas." + "reason": "Unwanted network access on local_files_only vs timestamp calculation bug." }, { "left": "issue:43606", "right": "issue:45468", "accept": false, - "reason": "CPU offload device mismatch vs audio positional encoding bug; different code paths." + "reason": "CPU offload device mismatch vs audio relative positional encoding." }, { "left": "issue:42913", "right": "issue:43066", "accept": false, - "reason": "General tokenizer behavior change vs wrong decoder type in v5; related theme but different concrete defects." + "reason": "Generic tokenizer behavior change vs wrong decoder type in v5." }, { "left": "issue:45850", "right": "issue:46218", "accept": false, - "reason": "Broad v5 breakage complaint vs module import failure; not the same underlying bug." + "reason": "Broad breakage report vs specific module import failure." }, { "left": "issue:43519", "right": "issue:44623", "accept": false, - "reason": "Processor timestamp bug vs missing files on save_pretrained; unrelated save/load paths." + "reason": "Qwen3VL timestamp math vs processor.save_pretrained missing files." }, { "left": "issue:44263", "right": "issue:45468", "accept": false, - "reason": "torch.split return semantics in DSA indexer vs Gemma-4 audio positional encoding; different subsystems." + "reason": "torch.split return handling in GlmMoeDsaIndexer vs Gemma-4 audio encoding." }, { "left": "issue:44861", "right": "issue:47059", "accept": false, - "reason": "Tied-weight key handling vs CLI tests failing on huggingface_hub API change; unrelated." + "reason": "Tied-weights helper crash vs CLI failure from huggingface_hub upgrade." }, { "left": "issue:43704", "right": "issue:45341", "accept": false, - "reason": "VRAM leak in dataloader threads vs a testing_utils bug; no shared code path." + "reason": "VRAM leak in model runtime vs a testing utility bug." }, { "left": "issue:43352", "right": "issue:46218", "accept": false, - "reason": "Flash Attention 2 support gap vs import failure for Qwen3_5ForCausalLM; different issues." + "reason": "Flash Attention 2 support gap vs import failure for a different model class." }, { "left": "issue:44351", "right": "issue:46218", "accept": false, - "reason": "HybridCache import failure vs Qwen3_5ForCausalLM import failure; both imports, but different symbols and likely different breaks." + "reason": "HybridCache import breakage vs Qwen3_5ForCausalLM import breakage." }, { "left": "issue:28348", "right": "issue:45250", "accept": false, - "reason": "GPT2LMHeadModel flash-attention support request vs generic Flash Attention 2.0 issue; too broad and not the same artifact." + "reason": "Specific GPT2 FA2 support request vs generic Flash Attention 2.0 issue." }, { "left": "issue:44861", "right": "issue:45290", "accept": false, - "reason": "Tied-weights helper crash vs chat-template tool-call crash; unrelated model-utils paths." + "reason": "AttributeError in weight-key code vs chat template tool-call crash." }, { "left": "issue:44908", "right": "issue:44998", "accept": false, - "reason": "Scheduler kwargs bug vs unrelated placeholder 'Unemployment' issue." + "reason": "Scheduler kwargs bug vs unrelated low-signal placeholder issue." }, { "left": "issue:44998", "right": "issue:47177", "accept": false, - "reason": "Placeholder issue vs tar/zip-slip RCE; no relation." + "reason": "Unemployment placeholder vs archive extraction RCE." }, { "left": "issue:44998", "right": "issue:47176", "accept": false, - "reason": "Placeholder issue vs shell-command bypass vulnerability; unrelated." + "reason": "Unemployment placeholder vs command-substitution bypass." }, { "left": "issue:44492", "right": "issue:44998", "accept": false, - "reason": "Cache-strategy typo vs placeholder issue; no substantive overlap." + "reason": "Cache-strategy typo vs unrelated placeholder issue." }, { "left": "issue:44230", "right": "issue:44623", "accept": false, - "reason": "FP8 support request vs processor.save_pretrained missing files; different features." + "reason": "FP8 inference support request vs processor save_pretrained file omission." }, { - "left": "issue:28348", - "right": "issue:43352", + "left": "issue:43606", + "right": "issue:44998", "accept": false, - "reason": "GPT2 flash-attention support request vs NemotronH flash-attention gap; same general feature area but different models and requests." + "reason": "Device mismatch bug vs unrelated placeholder issue." }, { - "left": "issue:43606", - "right": "issue:44998", + "left": "issue:28348", + "right": "issue:43352", "accept": false, - "reason": "CPU offload bug vs placeholder issue; unrelated." + "reason": "Different models and different FA2 requests; not one concrete fix." }, { "left": "issue:31515", "right": "issue:38617", "accept": false, - "reason": "Slow from_pretrained loading vs import error for layer_type_validation; different failure modes." + "reason": "Slow checkpoint loading vs missing layer_type_validation import." }, { "left": "issue:44230", "right": "issue:45310", "accept": false, - "reason": "FP8 inference support request vs Qwen3.5 MoE from_pretrained error; different model and problem type." + "reason": "FP8 support request vs Qwen3.5 MoE from_pretrained regression." }, { "left": "issue:29870", "right": "issue:31515", "accept": false, - "reason": "BART generate decoder mask bug vs slow checkpoint loading; unrelated." + "reason": "BART generation decoder mask crash vs slow checkpoint loading." }, { "left": "issue:30333", "right": "issue:31515", "accept": false, - "reason": "MLflow run-state reporting bug vs slow checkpoint loading; no shared code path." + "reason": "MLflow failure on job crash vs checkpoint loading performance issue." }, { "left": "issue:31515", "right": "issue:36296", "accept": false, - "reason": "Loading performance issue vs tensor-parallel training bug; different subsystems." + "reason": "Slow from_pretrained load vs tensor parallel training bug." }, { "left": "issue:31515", "right": "issue:31795", "accept": false, - "reason": "Checkpoint loading speed vs forward API documentation confusion; not duplicates." + "reason": "Checkpoint loading speed vs forward-API documentation confusion." }, { "left": "issue:43298", "right": "issue:44230", "accept": false, - "reason": "Audio continuous batching support vs FP8 inference support; different features and model paths." + "reason": "Audio continuous batching support vs fp8 inference support; different changes." } ] }, @@ -18686,106 +20112,106 @@ "issue:37934|issue:43668", "issue:42936|issue:43668" ], - "prepared_review_unit_hash": "9217295e1c6f996391e95383e7c64fb269d95cd2aba7803797e16a32284892e2", + "prepared_review_unit_hash": "1fbbde444952019e4e9018d098f0f734195ab7cd0823a53e7aa45312ba7995f6", "component_budget": { "node_count": 529, "item_count": 529, "soft_pair_count": 1951, - "serialized_chars": 1011307, - "estimated_input_tokens": 252827, - "estimated_eval_tokens": 505910 + "serialized_chars": 1011285, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 }, "budget": { "node_count": 9, "item_count": 9, "soft_pair_count": 12, - "serialized_chars": 8609, - "estimated_input_tokens": 2153, - "estimated_eval_tokens": 4562 + "serialized_chars": 8613, + "estimated_input_tokens": 2154, + "estimated_eval_tokens": 4564 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the issues span unrelated model bugs, config/type-hint problems, tokenizer warnings, and attention/loss plumbing. None of the soft pairs look like the same underlying bug, so they should all be kept separate.", - "confidence": 0.97, - "canonical_issue_reason": "No clear canonical issue: the items are not duplicates and do not share a single code path or fix.", + "summary": "This cluster is not a true duplicate set: the issues span unrelated models, configs, tokenizer warnings, quantization typos, and attention/loss wiring problems. The soft-similarity scores are superficial; none of the pairs look like the same underlying bug or change.", + "confidence": 0.96, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No issue is a strong representative for deduplication because the cluster is a loose similarity grouping, not a true duplicate set.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43717", "right": "issue:46144", "accept": false, - "reason": "Different models and different problems: Mamba init-weights behavior vs RoFormer attention interface usage." + "reason": "Different subsystems and bug shapes: weight initialization in Mamba/Mamba-2 vs attention-interface usage in RoFormer." }, { "left": "issue:42936", "right": "issue:46018", "accept": false, - "reason": "Mask2former ignore_value handling and DeepSeek-V4 shared-expert gating are unrelated subsystems and bugs." + "reason": "Mask2Former ignore_value handling and DeepSeek-V4 shared-expert gating are unrelated model-specific issues." }, { "left": "issue:43668", "right": "issue:44031", "accept": false, - "reason": "A type-hint mistake in ModernBERTConfig is unrelated to tokenizer regex warning behavior." + "reason": "A type-hint bug in ModernBERTConfig is unrelated to tokenizer regex warning behavior." }, { "left": "issue:42936", "right": "issue:43240", "accept": false, - "reason": "Mask2former ignore_value usage and loss-function kwargs propagation are different code paths and fixes." + "reason": "One is a missing ignore_value usage in Mask2Former; the other is kwargs not forwarded to a loss function." }, { "left": "issue:43240", "right": "issue:46144", "accept": false, - "reason": "Loss kwargs passing is unrelated to RoFormer attention interface implementation." + "reason": "Loss-kwargs forwarding and RoFormer attention-interface usage affect different code paths and components." }, { "left": "issue:42936", "right": "issue:44031", "accept": false, - "reason": "Mask2former ignore_value handling does not match a tokenizer regex warning regression." + "reason": "Mask2Former ignore_value logic is unrelated to tokenizer regex warning regressions." }, { "left": "issue:42936", "right": "issue:46144", "accept": false, - "reason": "These concern different model components and distinct bugs, not one shared defect." + "reason": "These concern different models and unrelated implementation problems; no shared fix." }, { "left": "issue:42936", "right": "issue:43813", "accept": false, - "reason": "ignore_value handling and a typo in quantization_operation are unrelated issues." + "reason": "Mask2Former ignore_value handling and a quantization-typo issue are not the same bug." }, { "left": "issue:43668", "right": "issue:43813", "accept": false, - "reason": "Incorrect type hinting and a quantization typo are not the same bug or fix." + "reason": "ModernBERT norm_eps typing and a quantization attribute typo are unrelated correctness issues." }, { "left": "issue:43240", "right": "issue:43668", "accept": false, - "reason": "Missing kwargs in loss calculation and an incorrect config type hint are unrelated." + "reason": "Passing kwargs to loss calculation is unrelated to a config type-hint correction." }, { "left": "issue:37934", "right": "issue:43668", "accept": false, - "reason": "Llama4TextL2Norm/RMS-norm question is unrelated to ModernBERTConfig norm_eps typing." + "reason": "A question about Llama4TextL2Norm/RMSNorm semantics is unrelated to ModernBERTConfig type hints." }, { "left": "issue:42936", "right": "issue:43668", "accept": false, - "reason": "Mask2former ignore_value behavior and a config type-hint issue do not share a concrete fix." + "reason": "Mask2Former ignore_value usage and ModernBERT norm_eps typing do not share a code path or fix." } ] }, @@ -18818,52 +20244,52 @@ "issue:10519|issue:11005", "issue:11005|issue:11307" ], - "prepared_review_unit_hash": "2eddf930facaad60005311327e06b35be8475305a6ec774734da4c5c29dca1ae", + "prepared_review_unit_hash": "5f5e0f60caebfaf77789fd736142ea938014b0ac010389bd9d108895a7fc210c", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2875, - "estimated_input_tokens": 719, - "estimated_eval_tokens": 1694 + "serialized_chars": 2877, + "estimated_input_tokens": 720, + "estimated_eval_tokens": 1696 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2875, - "estimated_input_tokens": 719, - "estimated_eval_tokens": 1694 + "serialized_chars": 2877, + "estimated_input_tokens": 720, + "estimated_eval_tokens": 1696 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The three issues are not duplicates: one is about a truncation option in tokenization, one about ReduceLROnPlateau-style learning rate scheduling, and one about Wav2Vec2 word boundary timestamps. They only share weak lexical similarity, not the same underlying problem.", + "summary": "These three issues are unrelated feature requests/questions across different subsystems, so none should be clustered as duplicates or share a canonical item.", "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue 10519 is the most concrete and actionable request, but it is still not the same underlying problem as the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:10519", "right": "issue:11307", "accept": false, - "reason": "Different features in different model/tokenizer areas: truncation strategy vs Wav2Vec2 timestamp extraction. No shared bug or change target." + "reason": "Different topics: tokenizer truncation behavior vs Wav2Vec2 word offset extraction." }, { "left": "issue:10519", "right": "issue:11005", "accept": false, - "reason": "Tokenization truncation request and learning-rate scheduler request are unrelated; only superficial similarity in being feature asks." + "reason": "Different requests in different areas: truncation direction vs ReduceLROnPlateau-like scheduler behavior." }, { "left": "issue:11005", "right": "issue:11307", "accept": false, - "reason": "ReduceLROnPlateau-like functionality and Wav2Vec2 word offsets are unrelated subsystems and problems." + "reason": "No shared underlying bug or change; one is about learning-rate scheduling, the other about speech model time offsets." } ] }, @@ -18895,12 +20321,12 @@ "issue:13244|issue:16618", "issue:15980|issue:16618" ], - "prepared_review_unit_hash": "27a5412f37017fa96d3636f1e685c7439474a132673f08e155fa4578daabc7fc", + "prepared_review_unit_hash": "a3e8268eab6966eecd9d2c442c4c2d22c2ffbcfce34696c077075720cdf5188e", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2479, + "serialized_chars": 2478, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -18908,7 +20334,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2479, + "serialized_chars": 2478, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -18917,24 +20343,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These issues do not appear to be duplicates. One is about Tapas tokenization mismatch, one about a bad auth-related download error for private models, and one is a generic model-loading failure for bert-base-uncased. The only loose thematic overlap is around model loading/download, but the reported problems are too different to merge confidently.", - "confidence": 0.83, - "canonical_issue_reason": "issue:16618 is the broadest and most central of the three because it concerns a core model-loading failure, while the others are either a specific authentication/download-message problem or an unrelated tokenization discrepancy.", + "summary": "The cluster looks heterogeneous: one tokenization mismatch, one private-model auth/download message issue, and one generic model-loading failure. I would not merge any pair; 16618 is only the broadest representative issue.", + "confidence": 0.42, + "canonical_issue_reason": "Issue 16618 is the most generic model-loading report, so it is the closest representative of the cluster, but it is not a clear duplicate of the other two.", "canonical_pr_reason": null, - "best_issue_reason": "issue:16618 is the best representative issue for the cluster if one must be chosen, since it is the most general and likely to capture the main model-loading symptom.", + "best_issue_reason": "16618 has the broadest wording and most central model-loading framing, making it the best single issue to anchor the cluster despite weak duplicate evidence.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:13244", "right": "issue:16618", "accept": false, - "reason": "Different underlying bug: Tapas tokenization parity with TensorFlow code versus a failure to load bert-base-uncased. Same general NLP stack, but not the same defect." + "reason": "Tokenization behavior differs from a model-loading failure; these point to different code paths and symptoms." }, { "left": "issue:15980", "right": "issue:16618", "accept": false, - "reason": "Both involve model download/loading, but 15980 is specifically about the error message when unauthenticated access to a private model fails, while 16618 is a generic inability to load a public model." + "reason": "Private-model login/download error is not the same as a generic \"can't load model\" report; the titles suggest different failure modes." } ] }, @@ -18964,40 +20390,40 @@ "soft_pairs": [ "issue:26350|issue:33260" ], - "prepared_review_unit_hash": "57947809fed4104ec2a70df2f460ce4e3834e7c1049194ca35d0a02659414b2c", + "prepared_review_unit_hash": "7668e7d1ddd878d4340ab717e077212d5b08102ea5d4cbe417f2fd70efa24fc6", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1590, - "estimated_input_tokens": 398, - "estimated_eval_tokens": 1052 + "serialized_chars": 1588, + "estimated_input_tokens": 397, + "estimated_eval_tokens": 1050 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1590, - "estimated_input_tokens": 398, - "estimated_eval_tokens": 1052 + "serialized_chars": 1588, + "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 two distinct feature-request issues: one for Flash Attention 2 support across more architectures, and one for GGUF support across more architectures. They share only a broad community-contribution framing, not the same underlying change.", - "confidence": 0.95, - "canonical_issue_reason": "Issue #26350 is the more active and older of the two, so it is the better representative of the cluster even though it is not a duplicate of #33260.", + "summary": "These are two unrelated open feature-request issues: one for Flash Attention 2 support on more architectures and one for GGUF support on more architectures. They share only the broad theme of expanding architecture support, not the same underlying change.", + "confidence": 0.96, + "canonical_issue_reason": "No canonical issue: the requests target different features/codepaths (Flash Attention 2 vs GGUF) and are not duplicates.", "canonical_pr_reason": null, - "best_issue_reason": "#26350 is the best cluster representative because it has substantially more discussion activity and is the more established request, but it should still be treated as separate from #33260.", + "best_issue_reason": "Neither issue is a good canonical representative for the other; they are distinct requests rather than one duplicate set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:26350", "right": "issue:33260", "accept": false, - "reason": "Reject: these request different capabilities in different parts of the stack (Flash Attention 2 vs GGUF support). The similarity is only at a high-level feature-request pattern, not the same underlying bug or change." + "reason": "Different feature requests with different implementation targets; shared wording about broader architecture support is too generic to indicate duplication." } ] }, @@ -19069,244 +20495,244 @@ "issue:46226|issue:47299", "issue:46931|issue:47299" ], - "prepared_review_unit_hash": "90b6461c844f85253aa406dacbca40c1308e5c97307a82bec71086f3baf5d3d2", + "prepared_review_unit_hash": "5aff6735a3694ded64a738da3fef598ea079b27e4bb44bbe6c81f31201763fdb", "component_budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 35, - "serialized_chars": 18660, - "estimated_input_tokens": 4665, - "estimated_eval_tokens": 9586 + "serialized_chars": 18656, + "estimated_input_tokens": 4664, + "estimated_eval_tokens": 9584 }, "budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 35, - "serialized_chars": 18660, - "estimated_input_tokens": 4665, - "estimated_eval_tokens": 9586 + "serialized_chars": 18656, + "estimated_input_tokens": 4664, + "estimated_eval_tokens": 9584 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly templated i18n-docs translation requests, but they appear to be for different languages or are noisy placeholder/spam-like entries. High textual similarity alone is not enough to treat them as duplicates, so none of the soft edges should be merged.", - "confidence": 0.66, - "canonical_issue_reason": "issue:27088 is the clearest, earliest human-readable translation request and the best representative anchor for the cluster\u2019s i18n-docs theme.", + "summary": "This cluster is mostly i18n translation request issues that share a boilerplate template, but they do not describe the same underlying task: most are for different target languages, and several are generic/placeholder or spam-like variants. I do not see a true duplicate group strong enough to merge, though the generic template issue 43834 is the closest representative of the shared template family.", + "confidence": 0.71, + "canonical_issue_reason": "Issue 43834 is the most generic/template-like entry and is the closest match to the repeated boilerplate seen across the cluster, so it best represents the shared pattern if a single issue must be chosen.", "canonical_pr_reason": null, - "best_issue_reason": "issue:27088 is the most legible/open issue with discussion; it is the best issue to anchor triage, though the others are still separate requests.", + "best_issue_reason": "Issue 43834 is the best overall representative of this cluster because it is the broad template form rather than a language-specific or obviously noisy variant.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:27088", "right": "issue:44370", "accept": false, - "reason": "Same broad translation-docs theme, but this is a separate language request/template variant, not the same underlying task." + "reason": "Different translation targets/languages; only the boilerplate request format is shared." }, { "left": "issue:27088", "right": "issue:44365", "accept": false, - "reason": "High body similarity, but different translation request context; not a true duplicate." + "reason": "Different translation targets/languages; same template style is not enough to make them duplicates." }, { "left": "issue:27088", "right": "issue:43834", "accept": false, - "reason": "Template-similar i18n issue, but no evidence it is the same language or same concrete request." + "reason": "Turkish-specific request versus a generic template issue; not the same underlying task." }, { "left": "issue:27088", "right": "issue:47299", "accept": false, - "reason": "The right-hand title is noisy/garbled; no sign it is the same docs-translation request." + "reason": "Different target language/request content; appears to be another distinct template/spam variant." }, { "left": "issue:27088", "right": "issue:38435", "accept": false, - "reason": "Different language target, so this is a separate translation request rather than a duplicate." + "reason": "Turkish versus Romanian translation request; separate issues, not duplicates." }, { "left": "issue:27088", "right": "issue:28936", "accept": false, - "reason": "Same subsystem, but Turkish and Spanish translation requests are distinct work items." + "reason": "Turkish versus Spanish translation request; same area, but distinct tasks." }, { "left": "issue:28936", "right": "issue:43834", "accept": false, - "reason": "Separate language request versus placeholder issue; not the same change." + "reason": "Spanish-specific request versus generic placeholder template; not the same issue." }, { "left": "issue:28936", "right": "issue:44365", "accept": false, - "reason": "Similar template, but no evidence of the same language or same underlying request." + "reason": "Spanish translation request versus another distinct template-like issue; no evidence of one underlying bug/change." }, { "left": "issue:28936", "right": "issue:38435", "accept": false, - "reason": "Spanish and Romanian translation requests are distinct tasks, not duplicates." + "reason": "Spanish versus Romanian translation request; distinct language tasks." }, { "left": "issue:28936", "right": "issue:44370", "accept": false, - "reason": "Only generic i18n similarity; not enough to conclude the same issue." + "reason": "Spanish-specific request versus another generic/template variant; not a duplicate." }, { "left": "issue:38435", - "right": "issue:44370", + "right": "issue:43834", "accept": false, - "reason": "Same docs-translation area, but different language request/placeholder variant." + "reason": "Romanian-specific request versus a generic placeholder issue; not the same task." }, { "left": "issue:38435", "right": "issue:44365", "accept": false, - "reason": "Templated similarity only; no concrete duplicate evidence." + "reason": "Romanian translation request and a generic template-like issue are not concrete duplicates." }, { "left": "issue:38435", - "right": "issue:43834", + "right": "issue:44370", "accept": false, - "reason": "Placeholder titles do not establish the same underlying translation change." + "reason": "Romanian-specific request versus another template variant; only boilerplate overlaps." }, { "left": "issue:38435", - "right": "issue:47299", + "right": "issue:46226", "accept": false, - "reason": "Noisy/garbled title on the right; not clearly the same request." + "reason": "Different language/request content; shared i18n boilerplate is insufficient." }, { "left": "issue:38435", - "right": "issue:46226", + "right": "issue:47299", "accept": false, - "reason": "Different content and likely unrelated/noisy request; not a duplicate." + "reason": "Romanian translation request versus a noisy/placeholder-like issue; not the same underlying item." }, { "left": "issue:43834", "right": "issue:44370", "accept": false, - "reason": "These look like separate template instances, not one concrete issue." + "reason": "Both look template-like, but there is no evidence they are the same concrete translation request." }, { "left": "issue:43834", "right": "issue:44365", "accept": false, - "reason": "Very similar wording, but nothing indicates the same exact request or language." + "reason": "Identical-style template titles are not enough here; likely separate issue instances." }, { "left": "issue:43834", "right": "issue:47299", "accept": false, - "reason": "The right-hand issue is noisy and does not match the left-hand translation request." + "reason": "Generic template issue versus a different noisy placeholder variant; no clear same underlying task." }, { "left": "issue:43834", "right": "issue:46226", "accept": false, - "reason": "Different-looking/noisy issue; not the same underlying change." + "reason": "Template-like titles overlap, but the issue content appears to be separate and not a concrete duplicate." }, { "left": "issue:43834", "right": "issue:46931", "accept": false, - "reason": "Unrelated garbled title versus a templated translation issue; not a duplicate." + "reason": "Generic translation template versus a different noisy variant; no same bug/change." }, { "left": "issue:44365", "right": "issue:44370", "accept": false, - "reason": "Nearly identical template, but still just separate translation request entries without concrete duplicate evidence." + "reason": "Near-identical template titles, but without stronger evidence these look like separate submissions rather than one issue." }, { "left": "issue:44365", "right": "issue:47299", "accept": false, - "reason": "Noisy title on the right; not the same issue." + "reason": "Different noisy/template variants; not enough to say they are the same underlying request." }, { "left": "issue:44365", "right": "issue:46226", "accept": false, - "reason": "Different/noisy request, not a shared underlying bug or change." + "reason": "Template-like overlap only; no concrete duplicate evidence." }, { "left": "issue:44365", "right": "issue:46931", "accept": false, - "reason": "The titles do not describe the same concrete task." + "reason": "Both are noisy translation issues, but they do not clearly describe the same task." }, { "left": "issue:44370", "right": "issue:47299", "accept": false, - "reason": "Noisy title mismatch; insufficient evidence of duplication." + "reason": "Different placeholder/noisy variants; same subsystem but not the same issue." }, { "left": "issue:44370", "right": "issue:46226", "accept": false, - "reason": "Different/noisy issue rather than the same translation request." + "reason": "Template similarity only; not enough to merge as duplicates." }, { "left": "issue:44370", "right": "issue:46931", "accept": false, - "reason": "Not the same language request or change." + "reason": "Distinct noisy translation requests with no clear shared target change." }, { "left": "issue:46222", "right": "issue:47299", "accept": false, - "reason": "Both are noisy, but not clearly the same underlying issue." + "reason": "Different noisy/placeholder content; no evidence of one concrete issue." }, { "left": "issue:44370", "right": "issue:46222", "accept": false, - "reason": "Same broad i18n theme only; one is a templated issue and the other is noisy text." + "reason": "Template-style translation requests, but not the same underlying language/task." }, { "left": "issue:44365", "right": "issue:46222", "accept": false, - "reason": "Template-similar but not the same concrete request." + "reason": "Different noisy translation request variants; shared boilerplate is insufficient." }, { "left": "issue:43834", "right": "issue:46222", "accept": false, - "reason": "No evidence these represent the same translation task." + "reason": "Generic template issue versus a different noisy request; not a duplicate." }, { "left": "issue:46222", "right": "issue:46226", "accept": false, - "reason": "Both are noisy/nonstandard titles, but not demonstrably the same issue." + "reason": "Highly similar-looking text, but no concrete evidence they are the same underlying issue rather than separate spam/template submissions." }, { "left": "issue:46226", "right": "issue:46931", "accept": false, - "reason": "Distinct garbled titles; no duplicate signal beyond weak soft similarity." + "reason": "Different noisy translation request variants; not clearly the same item." }, { "left": "issue:46226", "right": "issue:47299", "accept": false, - "reason": "Noisy titles do not establish a shared underlying bug/change." + "reason": "Different placeholder/noisy content; not the same bug/change." }, { "left": "issue:46931", "right": "issue:47299", "accept": false, - "reason": "Both look like unrelated noisy content, not the same docs translation request." + "reason": "Both are noisy variants, but there is no concrete evidence of a single shared issue." } ] }, @@ -19328,12 +20754,13 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-36718-21", + "cluster_id": "cluster-36718-22", "nodes": [ "issue:36718", "issue:36817", "issue:36879", "issue:37015", + "issue:37334", "issue:41115", "issue:41211", "issue:42503", @@ -19367,24 +20794,28 @@ "issue:37015|issue:43837", "issue:37015|issue:44121", "issue:37015|issue:43909", + "issue:37015|issue:37334", "issue:36879|issue:37015", - "issue:37015|issue:42503", + "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:41115|issue:45027", "issue:41211|issue:43671", + "issue:37015|issue:42503", "issue:42503|issue:43837", "issue:42503|issue:43671", - "issue:42503|issue:42954", "issue:42738|issue:45027", "issue:42503|issue:42738", "issue:42738|issue:42954", "issue:42738|issue:46653", "issue:42954|issue:44205", + "issue:37334|issue:42954", "issue:42954|issue:43671", + "issue:42503|issue:42954", "issue:42954|issue:45177", - "issue:42954|issue:46653", "issue:43671|issue:43837", "issue:43671|issue:45027", "issue:43671|issue:45177", @@ -19395,329 +20826,350 @@ "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": "51f47d628f4a58622ad957c07700dd30ab074f983756112ca3f61c644684e7b0", + "prepared_review_unit_hash": "ef7e30e775f2c59bed89fb3139d411d8f7c5b34cce2d9356c8b08acf5f26cd02", "component_budget": { - "node_count": 21, - "item_count": 21, - "soft_pair_count": 48, - "serialized_chars": 28616, - "estimated_input_tokens": 7154, - "estimated_eval_tokens": 14564 + "node_count": 22, + "item_count": 22, + "soft_pair_count": 55, + "serialized_chars": 31690, + "estimated_input_tokens": 7923, + "estimated_eval_tokens": 16102 }, "budget": { - "node_count": 21, - "item_count": 21, - "soft_pair_count": 48, - "serialized_chars": 28616, - "estimated_input_tokens": 7154, - "estimated_eval_tokens": 14564 + "node_count": 22, + "item_count": 22, + "soft_pair_count": 55, + "serialized_chars": 31690, + "estimated_input_tokens": 7923, + "estimated_eval_tokens": 16102 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These items are mostly unrelated model/architecture request issues across different models and modalities. They do not look like duplicates of one underlying bug or change, and there are no PRs to evaluate.", - "confidence": 0.95, - "canonical_issue_reason": "No canonical issue: the cluster is heterogeneous and spans distinct model-addition requests, not a single duplicated problem.", + "summary": "The cluster is mostly a loose set of unrelated model-request issues; the shared signal is generic \u201cadd/support model\u201d wording, not one duplicated bug or change. No PRs are present, and none of the soft links look like the same concrete underlying task.", + "confidence": 0.97, + "canonical_issue_reason": "No clear canonical issue: these requests cover different model families, modalities, and feature additions, so there is no single underlying duplicate to anchor the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a good global representative; the requests are too diverse to safely collapse into one canonical issue.", + "best_issue_reason": "No strong global best issue; any single ticket would be only a weak representative of this heterogeneous set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36718", "right": "issue:47004", "accept": false, - "reason": "Same broad keypoint area, but RoMa matcher and LoMa detector+matcher are different requested changes." + "reason": "Related by keypoint-model naming, but RoMa matcher and LoMa detector/matcher are distinct requests." }, { "left": "issue:36718", "right": "issue:41115", "accept": false, - "reason": "RoMa keypoint matcher vs MiniCPM3 architecture are unrelated model requests." + "reason": "Different domains: keypoint matching vs a language model architecture request." }, { "left": "issue:36817", "right": "issue:41211", "accept": false, - "reason": "EuroBert config and DEIMv2 are different models with different integration work." + "reason": "Different model families and code paths: EuroBert config vs DEIMv2 support." }, { "left": "issue:36817", "right": "issue:43671", "accept": false, - "reason": "EuroBert and Qwen3-TTS are different model families/modalities." + "reason": "Unrelated requests: EuroBert config vs Qwen3-TTS support." }, { "left": "issue:36817", "right": "issue:36879", "accept": false, - "reason": "EuroBert and RF-DETR are unrelated model additions." + "reason": "Both are model-add requests, but EuroBert and RF-DETR are unrelated architectures." }, { "left": "issue:36817", "right": "issue:42954", "accept": false, - "reason": "EuroBert and XiaoMi MiMo are different model requests." + "reason": "Different model families: EuroBert vs XiaoMi MiMo." }, { "left": "issue:36879", "right": "issue:41211", "accept": false, - "reason": "RF-DETR and DEIMv2 are different vision models, not the same change." + "reason": "Both vision-model requests, but RF-DETR and DEIMv2 are not the same change." }, { "left": "issue:36879", "right": "issue:43909", "accept": false, - "reason": "RF-DETR is a detector; LFM2.5 Audio is an audio model request." + "reason": "Object-detection model vs audio model; no shared underlying bug or change." }, { "left": "issue:36879", "right": "issue:44121", "accept": false, - "reason": "RF-DETR and OpenAI sparse transformer are unrelated model requests." + "reason": "RF-DETR support is unrelated to a sparse transformer model request." }, { "left": "issue:36879", "right": "issue:43837", "accept": false, - "reason": "RF-DETR and Qwen3-ASR are different model families and tasks." + "reason": "Different tasks and code paths: RF-DETR vs Qwen3-ASR." }, { "left": "issue:36879", "right": "issue:43671", "accept": false, - "reason": "RF-DETR and Qwen3-TTS are unrelated modalities and implementations." + "reason": "Different tasks and model families: RF-DETR vs Qwen3-TTS." }, { "left": "issue:37015", "right": "issue:43837", "accept": false, - "reason": "NeoBERT and Qwen3-ASR are different model requests." + "reason": "NeoBERT and Qwen3-ASR are unrelated model requests." }, { "left": "issue:37015", "right": "issue:44121", "accept": false, - "reason": "NeoBERT and the OpenAI sparse transformer request are not the same code-path change." + "reason": "BERT-like model addition vs sparse transformer support; not the same fix." }, { "left": "issue:37015", "right": "issue:43909", "accept": false, - "reason": "NeoBERT is unrelated to LFM2.5 Audio." + "reason": "NeoBERT and LFM2.5 Audio target different domains and code paths." + }, + { + "left": "issue:37015", + "right": "issue:37334", + "accept": false, + "reason": "Both are model requests, but NeoBERT and LLMDet are different model families." }, { "left": "issue:36879", "right": "issue:37015", "accept": false, - "reason": "RF-DETR and NeoBERT are different model additions." + "reason": "RF-DETR and NeoBERT are unrelated architectures and features." }, { - "left": "issue:37015", + "left": "issue:37334", + "right": "issue:41115", + "accept": false, + "reason": "LLMDet support and MiniCPM3 architecture addition are unrelated tasks." + }, + { + "left": "issue:37334", + "right": "issue:43837", + "accept": false, + "reason": "Object detection vs ASR support; not the same underlying change." + }, + { + "left": "issue:37334", + "right": "issue:43671", + "accept": false, + "reason": "LLMDet and Qwen3-TTS are unrelated model integrations." + }, + { + "left": "issue:37334", "right": "issue:42503", "accept": false, - "reason": "NeoBERT and ModernVBERT are distinct model requests, not duplicates." + "reason": "Different model families: LLMDet vs ModernVBERT." }, { "left": "issue:41115", "right": "issue:43837", "accept": false, - "reason": "MiniCPM3 architecture and Qwen3-ASR are different model integrations." + "reason": "MiniCPM3 architecture work is unrelated to Qwen3-ASR support." }, { "left": "issue:41115", "right": "issue:44121", "accept": false, - "reason": "MiniCPM3 and the sparse transformer request are different concrete changes." + "reason": "Language-model architecture request vs sparse-transformer support; different code paths." }, { "left": "issue:41115", "right": "issue:42503", "accept": false, - "reason": "MiniCPM3 and ModernVBERT are separate model requests." + "reason": "Different model families: MiniCPM3 vs ModernVBERT." }, { - "left": "issue:41115", - "right": "issue:45027", + "left": "issue:41211", + "right": "issue:43671", "accept": false, - "reason": "MiniCPM3 and Voxtral TTS are unrelated model additions." + "reason": "DEIMv2 vision-model request is unrelated to Qwen3-TTS support." }, { - "left": "issue:41211", - "right": "issue:43671", + "left": "issue:37015", + "right": "issue:42503", "accept": false, - "reason": "DEIMv2 and Qwen3-TTS are different models with different integration paths." + "reason": "Both are BERT-like model requests, but NeoBERT and ModernVBERT are distinct model additions." }, { "left": "issue:42503", "right": "issue:43837", "accept": false, - "reason": "ModernVBERT and Qwen3-ASR are different model families/modalities." + "reason": "ModernVBERT models and Qwen3-ASR are unrelated requests." }, { "left": "issue:42503", "right": "issue:43671", "accept": false, - "reason": "ModernVBERT and Qwen3-TTS are unrelated model requests." + "reason": "ModernVBERT and Qwen3-TTS are different model families and tasks." }, { "left": "issue:42503", "right": "issue:42954", "accept": false, - "reason": "ModernVBERT and XiaoMi MiMo are different models." + "reason": "ModernVBERT and XiaoMi MiMo are unrelated model requests." }, { "left": "issue:42738", "right": "issue:45027", "accept": false, - "reason": "BERT-like models with RoPE and Voxtral TTS are unrelated requests." + "reason": "General BERT-like RoPE support is unrelated to Voxtral TTS support." }, { "left": "issue:42503", "right": "issue:42738", "accept": false, - "reason": "ModernVBERT is a specific model request; BERT-like models with RoPE is a broader architectural feature request." + "reason": "ModernVBERT is a specific model request; BERT-like RoPE is a broader architectural feature, not the same change." }, { "left": "issue:42738", "right": "issue:42954", "accept": false, - "reason": "BERT-like models with RoPE and XiaoMi MiMo are not the same concrete change." + "reason": "BERT-like RoPE support and MiMo are unrelated." }, { "left": "issue:42738", "right": "issue:46653", "accept": false, - "reason": "BERT-like models with RoPE and Mirko Privitera are unrelated." + "reason": "BERT-like RoPE support and an off-topic personal-name issue are unrelated." }, { "left": "issue:42954", "right": "issue:44205", "accept": false, - "reason": "XiaoMi MiMo and SAM3-LiteText are different model requests." + "reason": "MiMo and SAM3-LiteText are different model requests." + }, + { + "left": "issue:37334", + "right": "issue:42954", + "accept": false, + "reason": "LLMDet and MiMo are unrelated model families." }, { "left": "issue:42954", "right": "issue:43671", "accept": false, - "reason": "XiaoMi MiMo and Qwen3-TTS are unrelated models/modalities." + "reason": "MiMo and Qwen3-TTS target different models and tasks." }, { - "left": "issue:42954", - "right": "issue:45177", + "left": "issue:42503", + "right": "issue:42954", "accept": false, - "reason": "XiaoMi MiMo and DeepSeek-OCR2 are different model additions." + "reason": "ModernVBERT and MiMo are unrelated model requests." }, { "left": "issue:42954", - "right": "issue:46653", + "right": "issue:45177", "accept": false, - "reason": "XiaoMi MiMo and Mirko Privitera are unrelated." + "reason": "MiMo and DeepSeek-OCR2 are different model integrations." }, { "left": "issue:43671", "right": "issue:43837", "accept": false, - "reason": "Qwen3-TTS and Qwen3-ASR share a family name but request different modality support and code paths." + "reason": "Same vendor family and audio domain, but TTS and ASR are different concrete changes." }, { "left": "issue:43671", "right": "issue:45027", "accept": false, - "reason": "Qwen3-TTS and Voxtral TTS are different audio model integrations." + "reason": "Both are TTS-related, but Qwen3-TTS and Voxtral-TTS are different model integrations." }, { "left": "issue:43671", "right": "issue:45177", "accept": false, - "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated model requests." + "reason": "Qwen3-TTS support and DeepSeek-OCR2 are unrelated." }, { "left": "issue:43671", "right": "issue:44121", "accept": false, - "reason": "Qwen3-TTS and the sparse transformer request are different changes." - }, - { - "left": "issue:43837", - "right": "issue:43909", - "accept": false, - "reason": "Qwen3-ASR and LFM2.5 Audio are different audio model requests." + "reason": "TTS support and sparse-transformer support are unrelated code paths." }, { - "left": "issue:43837", - "right": "issue:45322", + "left": "issue:41115", + "right": "issue:45027", "accept": false, - "reason": "Qwen3-ASR and EUPE are unrelated model additions." + "reason": "MiniCPM3 architecture work is unrelated to Voxtral TTS support." }, { "left": "issue:43837", - "right": "issue:44121", - "accept": false, - "reason": "Qwen3-ASR and the weight-sparse transformer request are different models." - }, - { - "left": "issue:43909", - "right": "issue:44205", - "accept": false, - "reason": "LFM2.5 Audio and SAM3-LiteText are different modalities and models." - }, - { - "left": "issue:43909", - "right": "issue:46645", - "accept": false, - "reason": "LFM2.5 Audio and Granite SWA+sink are not the same change." - }, - { - "left": "issue:44121", - "right": "issue:45322", + "right": "issue:45027", "accept": false, - "reason": "OpenAI sparse transformer and EUPE are different model requests." + "reason": "Both are audio models, but ASR vs TTS and different families make this non-duplicate." }, { - "left": "issue:43837", + "left": "issue:37015", "right": "issue:45027", "accept": false, - "reason": "Qwen3-ASR and Voxtral TTS are different audio model integrations." + "reason": "NeoBERT and Voxtral TTS are unrelated model requests." }, { - "left": "issue:37015", + "left": "issue:37334", "right": "issue:45027", "accept": false, - "reason": "NeoBERT and Voxtral TTS are unrelated model requests." + "reason": "LLMDet and Voxtral TTS are unrelated." }, { "left": "issue:43837", "right": "issue:45177", "accept": false, - "reason": "Qwen3-ASR and DeepSeek-OCR2 are different model integrations." + "reason": "Qwen3-ASR and DeepSeek-OCR2 are unrelated tasks." }, { "left": "issue:45322", "right": "issue:46133", "accept": false, - "reason": "EUPE and TIPSv2 are distinct model requests." + "reason": "Both are vision-language related, but EUPE and TIPSv2 are distinct model requests." + }, + { + "left": "issue:42954", + "right": "issue:46653", + "accept": false, + "reason": "MiMo and an off-topic personal-name issue are clearly unrelated." }, { "left": "issue:42503", "right": "issue:46653", "accept": false, - "reason": "ModernVBERT and Mirko Privitera are unrelated." + "reason": "ModernVBERT and an off-topic personal-name issue are clearly unrelated." }, { "left": "issue:45027", "right": "issue:46653", "accept": false, - "reason": "Voxtral TTS and Mirko Privitera are unrelated." + "reason": "Voxtral TTS support and an off-topic personal-name issue are unrelated." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Sparse-transformer request and EUPE are unrelated model additions." } ] }, @@ -19747,12 +21199,12 @@ "soft_pairs": [ "issue:38740|issue:46443" ], - "prepared_review_unit_hash": "91b4c2a1cdb928b603d0ade6273f264844371fd153f1c785ad24198984684e28", + "prepared_review_unit_hash": "4a6a4611bf5d03bbea4b44043007eb745962151c8b6de1f9f679d3ad50373986", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1505, + "serialized_chars": 1506, "estimated_input_tokens": 377, "estimated_eval_tokens": 1010 }, @@ -19760,7 +21212,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1505, + "serialized_chars": 1506, "estimated_input_tokens": 377, "estimated_eval_tokens": 1010 }, @@ -19769,18 +21221,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are not duplicates: one is a docs request to add Pruna as an optimization framework, while the other is a Vision RoPE refactor. They concern different areas and different types of work.", + "summary": "The two issues are unrelated: one is a documentation request about adding Pruna as an optimization framework, the other is a Vision RoPE refactor. The soft similarity is superficial and should not be treated as a duplicate pair.", "confidence": 0.98, - "canonical_issue_reason": null, + "canonical_issue_reason": "issue:46443 is the more substantive technical issue and the only one describing an actual code change area; issue:38740 is a docs-only request.", "canonical_pr_reason": null, - "best_issue_reason": "No canonical issue for this cluster; the items are unrelated. If a representative is needed, issue 46443 is the more substantive technical issue, while issue 38740 is a docs-only request.", + "best_issue_reason": "issue:46443 best represents the cluster if one must be chosen, because it targets a concrete implementation refactor rather than a documentation addition.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:38740", "right": "issue:46443", "accept": false, - "reason": "Different topics and work types: documentation feature request vs. Vision RoPE refactor. No shared code path or duplicate bug/change signal." + "reason": "Different subjects and scopes: docs addition for an optimization framework vs a Vision RoPE refactor. No shared code path, target, or concrete bug/change." } ] }, @@ -19810,7 +21262,7 @@ "soft_pairs": [ "issue:41084|issue:43037" ], - "prepared_review_unit_hash": "6220ee29d515d7d2319e5148380d981c1e00c10fe67b6fe9dd7520d4395de324", + "prepared_review_unit_hash": "3a70b2e746172a9058ef1934ddd0eb8da36c062e739631b861698601815a01ef", "component_budget": { "node_count": 2, "item_count": 2, @@ -19832,18 +21284,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are not duplicates: one is about block decoding behavior, the other about adding DeepSeek v3.2 support. They describe different features/problems with no clear overlap.", + "summary": "The two issues are about different topics: block decoding versus DeepSeek v3.2 support. They do not appear to be duplicates or the same underlying request.", "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Neither issue is a good canonical duplicate target because they concern different underlying requests; no single issue should absorb the other.", + "best_issue_reason": "No single canonical issue here; the issues are unrelated and should not be collapsed into one duplicate set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41084", "right": "issue:43037", "accept": false, - "reason": "Different topics and likely different code paths: block decoding versus model/version support. The titles do not indicate the same underlying bug or change." + "reason": "Titles indicate different problem spaces: block decoding implementation vs model/version support. No shared target or evidence of the same underlying bug/change." } ] }, @@ -19873,7 +21325,7 @@ "soft_pairs": [ "issue:41306|issue:41826" ], - "prepared_review_unit_hash": "16a908e4bd9fb4d75315aef4fa875bbbc3bec4f00a58b6d551d59b17ea5a15b5", + "prepared_review_unit_hash": "87b0e135efebb4cd18d30e80e0f0743743e9cb7e1f0d8bb6a8d8619df6971605", "component_budget": { "node_count": 2, "item_count": 2, @@ -19895,18 +21347,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are separate feature requests in different areas of model optimization: one for a `from_pretrained()` flag for TiledFusedLogitsLoss/FLCE, and one for integrating TiledMLP to reduce memory footprint. They do not look like duplicates.", - "confidence": 0.94, - "canonical_issue_reason": "Issue 41306 is the more concrete, narrowly scoped request and is a better representative of the cluster than the broader TiledMLP proposal.", + "summary": "These are two separate feature requests: one about enabling TiledFusedLogitsLoss/Liger FLCE via `from_pretrained()`, and the other about integrating TiledMLP for lower memory usage. They do not describe the same underlying change.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 41306 is the more concrete and self-contained request, centered on a specific `from_pretrained()` flag for TiledFusedLogitsLoss/FLCE; issue 41826 is a distinct TiledMLP memory-footprint feature request.", "canonical_pr_reason": null, - "best_issue_reason": "41306 is the best single issue to anchor the cluster, but only as a representative; the two issues are not the same underlying change.", + "best_issue_reason": "Issue 41306 is the best representative because it targets a precise API behavior and a specific model-loading integration point, whereas 41826 is a broader and unrelated architecture optimization request.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41306", "right": "issue:41826", "accept": false, - "reason": "Different components and changes: `from_pretrained()` support for FLCE/TiledFusedLogitsLoss vs. integrating TiledMLP for memory reduction. No shared code path or same concrete fix." + "reason": "Different features and code paths: FLCE/from_pretrained integration versus TiledMLP memory-footprint integration. They are not the same underlying bug or change." } ] }, @@ -19936,7 +21388,7 @@ "soft_pairs": [ "issue:43598|issue:43600" ], - "prepared_review_unit_hash": "ad65975a5ad6533f81ab6921e175974a4ee6b2892b292aa23dfa034adafec652", + "prepared_review_unit_hash": "bf7e3483b7502fca9d4d10e0b233bd5c79c4990b50f46b34cc66fd83c1758a71", "component_budget": { "node_count": 2, "item_count": 2, @@ -19958,18 +21410,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related to Trainer extensibility, but they describe different problems: one is about `remove_unused_column` customization, the other about FLOPS estimation for custom trainers. They should not be merged as duplicates.", - "confidence": 0.95, - "canonical_issue_reason": "No clear duplicate cluster here; issue 43598 is the more specific Trainer customization request, but it does not subsume FLOPS estimation.", + "summary": "The two issues are related only at a high level through custom-trainer extensibility, but they describe different behaviors: one about `remove_unused_column` in `Trainer`, the other about FLOPS estimation for custom trainers. They should not be treated as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": "No canonical issue: #43598 targets data-column pruning customizability, while #43600 targets FLOPS accounting for custom trainers; they are separate problems.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43598 is the clearest, most focused issue in the pair, but it is not a good global representative because the other issue targets a separate behavior.", + "best_issue_reason": "If forced to pick a representative for the loose theme of custom-trainer support, #43598 is the broader fit, but it does not subsume #43600.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43598", "right": "issue:43600", "accept": false, - "reason": "Different underlying bugs/features: `remove_unused_column` behavior vs FLOPS accounting for custom trainers. They share the Trainer area but not the same code-path problem." + "reason": "Same broad area (custom trainers) but different concrete bugs and fixes: `remove_unused_column` behavior vs FLOPS estimation. Not a duplicate." } ] }, @@ -19999,7 +21451,7 @@ "soft_pairs": [ "issue:43684|issue:44405" ], - "prepared_review_unit_hash": "5dea15269b52525eaac8f50e2ee5a8801809de06689ebc38744c95a3e7cec289", + "prepared_review_unit_hash": "fcc9f99f3583e1f5e5ad64ccadf7948f24bfad5c43017734157aeab243a9c643", "component_budget": { "node_count": 2, "item_count": 2, @@ -20021,18 +21473,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are not duplicates: one asks for Qwen3-Omni model registration in AutoModel/AutoModelForConditionalGeneration, while the other asks for AutoModelForSequenceClassification support for Qwen3.5. They target different model families and different APIs.", - "confidence": 0.98, - "canonical_issue_reason": "No canonical issue exists here; 43684 and 44405 are distinct feature requests. If forced to pick a representative, 43684 is the broader registration/API request, but it does not subsume 44405.", + "summary": "The two issues concern different Qwen model support gaps: one is about registering Qwen3-Omni with AutoModel/AutoModelForConditionalGeneration, while the other requests AutoModelForSequenceClassification support for Qwen3.5. They are related to model integration but not the same bug/change.", + "confidence": 0.95, + "canonical_issue_reason": "Neither issue is a clear duplicate of the other. If forced to choose a single representative, issue #43684 is the broader model-registration request, but it does not subsume the Qwen3.5 sequence-classification support request.", "canonical_pr_reason": null, - "best_issue_reason": "43684 is the better representative of the set only because it is broader and more general, but it is not a duplicate of 44405.", + "best_issue_reason": "Issue #43684 is the broader canonical issue candidate because it targets core model registration in the auto classes, which is a common upstream integration task.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43684", "right": "issue:44405", "accept": false, - "reason": "Different requests for different capabilities: Qwen3-Omni registration vs Qwen3.5 sequence classification support. They do not describe the same underlying bug or change." + "reason": "Different model families and different target auto classes: Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration versus Qwen3.5 AutoModelForSequenceClassification support. Related area, but not the same underlying change." } ] }, @@ -20069,12 +21521,12 @@ "issue:43845|issue:43859", "issue:43846|issue:43859" ], - "prepared_review_unit_hash": "f8741b1516caade0832903d063ef2492758df46f7367eafec7ce2abad271b2ab", + "prepared_review_unit_hash": "5794a45923b6c3f67d549a66240ad0331d83db1eb539067ea69e28c5395048eb", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4262, + "serialized_chars": 4264, "estimated_input_tokens": 1066, "estimated_eval_tokens": 2388 }, @@ -20082,7 +21534,7 @@ "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4262, + "serialized_chars": 4264, "estimated_input_tokens": 1066, "estimated_eval_tokens": 2388 }, @@ -20091,48 +21543,48 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All four issues are very low-signal and only share superficial title similarity; there\u2019s not enough evidence to confirm any pair is the same underlying bug. The three \"huggingface\" issues look like near-duplicates, but the available metadata is too sparse to accept merges confidently.", - "confidence": 0.72, - "canonical_issue_reason": "Issue 43845 is the cleanest representative because it is one of the repeated \"huggingface\" reports and is the earliest of that set; however, none of these issues has enough detail to be strongly canonical.", + "summary": "These are low-information issues with mostly identical titles and no concrete repro/details, so there is not enough evidence to confidently merge them as the same underlying bug. The repeated \"huggingface \" issues look similar on the surface, but I would keep the triage conservative here.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 43845 is the best placeholder canonical among the near-identical \"huggingface \" reports because it is one of the repeated-title items and is earlier than 43846/43859. That said, the evidence is weak and the cluster may simply be low-quality duplicate noise.", "canonical_pr_reason": null, - "best_issue_reason": "43845 is the best issue candidate because it is the earliest of the repeated-title cluster and is as representative as the others given the lack of body/target details.", + "best_issue_reason": "43845 is the most suitable global issue anchor only because it matches the repeated title pattern and is an early instance in that subgroup; it is not a strong semantic canonical due to missing details.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43835", "right": "issue:43845", "accept": false, - "reason": "Only weak title similarity; no body details, targets, filenames, or references to show the same underlying issue." + "reason": "Different titles and no shared concrete description, files, or targets; similarity is too weak to conclude the same underlying issue." }, { "left": "issue:43835", "right": "issue:43846", "accept": false, - "reason": "Only weak title similarity; the metadata is too sparse to confirm a shared bug." + "reason": "Same as above: no substantive evidence beyond vague text similarity." }, { "left": "issue:43835", "right": "issue:43859", "accept": false, - "reason": "Only weak title similarity; no substantive evidence they describe the same problem." + "reason": "No meaningful issue-level evidence tying \"Fett\" to the repeated \"huggingface\" reports." }, { "left": "issue:43845", "right": "issue:43846", "accept": false, - "reason": "Titles match, but there is still no concrete evidence from the bodies or metadata that they are the same issue." + "reason": "Identical titles and close timing suggest possible duplicate spam, but the bodies are too sparse to confirm the same underlying bug." }, { "left": "issue:43845", "right": "issue:43859", "accept": false, - "reason": "Same repeated title, but the available information is insufficient to safely deduplicate." + "reason": "Very similar titles, but still no concrete problem statement or repro to prove they are the same issue." }, { "left": "issue:43846", "right": "issue:43859", "accept": false, - "reason": "Same repeated title, but no deeper evidence links them to the same underlying report." + "reason": "Identical vague titles are not enough on their own; there is no substantive bug/change detail to safely merge them." } ] }, @@ -20177,106 +21629,106 @@ "issue:44573|issue:47036", "issue:44573|issue:44937" ], - "prepared_review_unit_hash": "ec98ff6993f06313f3e7a0479ace1b0775c408037433ec227ca68c868e450cb1", + "prepared_review_unit_hash": "54041e4e556c37dc7c89140cd320ad461e09ca510efc0750b54d1dce1ad76012", "component_budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 12, - "serialized_chars": 7358, - "estimated_input_tokens": 1840, - "estimated_eval_tokens": 3936 + "serialized_chars": 7349, + "estimated_input_tokens": 1838, + "estimated_eval_tokens": 3932 }, "budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 12, - "serialized_chars": 7358, - "estimated_input_tokens": 1840, - "estimated_eval_tokens": 3936 + "serialized_chars": 7349, + "estimated_input_tokens": 1838, + "estimated_eval_tokens": 3932 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster looks like a grab bag of unrelated low-quality/spam issues rather than true duplicates. The titles overlap only superficially, and there\u2019s no body or linkage evidence tying them to the same underlying problem.", - "confidence": 0.34, - "canonical_issue_reason": "issue:44371 is the clearest generic spam placeholder and the most defensible stand-in for the cluster, but the items are not true duplicates.", + "summary": "These issues do not look like true duplicates; most are clearly spam or generic outreach, and the remaining titles are too vague to establish the same underlying bug/report.", + "confidence": 0.86, + "canonical_issue_reason": "Issue 44418 is the best representative only because it is the most normal, project-like title in the set; the others are obvious spam/marketing or similarly low-signal. That said, there is not enough body detail to justify a real duplicate merge.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44371 is the safest single representative only because it is the most generic and least specific entry; however, no issue in this set is a strong canonical duplicate target.", + "best_issue_reason": "44418 is the strongest issue to keep as the cluster representative because it is the least obviously spammy and most plausibly a legitimate project issue.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44371", "right": "issue:44572", "accept": false, - "reason": "Both are spam-like placeholders, but there is no indication they describe the same report or change." + "reason": "Both are just '' with no substantive body or code-path evidence; this is not enough to treat them as the same underlying issue beyond generic spam similarity." }, { "left": "issue:44371", "right": "issue:44573", "accept": false, - "reason": "Generic spam titles alone are not enough to treat these as the same underlying issue." + "reason": "Same as above: two generic spam placeholders, but no concrete shared problem or duplicate-report evidence." }, { "left": "issue:44371", "right": "issue:44418", "accept": false, - "reason": "A documentation suggestion and a spam placeholder are unrelated." + "reason": "One is spam and the other is a generic documentation suggestion; they do not describe the same issue." }, { "left": "issue:44371", "right": "issue:47036", "accept": false, - "reason": "\u2018Community benchmark tip\u2019 is a different topic from a spam placeholder." + "reason": "Spam placeholder versus a generic community benchmark tip; no shared bug or change target." }, { "left": "issue:44371", "right": "issue:44937", "accept": false, - "reason": "\u2018Check out \"Google LLC\"\u2019 appears to be a different spam/promo-style issue, not the same report." + "reason": "Spam placeholder versus an outreach-style title about 'Google LLC'; this is not the same underlying report." }, { "left": "issue:44418", "right": "issue:44572", "accept": false, - "reason": "Documentation enhancement and spam placeholder do not share a concrete underlying problem." + "reason": "Generic documentation suggestion versus spam placeholder; no concrete overlap in subject or fix." }, { "left": "issue:44418", "right": "issue:44573", "accept": false, - "reason": "These have no evidence of describing the same bug or change." + "reason": "Generic documentation suggestion versus spam placeholder; not a duplicate pair." }, { "left": "issue:44572", "right": "issue:44573", "accept": false, - "reason": "Both are spam-like titles, but the text is too generic to conclude they are duplicates." + "reason": "Both are spam placeholders, but there is no evidence they refer to the same real problem rather than repeated junk submissions." }, { "left": "issue:44572", "right": "issue:47036", "accept": false, - "reason": "Different titles and no shared target or code-path evidence." + "reason": "Spam placeholder versus a community benchmark tip; unrelated on title alone." }, { "left": "issue:44572", "right": "issue:44937", "accept": false, - "reason": "These look like separate spam/promotional issues rather than one underlying item." + "reason": "Spam placeholder versus an advertising-like title; no shared issue context." }, { "left": "issue:44573", "right": "issue:47036", "accept": false, - "reason": "No evidence they refer to the same issue; only broad low-quality similarity." + "reason": "Spam placeholder versus a benchmark tip; no concrete common bug or change." }, { "left": "issue:44573", "right": "issue:44937", "accept": false, - "reason": "Different spammy phrasing, but not the same underlying report." + "reason": "Spam placeholder versus an advertising-like title; not the same underlying issue." } ] }, @@ -20306,7 +21758,7 @@ "soft_pairs": [ "issue:45145|issue:45151" ], - "prepared_review_unit_hash": "7bc111a85bea607066a3713dfcc0ce340c94d7e319600c15153ad7bb1770b48f", + "prepared_review_unit_hash": "099f70767522755ba55ad458931905093da67fcd7fe3a0e968f3c0bfa9f04ea7", "component_budget": { "node_count": 2, "item_count": 2, @@ -20328,27 +21780,27 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two closed issues appear to be duplicates: same title, very similar body size, and no distinguishing issue links or filenames. Issue #45145 is the better canonical issue because it was opened first and has the only inbound reference.", - "confidence": 0.98, - "canonical_issue_reason": "#45145 is the earlier report and already has an inbound reference, making it the best representative for this duplicate pair.", + "summary": "The packet shows two closed issues with the exact same title, very similar body lengths, and a soft-similarity signal. With no body text or issue links to distinguish them, they look like likely duplicate reports of the same topic, but the evidence is metadata-based rather than content-rich.", + "confidence": 0.84, + "canonical_issue_reason": "issue:45145 is the better canonical issue because it appears first and has the only inbound reference, which makes it the more likely deduplication target given the limited metadata.", "canonical_pr_reason": null, - "best_issue_reason": "#45145 best captures the cluster because it predates #45151 and appears to be the source issue others referenced.", + "best_issue_reason": "issue:45145 is the best issue candidate for the same reason: among two near-matching issues, it has the stronger linkage signal via the inbound reference and can serve as the representative record.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45145", "right": "issue:45151", "accept": true, - "reason": "Same title and highly similar content strongly indicate the same underlying issue; no evidence suggests they are distinct problems." + "reason": "Same exact title, similar body lengths, and a soft-similarity signal make these look like the same underlying report; the packet does not provide evidence of a meaningful distinction." } ] }, "evaluator_result": { - "accept": true, - "feedback": "Grounded in the packet: the issues share an identical title, similar body size, and no conflicting links or filenames. Choosing #45145 as canonical is conservative and supported by its earlier timestamp plus the single inbound reference. The soft-edge duplicate verdict is appropriately tentative rather than overstated." + "accept": false, + "feedback": "The conclusion is too strong for the packet. The two issues do share the exact title and a soft_similarity signal, but the packet does not provide body text to support claims that they are \"near-identical\" or have \"highly similar bodies.\" The duplicate/canonical reasoning should stay more conservative and grounded in the observed metadata (same title, similar-length bodies, soft similarity, and inbound reference), not assert evidence that isn\u2019t shown." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -20426,7 +21878,7 @@ "soft_pairs": [ "issue:45762|issue:45763" ], - "prepared_review_unit_hash": "c0df5e41a6ba069ddcdf0ea923c4f2a930fcbf12f2e146af1386d4c9dc1c377c", + "prepared_review_unit_hash": "6f93aac706f58a53ab8055fcc455a67304f2bdf19c02b26957cc7fe968423870", "component_budget": { "node_count": 2, "item_count": 2, @@ -20448,18 +21900,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are unrelated spam-like person/date entries and do not describe the same bug, request, or code change.", - "confidence": 0.99, + "summary": "These two closed issues are not duplicates: they mention different people and different birth dates, with no shared context beyond superficial name similarity.", + "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Neither issue is a suitable canonical representative for the other; they appear to be separate, unrelated reports.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45762 (Mirko Privitera 30-09-1990)", - "right": "issue:45763 (Ivan privitera 02-09-1993)", + "left": "issue:45762", + "right": "issue:45763", "accept": false, - "reason": "Different names and dates with no shared problem description, code context, or explicit linkage; not the same underlying issue." + "reason": "Different named individuals and different dates; no evidence they describe the same underlying issue." } ] }, @@ -20489,40 +21941,40 @@ "soft_pairs": [ "issue:45764|issue:45765" ], - "prepared_review_unit_hash": "7816202a97b435d4c87268ee4e0ea51d112ffa9a029be7db991592ba583856f0", + "prepared_review_unit_hash": "2a7bbdaf7c632aed6b9e813cd5c4f9bf7b373466eaa3d289dab3b1e69351de85", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1481, - "estimated_input_tokens": 371, - "estimated_eval_tokens": 998 + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1481, - "estimated_input_tokens": 371, - "estimated_eval_tokens": 998 + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two closed issues do not appear to be duplicates of the same bug/report; they are unrelated name-and-date titles with no body content or linking evidence, so the soft similarity is not enough to cluster them together.", - "confidence": 0.98, - "canonical_issue_reason": null, + "summary": "The two issues are unrelated sparse title-only items with different personal names and dates; there is no evidence they describe the same bug or request.", + "confidence": 0.99, + "canonical_issue_reason": "Issue 45764 is the earlier-created item, so it is the most reasonable placeholder anchor if one must be chosen, but neither issue is a substantive canonical duplicate target.", "canonical_pr_reason": null, - "best_issue_reason": "Neither issue is a good canonical representative because there is no substantive problem description, no shared context, and no evidence they refer to the same underlying issue.", + "best_issue_reason": "Issue 45764 is marginally better as a cluster representative only because it was opened first; otherwise both issues are equally non-informative and unrelated.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45764", "right": "issue:45765", "accept": false, - "reason": "The titles only resemble personal-name records with different names/dates; there is no bug report content, shared target, or concrete evidence of the same underlying issue." + "reason": "Different names and dates in the titles with no shared body, links, or technical context; they do not appear to be the same underlying issue." } ] }, @@ -20552,7 +22004,7 @@ "soft_pairs": [ "issue:45810|issue:46295" ], - "prepared_review_unit_hash": "b82a701199ccfac4a34b7b1729f56e2901c3de82f037f347f27a70a8e0e34d78", + "prepared_review_unit_hash": "782b5e1149a2f861f1fd14895f0f3197434a304c0a5a846f527b511faf4b02c3", "component_budget": { "node_count": 2, "item_count": 2, @@ -20574,7 +22026,7 @@ "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 touch different features and code paths.", + "summary": "The cluster is not a duplicate set: one issue requests Qwen3_5ForTokenClassification support, while the other requests FP8 training support. They describe different features and code paths.", "confidence": 0.97, "canonical_issue_reason": null, "canonical_pr_reason": null, @@ -20585,7 +22037,7 @@ "left": "issue:45810", "right": "issue:46295", "accept": false, - "reason": "Different underlying requests: model-class feature support vs FP8 training support. Similar ML scope is too broad to treat as the same change." + "reason": "Different underlying requests: token classification/value model support vs FP8 training support. No shared concrete bug or change target." } ] }, @@ -20625,12 +22077,12 @@ "issue:45871|issue:45873", "issue:45872|issue:45873" ], - "prepared_review_unit_hash": "2addb4bae2147066253685b10379cdacce6bc25ffb5c0d720029da1b4e674861", + "prepared_review_unit_hash": "90367888b08055ffe161802c1e1ab009dacfc3334538bde9b66bd3b0f9cc613b", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5727, + "serialized_chars": 5726, "estimated_input_tokens": 1432, "estimated_eval_tokens": 3120 }, @@ -20638,7 +22090,7 @@ "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5727, + "serialized_chars": 5726, "estimated_input_tokens": 1432, "estimated_eval_tokens": 3120 }, @@ -20647,66 +22099,66 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster splits into two exact duplicate issue pairs: 45870/45871 and 45872/45873. Issue 45869 is a separate dataset promo/request and does not look like the same underlying issue as the others.", - "confidence": 0.88, - "canonical_issue_reason": "Issue 45870 is the best canonical representative of the exact duplicate pair 45870/45871 because the titles and bodies match closely and it is the earlier report; the 45872/45873 pair is a separate duplicate topic, and 45869 is unrelated.", + "summary": "There are two clear duplicate issue pairs: 45870/45871 and 45872/45873. Issue 45869 looks like a separate dataset/sample listing and is not the same request as the example issues.", + "confidence": 0.97, + "canonical_issue_reason": "Issue 45870 is a strong canonical representative for its duplicate pair because it is the earlier-created copy of the identical \"Example: Financial time series prediction with DataForge\" report and has slightly more discussion activity.", "canonical_pr_reason": null, - "best_issue_reason": "45870 is the strongest keep-open candidate: it is an exact duplicate target with clear evidence, appears earliest in its pair, and is cleaner than the unrelated dataset post.", + "best_issue_reason": "Issue 45870 is the best issue candidate overall because it is a clean, self-contained duplicate target with the clearest generic title among the repeated example reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45869", "right": "issue:45870", "accept": false, - "reason": "Different artifact types/content: a dataset promo vs a financial prediction example. Similar finance wording only, not the same underlying request." + "reason": "Different artifact types: a dataset/sample listing versus an example request. Same finance theme, but not the same underlying issue." }, { "left": "issue:45869", "right": "issue:45871", "accept": false, - "reason": "Same as 45869/45870: broad financial theme only, but the dataset post is not the same issue as the example request." + "reason": "Same as above; the dataset bundle request is distinct from the example issue." }, { "left": "issue:45870", "right": "issue:45871", "accept": true, - "reason": "Same title and matching body length/content pattern; this is an exact duplicate issue report." + "reason": "Identical title and no visible substantive difference; these look like duplicate reports of the same example issue." }, { "left": "issue:45870", "right": "issue:45872", "accept": false, - "reason": "Both mention financial time series, but one is an example request and the other adds a scraping service; these are different underlying issues." + "reason": "Both mention DataForge finance content, but one is an example request and the other adds a scraping-service component, so they are not the same underlying issue." }, { "left": "issue:45870", "right": "issue:45873", "accept": false, - "reason": "Same as 45870/45872: overlapping finance wording, but not the same concrete issue/change." + "reason": "Different requested scope: pure prediction example versus prediction plus scraping service." }, { "left": "issue:45871", "right": "issue:45872", "accept": false, - "reason": "The repeated example request is distinct from the scraping-service themed request; too different to treat as duplicates." + "reason": "An exact example duplicate does not match the broader scraping-service request." }, { "left": "issue:45871", "right": "issue:45873", "accept": false, - "reason": "Same as 45871/45872: related domain, but different underlying request." + "reason": "Same mismatch as above; these are related but distinct requests." }, { "left": "issue:45872", "right": "issue:45873", "accept": true, - "reason": "Same title and matching body length/content pattern; this is an exact duplicate issue report." + "reason": "Identical title and matching body shape; these appear to be duplicate reports of the same DataForge scraping-service request." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is broadly grounded in the packet: 45870/45871 and 45872/45873 have identical titles and identical body lengths, while 45869 is clearly on a different topic by title. The soft-edge verdicts are conservative overall. Minor caution: phrases like \"exact duplicate\" and \"bodies match closely\" go a bit beyond the visible evidence, but not enough to invalidate the clustering conclusion." + "feedback": "The summary is grounded in the packet, and the soft-edge verdicts are conservative overall. The duplicate-pair calls for 45870/45871 and 45872/45873 are supported by identical titles and matching body lengths, and treating 45869 as separate based on its dataset-vs-example title is reasonable." }, "evaluator_used": true, "retried": false, @@ -20733,7 +22185,7 @@ "soft_pairs": [ "issue:46439|issue:46441" ], - "prepared_review_unit_hash": "f5e118ed87ccbe77387000aba7699a5cd94f761e19d282454fa8e6d8640472a6", + "prepared_review_unit_hash": "b726d3cceb7021e6d7cf44cffa632af240a944fdd7f3ecd08a8fded7f038d000", "component_budget": { "node_count": 2, "item_count": 2, @@ -20755,18 +22207,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both issues concern `cache_implementation=\"static\"` and linear-attention/Qwen3.5 behavior, but they appear to describe different failure modes: one is a shape corruption/runtime error during `early_initialization`, the other is a `KeyError` for `linear_attention` on Qwen3.5. Related area, not the same bug.", - "confidence": 0.78, - "canonical_issue_reason": "Issue 46439 is the broader and more concrete regression report: it names the affected code path (`early_initialization`) and the resulting shape corruption/runtime error in linear-attention layers.", + "summary": "These two issues are closely related to static-cache handling around `linear_attention`, but they describe different failure modes and do not clearly collapse into one duplicate bug report.", + "confidence": 0.67, + "canonical_issue_reason": "Issue 46439 is the broader/root-cause style report: it describes `early_initialization` corrupting linear-attention layers and explains the resulting shape/runtime failure, which makes it a better representative for the underlying problem.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46439 is the better representative because it describes the underlying static-cache/linear-attention breakage at the code-path level, rather than a single model-specific crash symptom.", + "best_issue_reason": "46439 is the best issue to keep as canonical because it is more general and diagnostic, while 46441 reads as a specific downstream manifestation (`Qwen3.5` + `KeyError: 'linear_attention'`).", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46439", "right": "issue:46441", "accept": false, - "reason": "Same subsystem, but not clearly the same underlying bug: one report is a shape-corruption `RuntimeError` in `early_initialization`, the other is a `KeyError: 'linear_attention'` on Qwen3.5. Different concrete failures, so do not merge as duplicates." + "reason": "Related but not clearly the same concrete bug: 46439 reports shape corruption/runtime error during `early_initialization`, while 46441 reports a `KeyError` in Qwen3.5 under `cache_implementation=\"static\"`. The shared subsystem is not enough to merge them as duplicates." } ] }, @@ -20796,12 +22248,12 @@ "soft_pairs": [ "issue:46551|issue:46552" ], - "prepared_review_unit_hash": "ea835c21960c303751008c1b01a36ff870740e4ac7f3aef064347f2af5d85d2b", + "prepared_review_unit_hash": "4b15dae5c56f353f83acd176a05781e85394910b32ce8244927822de6a0e4d90", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1706, + "serialized_chars": 1707, "estimated_input_tokens": 427, "estimated_eval_tokens": 1110 }, @@ -20809,7 +22261,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1706, + "serialized_chars": 1707, "estimated_input_tokens": 427, "estimated_eval_tokens": 1110 }, @@ -20818,24 +22270,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two items are duplicate issue reports for the same Wav2Vec2CTCTokenizer v5 special-token delimiter bug; the open issue is the better canonical target.", + "summary": "These are near-identical duplicate issue reports for the same Wav2Vec2CTCTokenizer v5 special-token regression; the open issue is the better canonical thread.", "confidence": 0.99, - "canonical_issue_reason": "Issue #46552 is the open, active report for the exact same title/body as #46551, so it is the better canonical issue to keep discussion consolidated.", + "canonical_issue_reason": "issue #46552 is the same report as #46551 but remains open and already has inbound references, making it the better active tracking issue.", "canonical_pr_reason": null, - "best_issue_reason": "#46552 is the best issue overall because it is still open and has inbound references, making it the most suitable ongoing tracker for this bug.", + "best_issue_reason": "#46552 is the best issue to keep because it is still open and can collect follow-up, while #46551 is closed and offers no additional distinction.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46551", "right": "issue:46552", "accept": true, - "reason": "Same title and body, same underlying tokenizer bug, and no evidence of distinct behavior or scope differences; this is a straightforward duplicate." + "reason": "Same title and same underlying bug description; this is a direct duplicate issue report." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet: both issues have identical titles and body lengths, and the soft pair shows exact similarity. Selecting the open issue with inbound references as the canonical tracker is conservative and supported. The duplicate verdict is appropriately cautious and there is no overstatement of evidence." + "feedback": "The conclusion is grounded in the packet: the two issues have identical titles, identical body length, and a soft-similarity score/Jaccard of 1.0, so treating them as duplicate reports is conservative. The rationale for keeping #46552 as canonical is also supported by its open state and inbound references." }, "evaluator_used": true, "retried": false, @@ -20862,40 +22314,40 @@ "soft_pairs": [ "issue:46657|issue:46692" ], - "prepared_review_unit_hash": "356a4d142419c853f29624a7f75b3258a5a890429870814de2b40dbf83c3d796", + "prepared_review_unit_hash": "3ecb01e42d61aedc96919e2a7c75752445775dded154d8ba713a08e658108f93", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1569, - "estimated_input_tokens": 393, - "estimated_eval_tokens": 1042 + "serialized_chars": 1568, + "estimated_input_tokens": 392, + "estimated_eval_tokens": 1040 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1569, - "estimated_input_tokens": 393, - "estimated_eval_tokens": 1042 + "serialized_chars": 1568, + "estimated_input_tokens": 392, + "estimated_eval_tokens": 1040 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are not duplicates: one reports a tensor-shape mismatch during object-detection training, while the other reports out-of-memory after several epochs in RT-DETR v2 training. They describe different failure modes and likely different root causes.", - "confidence": 0.96, - "canonical_issue_reason": null, + "summary": "These two issues are about different training failures: one reports a tensor shape mismatch, the other an out-of-memory condition after several epochs. They do not look like the same underlying bug.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 46657 is the cleaner representative of the cluster\u2019s apparent training-bug theme because it describes a concrete code-path failure (tensor size mismatch) rather than a resource exhaustion symptom.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46657 is the more concrete and narrowly defined report, with a specific runtime error class that is easier to triage than the broader OOM symptom in 46692.", + "best_issue_reason": "Issue 46657 is the best issue to keep as the representative item because it is a specific, actionable defect report; 46692 appears to be a separate OOM/performance problem.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46657", "right": "issue:46692", "accept": false, - "reason": "Different bugs: a tensor size mismatch versus an out-of-memory condition after some epochs. They do not appear to share the same underlying code-path failure." + "reason": "Different failure modes and likely different root causes: tensor shape mismatch versus memory exhaustion after epochs. They are not the same bug." } ] }, @@ -20925,12 +22377,12 @@ "soft_pairs": [ "issue:46822|issue:46823" ], - "prepared_review_unit_hash": "f041ed90e8d32983d51c9b5bd8d4e051939ff38263b28ab36196409e55ca3b34", + "prepared_review_unit_hash": "caace82fe9e6fe751494f77eb6fcd90bca7766e973805a22c35933bcabb4d978", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1674, + "serialized_chars": 1673, "estimated_input_tokens": 419, "estimated_eval_tokens": 1094 }, @@ -20938,7 +22390,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1674, + "serialized_chars": 1673, "estimated_input_tokens": 419, "estimated_eval_tokens": 1094 }, @@ -20947,18 +22399,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues describe different bugs in different loading paths: one is a ZeRO-3 zero.Init partitioning/OOM problem for a composite VL model, the other is a 4-bit + device_map='auto' + max_memory placement error. They should not be deduplicated.", - "confidence": 0.97, - "canonical_issue_reason": "Issue 46822 is the better canonical issue only within this cluster because it is the more specific, currently open report and clearly states the failing code path and symptom.", + "summary": "These issues are not duplicates: one is a ZeRO-3 zero.Init partitioning/OOM problem in a multimodal submodule, the other is a 4-bit device_map/max_memory dispatch bug that wrongly places modules on CPU. They touch different loading paths and failure modes.", + "confidence": 0.98, + "canonical_issue_reason": "Issue 46822 is the better canonical issue because it is an open, specific bug report with a clear code path and reproducible failure; 46823 describes a different, already-closed loading/dispatch bug.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46822 is the stronger representative for triage because it names the exact affected mechanism (ZeRO-3 zero.Init) and the concrete model structure causing the OOM.", + "best_issue_reason": "Issue 46822 is the best representative of the cluster only in the loose sense that it is the open, concrete bug report; however, the pair is not actually a duplicate set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46822", "right": "issue:46823", "accept": false, - "reason": "Reject: these report unrelated failure modes. 46822 is about ZeRO-3 not partitioning a composite language submodule during multi-GPU loading, while 46823 is about 4-bit auto device mapping incorrectly placing modules on CPU despite sufficient memory." + "reason": "Different underlying bugs: ZeRO-3 zero.Init fails to partition a composite submodule and causes OOM, while 4-bit load_in_4bit with device_map='auto' and max_memory incorrectly dispatches to CPU and raises ValueError. No shared code path or mergeable fix." } ] }, @@ -21040,375 +22492,407 @@ "issue:47120|issue:47256", "issue:47120|issue:47279", "issue:47120|issue:47265", - "issue:47120|issue:47309", + "issue:47102|issue:47120", "issue:47182|issue:47256", "issue:47182|issue:47265", "issue:47182|issue:47279", - "issue:47182|issue:47309", + "issue:47182|issue:47227", "issue:47227|issue:47256", - "issue:47227|issue:47309", "issue:47227|issue:47279", - "issue:47182|issue:47227", "issue:47227|issue:47265", + "issue:47120|issue:47227", "issue:47256|issue:47265", "issue:47256|issue:47279", "issue:47102|issue:47256", "issue:47265|issue:47279", "issue:47265|issue:47309", - "issue:47279|issue:47309" + "issue:47279|issue:47309", + "issue:47182|issue:47309", + "issue:47227|issue:47309", + "issue:47120|issue:47309" ], - "prepared_review_unit_hash": "830cd80cec8ccefa0b5eb077c5af47dc480e39cfdfe6d982f251d5b9d2106e22", + "prepared_review_unit_hash": "833e26f01bd7af519d5f57b9f35fecac8a0d03469e613238e1d28bc116ea70c2", "component_budget": { "node_count": 18, "item_count": 18, - "soft_pair_count": 54, - "serialized_chars": 29497, - "estimated_input_tokens": 7375, - "estimated_eval_tokens": 15006 + "soft_pair_count": 56, + "serialized_chars": 30224, + "estimated_input_tokens": 7556, + "estimated_eval_tokens": 15368 }, "budget": { "node_count": 18, "item_count": 18, - "soft_pair_count": 54, - "serialized_chars": 29497, - "estimated_input_tokens": 7375, - "estimated_eval_tokens": 15006 + "soft_pair_count": 56, + "serialized_chars": 30224, + "estimated_input_tokens": 7556, + "estimated_eval_tokens": 15368 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are sequential dated integration-failure triage threads, not clear duplicates of one underlying bug. The cluster is best treated as a rolling triage series, with the latest open thread as the most useful anchor.", - "confidence": 0.91, - "canonical_issue_reason": "issue:47309 is the latest open triage thread, so it is the best anchor if this series needs one canonical issue; earlier items look like prior daily triage threads rather than duplicates.", + "summary": "This cluster is a run of similarly named daily integration triage issues for \"serge\" across consecutive dates. They look related in topic and template, but not like duplicate reports of one underlying bug; no PRs are present.", + "confidence": 0.79, + "canonical_issue_reason": "issue:47309 is the latest open triage issue in the sequence, so it is the best single representative of the active tracker.", "canonical_pr_reason": null, - "best_issue_reason": "issue:47309 is the most current and still-open discussion point, making it the most suitable issue for future updates, even though the items are not true duplicates.", + "best_issue_reason": "issue:47309 is the most current and still open, making it the most suitable anchor for this cluster if one issue must be chosen.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46906", "right": "issue:46940", "accept": false, - "reason": "Same triage-series template and adjacent dates, but no evidence of the same underlying bug or change." + "reason": "Same triage template and subsystem, but these are dated daily reports; no evidence they describe the same concrete failure." }, { "left": "issue:46906", "right": "issue:46948", "accept": false, - "reason": "These appear to be separate daily triage reports, not one duplicate issue." + "reason": "Similarity comes from the repeated daily triage format, not a shared underlying bug report." }, { "left": "issue:46906", "right": "issue:46969", "accept": false, - "reason": "Date-stamped triage threads; similarity is formatting, not shared root cause." + "reason": "Different dates in a recurring triage series; not enough to treat as one duplicate issue." }, { "left": "issue:46906", "right": "issue:46985", "accept": false, - "reason": "Same recurring triage label, but no concrete evidence they describe the same failure." + "reason": "Looks like another day\u2019s integration triage entry, not the same specific incident." }, { "left": "issue:46906", "right": "issue:47037", "accept": false, - "reason": "Different dated triage threads; likely successive reports, not duplicates." + "reason": "These are sequential triage trackers with the same naming pattern, but no shared concrete failure is visible." }, { "left": "issue:46940", "right": "issue:46948", "accept": false, - "reason": "High textual similarity, but the items look like separate daily triage entries." + "reason": "Recurring daily tracker entries; same broad topic, but not the same underlying bug." }, { "left": "issue:46940", "right": "issue:46969", "accept": false, - "reason": "No shared issue target or code-path evidence; just the same triage template." + "reason": "No evidence that these dated triage issues refer to one exact failure path." }, { "left": "issue:46940", "right": "issue:46985", "accept": false, - "reason": "Recurring daily triage items should not be merged as duplicates without stronger evidence." + "reason": "The overlap is just the repeated triage template and subsystem name." }, { "left": "issue:46940", "right": "issue:46998", "accept": false, - "reason": "Same series, different date; not enough to say it's the same bug." + "reason": "These appear to be separate daily integration-failure trackers, not duplicates." }, { "left": "issue:46948", "right": "issue:46969", "accept": false, - "reason": "These are sequential triage reports, not clearly the same underlying failure." + "reason": "Same recurring report style, but different dates and no concrete shared bug description." }, { "left": "issue:46948", "right": "issue:46985", "accept": false, - "reason": "The similarity is from the shared triage title, not a concrete duplicate signal." + "reason": "The similarity is superficial; these look like separate daily triage instances." }, { "left": "issue:46948", "right": "issue:46998", "accept": false, - "reason": "No bug-level evidence; these look like distinct daily tracking issues." + "reason": "No sign of a single mergeable duplicate issue; just a repeating triage series." }, { "left": "issue:46969", "right": "issue:46985", "accept": false, - "reason": "Likely adjacent daily triage threads rather than one issue." + "reason": "Different daily tracker entries, not the same underlying incident." }, { "left": "issue:46969", "right": "issue:47037", "accept": false, - "reason": "Same monitoring workflow, but separate dated reports." + "reason": "Recurring integration triage issues, but not enough evidence of one shared failure." }, { "left": "issue:46969", "right": "issue:47091", "accept": false, - "reason": "No concrete indication they describe the same failure instance." - }, - { - "left": "issue:46985", - "right": "issue:46998", - "accept": false, - "reason": "These appear to be next-day triage entries, not duplicate bugs." + "reason": "Same broad subsystem and template, but these are separate dated reports." }, { "left": "issue:46985", "right": "issue:47037", "accept": false, - "reason": "Same broad topic only; no evidence of the same root cause." + "reason": "These are sequential triage issues rather than duplicate reports of one bug." }, { "left": "issue:46985", "right": "issue:47049", "accept": false, - "reason": "Date-series similarity alone is insufficient for a duplicate merge." - }, - { - "left": "issue:46985", - "right": "issue:47091", - "accept": false, - "reason": "Different triage days; no explicit shared failure details." + "reason": "No shared concrete failure is visible beyond the repeated title pattern." }, { - "left": "issue:46985", - "right": "issue:47102", + "left": "issue:46998", + "right": "issue:47053", "accept": false, - "reason": "These look like rolling triage logs, not one bug report." + "reason": "Different dates in a daily integration triage series; do not merge as duplicates." }, { "left": "issue:46998", "right": "issue:47037", "accept": false, - "reason": "High Jaccard from templated text, but no shared concrete issue." + "reason": "Similar title, but this looks like a distinct day\u2019s triage item." }, { "left": "issue:46998", "right": "issue:47049", "accept": false, - "reason": "No evidence these refer to the same code-path problem." + "reason": "Same recurring tracker format, not a single underlying bug report." }, { - "left": "issue:46998", - "right": "issue:47053", + "left": "issue:46985", + "right": "issue:46998", "accept": false, - "reason": "Same triage series, but different dates and likely different runs." + "reason": "The shared theme is just the daily triage template." }, { "left": "issue:46998", "right": "issue:47091", "accept": false, - "reason": "Not enough detail to collapse separate daily triage threads." + "reason": "No evidence these dated issues describe the same concrete failure path." }, { "left": "issue:47037", "right": "issue:47049", "accept": false, - "reason": "Adjacent dated triage issues; likely successive tracking, not duplication." - }, - { - "left": "issue:47037", - "right": "issue:47053", - "accept": false, - "reason": "Shared title template only; no concrete duplicate evidence." + "reason": "They are adjacent daily reports, but still separate tracker instances." }, { "left": "issue:47037", "right": "issue:47091", "accept": false, - "reason": "These appear to be separate triage reports for different days." + "reason": "Same subsystem and template, but no proof of one duplicate bug." }, { "left": "issue:47037", - "right": "issue:47102", + "right": "issue:47053", "accept": false, - "reason": "Same rolling triage topic, but not the same underlying bug report." + "reason": "Recurring triage issues should not be merged without a shared specific failure." }, { "left": "issue:47049", "right": "issue:47053", "accept": false, - "reason": "Different dates in the same triage series; no same-bug signal." + "reason": "These are different days\u2019 triage entries, not one issue." }, { "left": "issue:47049", "right": "issue:47091", "accept": false, - "reason": "The similarity is procedural, not about a shared code defect." - }, - { - "left": "issue:47049", - "right": "issue:47102", - "accept": false, - "reason": "No explicit overlap beyond the repeated triage title." + "reason": "Similarity is from the repeated incident-triage wording only." }, { "left": "issue:47053", "right": "issue:47091", "accept": false, - "reason": "These are likely separate daily reports, not a single duplicate issue." + "reason": "No concrete shared code-path failure is evident." }, { "left": "issue:47053", "right": "issue:47102", "accept": false, - "reason": "No evidence of identical bug context or same fix." + "reason": "These look like separate daily integration failure trackers." }, { "left": "issue:47091", "right": "issue:47102", "accept": false, - "reason": "Similar triage-series wording only; not a mergeable duplicate pair." + "reason": "Same broad topic, but not the same underlying bug report." }, { - "left": "issue:47102", - "right": "issue:47256", + "left": "issue:46985", + "right": "issue:47091", "accept": false, - "reason": "Still just the same recurring triage naming pattern, not a concrete duplicate." + "reason": "The cluster is a series of daily reports, not a duplicate pair." }, { - "left": "issue:47120", - "right": "issue:47182", + "left": "issue:47037", + "right": "issue:47102", + "accept": false, + "reason": "No explicit linkage or shared concrete failure is shown." + }, + { + "left": "issue:46985", + "right": "issue:47102", + "accept": false, + "reason": "Different dates in the recurring triage sequence." + }, + { + "left": "issue:47049", + "right": "issue:47102", "accept": false, - "reason": "The titles suggest consecutive daily triage threads, not one issue." + "reason": "The overlap is only the repeated triage label." }, { "left": "issue:47120", - "right": "issue:47256", + "right": "issue:47182", "accept": false, - "reason": "No shared bug description; only shared triage structure." + "reason": "These are daily integration triage issues on different dates, not the same bug." }, { "left": "issue:47120", - "right": "issue:47265", + "right": "issue:47256", "accept": false, - "reason": "These look like separate dated incidents or reports in the same tracker." + "reason": "Same recurring tracker pattern, but no shared concrete incident is visible." }, { "left": "issue:47120", "right": "issue:47279", "accept": false, - "reason": "Same broad integration-failure topic, but not the same underlying defect." + "reason": "Different daily reports; too little evidence for a duplicate merge." }, { "left": "issue:47120", - "right": "issue:47309", + "right": "issue:47265", "accept": false, - "reason": "Different dates and no concrete evidence they are the same failure." + "reason": "Looks like another day in the same triage series, not one issue." }, { - "left": "issue:47182", - "right": "issue:47227", + "left": "issue:47102", + "right": "issue:47120", "accept": false, - "reason": "Likely successive triage entries rather than duplicate bugs." + "reason": "These are separate dated triage entries with the same naming convention." }, { "left": "issue:47182", "right": "issue:47256", "accept": false, - "reason": "Shared template only; not enough to consolidate." + "reason": "No concrete shared failure path; just the same daily triage template." }, { "left": "issue:47182", "right": "issue:47265", "accept": false, - "reason": "No code-path or target overlap shown, just dated triage text." + "reason": "The titles suggest recurring daily tracking, not duplicate bugs." }, { "left": "issue:47182", "right": "issue:47279", "accept": false, - "reason": "These appear to be separate triage notes for different days." + "reason": "Separate daily integration reports; do not collapse them." }, { "left": "issue:47182", - "right": "issue:47309", + "right": "issue:47227", "accept": false, - "reason": "Same monitoring series, but no evidence of the same bug instance." + "reason": "Same subsystem and template, but different dated tracker issues." }, { "left": "issue:47227", "right": "issue:47256", "accept": false, - "reason": "High textual similarity from the recurring triage title, not from bug identity." + "reason": "These appear to be consecutive triage issues rather than duplicates." }, { "left": "issue:47227", - "right": "issue:47265", + "right": "issue:47279", "accept": false, - "reason": "No strong signal that one fix would resolve both." + "reason": "No evidence of a shared underlying bug beyond the repeated title." }, { "left": "issue:47227", - "right": "issue:47279", + "right": "issue:47265", "accept": false, - "reason": "Separate date-stamped triage issues; not the same change request." + "reason": "Recurring daily tracker entries should stay separate." }, { - "left": "issue:47227", - "right": "issue:47309", + "left": "issue:47120", + "right": "issue:47227", "accept": false, - "reason": "These are rolling triage records, not duplicate issue reports." + "reason": "The similarity is superficial; these are different date-stamped triage reports." }, { "left": "issue:47256", "right": "issue:47265", "accept": false, - "reason": "Different daily triage entries; no shared concrete defect." + "reason": "Same triage series, but not the same concrete failure." }, { "left": "issue:47256", "right": "issue:47279", "accept": false, - "reason": "Same series, different report date, no same-bug evidence." + "reason": "No shared issue content is visible beyond the recurring template." + }, + { + "left": "issue:47102", + "right": "issue:47256", + "accept": false, + "reason": "These are separate daily integration failure trackers, not duplicates." }, { "left": "issue:47265", "right": "issue:47279", "accept": false, - "reason": "Nothing indicates these should be merged as one issue." + "reason": "The overlap is only the routine triage naming pattern." }, { "left": "issue:47265", "right": "issue:47309", "accept": false, - "reason": "The overlap is only in the triage template and subsystem name." + "reason": "Different day\u2019s triage entry; not enough evidence for one duplicate bug." }, { "left": "issue:47279", "right": "issue:47309", "accept": false, - "reason": "Separate daily triage items; not a duplicate pair." + "reason": "These look like separate daily incident trackers, not the same underlying failure." + }, + { + "left": "issue:47182", + "right": "issue:47309", + "accept": false, + "reason": "Same broad subsystem, but different dated triage reports." + }, + { + "left": "issue:47227", + "right": "issue:47309", + "accept": false, + "reason": "Recurring integration triage issues should not be merged without a concrete shared bug." + }, + { + "left": "issue:47120", + "right": "issue:47309", + "accept": false, + "reason": "No indication these are duplicate reports of one exact failure." + }, + { + "left": "issue:47256", + "right": "issue:47309", + "accept": false, + "reason": "These are distinct daily triage issues in the same series." + }, + { + "left": "issue:47102", + "right": "issue:47256", + "accept": false, + "reason": "Repeated daily triage format only; no shared concrete incident is shown." + }, + { + "left": "issue:47265", + "right": "issue:47279", + "accept": false, + "reason": "Separate dated tracker issues in the same recurring series." } ] }, @@ -21438,7 +22922,7 @@ "soft_pairs": [ "issue:46983|issue:46984" ], - "prepared_review_unit_hash": "cc07e724d25cd766cce8ab3af73d25aa83406048d1f61785fd177d38e75a5b81", + "prepared_review_unit_hash": "32a8ad28621b5185355c8626380c92176269992c1fa7764e56df2c981883b2a5", "component_budget": { "node_count": 2, "item_count": 2, @@ -21460,27 +22944,27 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two closed issues appear to be duplicates of the same request to add RWKV7 model support. Issue 46984 has slightly more discussion activity, so it is the better canonical/best representative.", - "confidence": 0.98, - "canonical_issue_reason": "Issue 46984 is the better canonical issue because it has more discussion activity and is otherwise the same request as 46983.", + "summary": "These two issues look like probable duplicates: they have identical titles, very similar body lengths, and a strong soft-similarity signal. The packet does not include the issue text or explicit cross-links, so this is best treated as a likely duplicate pair rather than a certainty.", + "confidence": 0.83, + "canonical_issue_reason": "#46983 is the best canonical issue because it is the earlier of two near-duplicate reports with the same title, making it the cleanest representative available from the packet.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46984 is the best issue representative: identical title, same apparent request, and a bit more conversation than 46983.", + "best_issue_reason": "#46983 is the best issue-level representative for the cluster since it was opened first and the available evidence suggests it is the same RWKV7 support request as #46984.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46983", "right": "issue:46984", "accept": true, - "reason": "Same title and clearly the same underlying feature request; strong duplicate signal." + "reason": "Identical titles plus strong soft-similarity make these look like the same feature request, though the evidence is limited because the body text and explicit links are not shown." } ] }, "evaluator_result": { - "accept": true, - "feedback": "Grounded in the packet: both issues share the same title, have high soft-similarity, and 46984 has more discussion activity, so choosing it as the canonical/best representative is conservative. The duplicate wording is appropriately hedged as an appearance rather than a certainty." + "accept": false, + "feedback": "The pair is plausibly related, but the analyst is a bit too definitive for the evidence in the packet. The packet only shows identical titles, similar body size, and a soft-similarity score; it does not include the issue text itself or any explicit cross-links. Saying they are \"almost certainly duplicates\" and the \"same underlying feature/issue\" overstates what is directly supported. A more conservative verdict would be that they are likely duplicates or closely related." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -21504,40 +22988,40 @@ "soft_pairs": [ "issue:47007|issue:47015" ], - "prepared_review_unit_hash": "0dd9446fe2d3c2b809acf8f04ad37a8e756bbff166f915964b262ba3646465c6", + "prepared_review_unit_hash": "532b53a2f9d414a0edcdfdfa1d7ed2da01d99a30d85b7e8efc15e5906892cd4b", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1626, - "estimated_input_tokens": 407, - "estimated_eval_tokens": 1070 + "serialized_chars": 1623, + "estimated_input_tokens": 406, + "estimated_eval_tokens": 1068 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1626, - "estimated_input_tokens": 407, - "estimated_eval_tokens": 1070 + "serialized_chars": 1623, + "estimated_input_tokens": 406, + "estimated_eval_tokens": 1068 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are thematically close, but they read as different discussions: one is a lessons-learned piece about using advanced LLMs, while the other is a broader transformers-based vulnerability discovery system concept. I would not treat them as duplicates.", - "confidence": 0.89, - "canonical_issue_reason": "Issue 47015 is the more direct and broadly framed representative of the shared AI/cybersecurity theme, but the pair does not appear to be the same underlying request.", + "summary": "The two issues are topically similar but do not describe the same concrete bug, feature request, or code-path change. They read more like overlapping article/proposal titles about AI-based vulnerability discovery than duplicates.", + "confidence": 0.37, + "canonical_issue_reason": "Issue 47015 is the cleaner, more general framing of the shared topic, so it is the better representative if one must be chosen.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 47015 is the better single representative for this cluster because it is more concrete and central, whereas 47007 is more of an experiential/lessons-oriented writeup.", + "best_issue_reason": "47015 is the best issue to represent the cluster because it is the most concise and broadly descriptive, but there is no strong duplicate relationship here.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:47007", "right": "issue:47015", "accept": false, - "reason": "Same broad topic area, but not the same underlying issue: one focuses on lessons from advanced LLM usage, the other on a novel transformers-based vulnerability discovery system." + "reason": "They are semantically related, but the titles/body cues suggest separate high-level discussions rather than the same underlying bug or change; no concrete shared target or code-path evidence." } ] }, @@ -21567,7 +23051,7 @@ "soft_pairs": [ "issue:47138|issue:47139" ], - "prepared_review_unit_hash": "e0958cc7a35e9fa6bfe9701c6d3ece95e488e8e4701ceb21d395c4cbb05f20f7", + "prepared_review_unit_hash": "9d3aba2b3e76dc60cda5fec6ba4cf8eb8df2a1707a9b3a31ca5c41fcb6192dcc", "component_budget": { "node_count": 2, "item_count": 2, @@ -21589,27 +23073,27 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two open issues are highly similar and likely duplicates: they share the same title, the same body length, very close creation times, and a soft_similarity signal with jaccard 1.0. The packet does not expose the issue bodies, so the duplicate call should be framed conservatively. #47138 has slightly more inbound references and was created first, making it the best canonical anchor.", - "confidence": 0.94, - "canonical_issue_reason": "#47138 is the better canonical issue because it was created first and has slightly more inbound references; the packet shows it is highly similar to #47139, though the body text itself is not visible.", + "summary": "The two issues are near-exact duplicates: same title, same apparent body size, and no differentiating evidence. Issue 47138 is the better canonical choice because it was created slightly earlier and has more inbound references.", + "confidence": 0.99, + "canonical_issue_reason": "Issue 47138 is the earliest of the duplicate pair and already has slightly more inbound references, making it the best canonical issue anchor.", "canonical_pr_reason": null, - "best_issue_reason": "#47138 is the best representative issue to anchor deduping because it is the earliest of the pair and has marginally higher inbound reference activity.", + "best_issue_reason": "Issue 47138 is the best issue to keep as the primary record because it appears first and is already more referenced; issue 47139 is redundant.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:47138", "right": "issue:47139", "accept": true, - "reason": "Same title, identical body length, near-simultaneous creation, and jaccard 1.0 soft_similarity make these very likely duplicates; the body text is not shown, so this is a conservative but acceptable duplicate match." + "reason": "Same title and effectively indistinguishable issue content; these look like the same underlying bug report." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The duplicate call is plausible, but the writeup is a bit too strong for the packet. What is directly supported is: same title, same body length, close creation times, and a soft_similarity signal with jaccard 1.0. The packet does not show the issue bodies, so phrases like \"indistinguishable metadata\" and \"same underlying bug report\" overstate what is visible. A more conservative summary would say the issues are highly similar and likely duplicates, with #47138 having slightly more inbound references." + "accept": true, + "feedback": "The conclusion is well grounded in the packet: the two issues have identical titles, identical body lengths, and only a slight creation-time/inbound-reference difference, so treating them as near-duplicates is conservative. The canonical choice of issue 47138 is supported by being earlier and having more inbound references. No overstatement found." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -21629,6 +23113,7 @@ "nodes": [ "pull_request:43251", "pull_request:43254", + "pull_request:44517", "pull_request:44775", "pull_request:46196", "pull_request:46266", @@ -21642,7 +23127,6 @@ "pull_request:46957", "pull_request:46958", "pull_request:46974", - "pull_request:46990", "pull_request:46995", "pull_request:47003", "pull_request:47077", @@ -21693,27 +23177,26 @@ "pull_request:46266|pull_request:46957", "pull_request:47077|pull_request:47212", "pull_request:47173|pull_request:47184", - "pull_request:47166|pull_request:47173", "pull_request:46376|pull_request:47202", + "pull_request:47166|pull_request:47173", "pull_request:47077|pull_request:47275", "pull_request:44775|pull_request:47275", - "pull_request:46990|pull_request:47336", "pull_request:47275|pull_request:47301", "pull_request:46995|pull_request:47323", "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:47163|pull_request:47284", "pull_request:47003|pull_request:47204", "pull_request:46395|pull_request:47181", - "pull_request:44775|pull_request:47350", "pull_request:47093|pull_request:47275", + "pull_request:44775|pull_request:47350", "pull_request:46196|pull_request:47210", "pull_request:46995|pull_request:47163", - "pull_request:47163|pull_request:47173", "pull_request:46912|pull_request:47082", + "pull_request:47163|pull_request:47173", "pull_request:44775|pull_request:47301", "pull_request:47204|pull_request:47295", "pull_request:46196|pull_request:46995", @@ -21721,321 +23204,326 @@ "pull_request:44775|pull_request:47077", "pull_request:46376|pull_request:46995", "pull_request:47108|pull_request:47350", - "pull_request:46995|pull_request:47181", "pull_request:47294|pull_request:47320", + "pull_request:46995|pull_request:47181", + "pull_request:46267|pull_request:47181", + "pull_request:44517|pull_request:46376", + "pull_request:47093|pull_request:47181", + "pull_request:46836|pull_request:47275", "pull_request:47166|pull_request:47292", - "pull_request:46267|pull_request:47181" + "pull_request:46266|pull_request:47301", + "pull_request:44775|pull_request:47181" ], - "prepared_review_unit_hash": "0a41442cecd1dd67de42980b2516c7aa2c38990f4ce972fb50b597c517b6d636", + "prepared_review_unit_hash": "036998d5e8c5b365cd9115b2dcc5c3d9673af8e55ff6ac13c8aa73a71d1211ad", "component_budget": { "node_count": 76, "item_count": 76, "soft_pair_count": 211, - "serialized_chars": 264338, - "estimated_input_tokens": 66085, - "estimated_eval_tokens": 132426 + "serialized_chars": 263697, + "estimated_input_tokens": 65925, + "estimated_eval_tokens": 132106 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 48, - "serialized_chars": 126844, - "estimated_input_tokens": 31711, - "estimated_eval_tokens": 63678 + "soft_pair_count": 52, + "serialized_chars": 128949, + "estimated_input_tokens": 32238, + "estimated_eval_tokens": 64732 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly a mix of unrelated PRs; there is no single global duplicate cluster. The only strong duplicate-like groups are the `fixed_cross_entropy` kwargs fixes and the CohereASR training-loss double-shift fixes.", - "confidence": 0.87, + "summary": "This cluster is mostly heterogeneous: many unrelated docs/model-addition/test PRs are only weakly similar by subsystem. The only true duplicate-like groups are the fixed_cross_entropy kwargs patch pair and the CohereASR loss double-shift fixes.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 47090 is the cleanest single-purpose fix for the CohereASR double-shift bug, and it overlaps most directly with the other CohereASR variants in the set.", + "canonical_pr_reason": "47090 is the cleanest direct fix for the CohereASR loss double-shift bug: it is narrowly scoped to one code path, preserves the shared loss plumbing, and has an explicit issue link.", "best_issue_reason": null, - "best_pr_reason": "PR 47090 is the best representative for the coherent duplicate subcluster: focused scope, explicit issue link, and the same concrete loss-path bug as the nearby CohereASR PRs.", + "best_pr_reason": "47090 is the strongest representative PR in the cluster because it cleanly fixes a concrete bug with minimal surface area; the rest of the cluster is mostly unrelated changes.", "soft_edge_verdicts": [ { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Same `fixed_cross_entropy` change for issue 43240: both pass supported kwargs through to `nn.functional.cross_entropy` in the same code path." + "reason": "Same fixed_cross_entropy kwargs propagation bug in the same function; near-identical patch." }, { "left": "pull_request:47336", "right": "pull_request:47346", "accept": false, - "reason": "Both touch `save_pretrained`, but they fix different problems: offloading detection vs. a dict-comprehension syntax bug." + "reason": "Same file and tracking issue, but different bugs: offloading-condition logic vs dict-comprehension syntax." }, { "left": "pull_request:46903", "right": "pull_request:47090", "accept": true, - "reason": "Same underlying CohereASR training-loss double-shift bug; both alter the loss call so labels are not shifted twice." + "reason": "Same CohereASR training-loss double-shift bug on the same forward path; 47090 is a narrower variant of the same fix." }, { "left": "pull_request:46903", "right": "pull_request:46958", "accept": true, - "reason": "Same CohereASR double-shift issue and same loss path, just with a different implementation." + "reason": "Same CohereASR loss double-shift bug and same code path; both replace the shifted-loss computation." }, { "left": "pull_request:46958", "right": "pull_request:46974", "accept": false, - "reason": "Different bugs and code paths: CohereASR training loss vs. a MusicGen generate typo." + "reason": "CohereASR loss fix vs MusicGen generate typo; unrelated code paths." }, { "left": "pull_request:47268", "right": "pull_request:47284", "accept": false, - "reason": "Unrelated test fixes for different models; they do not fix the same bug or change." + "reason": "Different models and failures: Zaya test update vs MIMO-V2-Flash test fix." }, { "left": "pull_request:46954", "right": "pull_request:46958", "accept": false, - "reason": "Different failures in different models: pytest-v9 strict-FP32 cleanup vs. CohereASR loss handling." + "reason": "Pytest-v9 fp32/module-list change vs CohereASR loss bug; unrelated." }, { "left": "pull_request:47173", "right": "pull_request:47284", "accept": false, - "reason": "Both are test-related, but they cover different models and different failure modes." + "reason": "XPU test expectation updates vs MIMO-V2-Flash model changes; different issues." }, { "left": "pull_request:47202", "right": "pull_request:47204", "accept": false, - "reason": "Both are CI/docker changes, but one removes a workflow and the other adds exporter dependencies; not the same fix." + "reason": "Different CI changes: workflow deletion vs Dockerfile dependency additions." }, { "left": "pull_request:47284", "right": "pull_request:47292", "accept": false, - "reason": "Different model test updates for different bugs; no shared concrete change." + "reason": "Unrelated model/test fixes in different files and subsystems." }, { "left": "pull_request:47108", "right": "pull_request:47202", "accept": false, - "reason": "Unrelated documentation pin-comment tweak vs. docker-image-builder removal." + "reason": "Doc-builder pin comment tweak vs docker image builder removal; not the same change." }, { "left": "pull_request:47204", "right": "pull_request:47243", "accept": false, - "reason": "Both mention exporter tooling, but one is Dockerfile dependencies and the other is executorch exporter logic fixes." + "reason": "Both exporter-related, but different concrete fixes in different code paths." }, { "left": "pull_request:47077", "right": "pull_request:47078", "accept": false, - "reason": "Both are Japanese doc edits, but they are different translation/wording changes rather than the same content fix." + "reason": "Different Japanese doc edits: DistilBERT doc addition vs wording cleanup." }, { "left": "pull_request:46266", "right": "pull_request:46957", "accept": false, - "reason": "Different feature areas: modernizing DINO conversion/model support vs. finegrained FP8 decode optimization." + "reason": "DINOv2 conversion mapping/model support vs finegrained FP8 decode optimization; unrelated." }, { "left": "pull_request:47077", "right": "pull_request:47212", "accept": false, - "reason": "Different docs: Japanese translation updates vs. KV-cache quantization documentation." + "reason": "Different docs topics: DistilBERT translation vs kv-cache documentation update." }, { "left": "pull_request:47173", "right": "pull_request:47184", "accept": false, - "reason": "Both are accelerator-aware test changes, but they target different models and different assertions." + "reason": "Different test areas: XPU expectation updates vs qwen3_next accelerator decorator change." }, { - "left": "pull_request:47166", - "right": "pull_request:47173", + "left": "pull_request:46376", + "right": "pull_request:47202", "accept": false, - "reason": "Different test suites and different issues; not the same underlying bug." + "reason": "Continuous batching multimodal support vs docker builder removal; unrelated." }, { - "left": "pull_request:46376", - "right": "pull_request:47202", + "left": "pull_request:47166", + "right": "pull_request:47173", "accept": false, - "reason": "Multimodal continuous batching support vs. docker workflow cleanup are unrelated." + "reason": "Different quantization/XPU test suites with no shared bug." }, { "left": "pull_request:47077", "right": "pull_request:47275", "accept": false, - "reason": "Japanese docs work vs. a new model addition; unrelated." + "reason": "Japanese DistilBERT docs vs EfficientViTSAM model addition; unrelated." }, { "left": "pull_request:44775", "right": "pull_request:47275", "accept": false, - "reason": "General docs/navigation changes vs. a new model implementation; not the same change." - }, - { - "left": "pull_request:46990", - "right": "pull_request:47336", - "accept": false, - "reason": "Both involve save/offload infrastructure, but one is orchestration/CI and the other is a specific save_pretrained bug fix." + "reason": "Docs parallelism update vs new model support; different changes." }, { "left": "pull_request:47275", "right": "pull_request:47301", "accept": false, - "reason": "Completely different work: model addition vs. assisted-decoding documentation." + "reason": "EfficientViTSAM model addition vs assisted-decoding docs; unrelated." }, { "left": "pull_request:46995", "right": "pull_request:47323", "accept": false, - "reason": "MLU flash-linear-attention availability vs. DeepGEMM multi-device fixes are different kernels and different bugs." + "reason": "Flash-linear-attention availability check vs DeepGEMM multi-device fix; different utilities." }, { "left": "pull_request:46912", "right": "pull_request:47179", "accept": false, - "reason": "RoPE test coverage and Granite-swa model support are unrelated." + "reason": "RoPE test expansion vs Granite-swa model support; unrelated." }, { "left": "pull_request:47216", "right": "pull_request:47275", "accept": false, - "reason": "Compressed-tensors fp8 support vs. EfficientVit-SAM model addition are unrelated." + "reason": "Compressed-tensors fp8 docs/code vs EfficientViTSAM model addition; unrelated." }, { "left": "pull_request:46196", "right": "pull_request:47202", "accept": false, - "reason": "SDPA dispatch support and docker workflow deletion are unrelated changes." + "reason": "SDPA dispatch support vs docker workflow removal; different areas." }, { - "left": "pull_request:46912", - "right": "pull_request:47284", + "left": "pull_request:46836", + "right": "pull_request:47275", "accept": false, - "reason": "RoPE testing and Mimo-v2-flash test fixes are unrelated." + "reason": "Unlimited OCR model support vs EfficientViTSAM model support; different models." }, { - "left": "pull_request:47163", - "right": "pull_request:47284", + "left": "pull_request:47093", + "right": "pull_request:47181", "accept": false, - "reason": "Both are test fixes, but for different models and different issues." + "reason": "OpenPangu-V2 and Cosmos3 Edge are different model additions." }, { - "left": "pull_request:46836", - "right": "pull_request:47202", + "left": "pull_request:44775", + "right": "pull_request:47350", "accept": false, - "reason": "Unlimited OCR model addition vs. docker builder removal are unrelated." + "reason": "Docs parallelism update vs Inkling docs/model stub; unrelated." }, { - "left": "pull_request:47003", - "right": "pull_request:47204", + "left": "pull_request:46196", + "right": "pull_request:47210", + "accept": false, + "reason": "Both touch SDPA, but one is model dispatch support and the other is packed-row varlen routing; different code paths." + }, + { + "left": "pull_request:46995", + "right": "pull_request:47163", "accept": false, - "reason": "OpenVINO exporter work vs. Dockerfile exporter-test dependencies are different changes." + "reason": "Flash-linear-attention availability vs paged-attention XPU tests; unrelated." }, { - "left": "pull_request:46395", + "left": "pull_request:46267", "right": "pull_request:47181", "accept": false, - "reason": "Param2MoE and Cosmos3 Edge are separate model additions." + "reason": "Serve chat parsing update vs Cosmos3 Edge model support; unrelated." }, { - "left": "pull_request:44775", - "right": "pull_request:47350", + "left": "pull_request:44517", + "right": "pull_request:46376", "accept": false, - "reason": "Docs parallelism update vs. Inkling model/docs addition are unrelated." + "reason": "Qwen3-TTS model support vs continuous batching multimodal support; different features." }, { "left": "pull_request:47093", "right": "pull_request:47275", "accept": false, - "reason": "OpenPangu-V2 model support and EfficientVit-SAM support are unrelated features." + "reason": "OpenPangu-V2 model support vs EfficientViTSAM model support; different model families." }, { - "left": "pull_request:46196", + "left": "pull_request:46836", "right": "pull_request:47210", "accept": false, - "reason": "Both involve attention internals, but SDPA dispatch support and packed-varlen routing are distinct code paths." + "reason": "Unlimited OCR model addition vs packed SDPA varlen routing; unrelated." }, { - "left": "pull_request:46995", - "right": "pull_request:47163", + "left": "pull_request:47166", + "right": "pull_request:47292", "accept": false, - "reason": "Flash-linear-attention availability and paged-attention test support are different problems." + "reason": "Different XPU-related test tweaks in unrelated model suites." }, { - "left": "pull_request:47163", - "right": "pull_request:47173", + "left": "pull_request:46266", + "right": "pull_request:47301", "accept": false, - "reason": "Both are accelerator test updates, but they address different test files and different expectations." + "reason": "DINOv2 conversion/model support vs assisted-decoding docs; unrelated." }, { - "left": "pull_request:46912", - "right": "pull_request:47292", + "left": "pull_request:44775", + "right": "pull_request:47077", "accept": false, - "reason": "RoPE tests vs. XPU test adjustments for tipsv2_dpt are unrelated." + "reason": "General docs parallelism reorg vs Japanese DistilBERT translation; unrelated." }, { - "left": "pull_request:47216", - "right": "pull_request:47275", + "left": "pull_request:47163", + "right": "pull_request:47301", "accept": false, - "reason": "Compressed-tensors fp8 support and EfficientVit-SAM model support are unrelated." + "reason": "Paged-attention XPU test updates vs assisted-decoding docs; unrelated." }, { - "left": "pull_request:46196", - "right": "pull_request:46995", + "left": "pull_request:47181", + "right": "pull_request:47350", "accept": false, - "reason": "Different backend support changes: SDPA dispatch vs. flash-linear-attention availability." + "reason": "Cosmos3 Edge model support vs Inkling docs/model stub; unrelated." }, { - "left": "pull_request:47077", - "right": "pull_request:47301", + "left": "pull_request:46912", + "right": "pull_request:47323", "accept": false, - "reason": "Japanese translation updates and MTP docs are unrelated documentation changes." + "reason": "RoPE tests vs DeepGEMM multi-device fix; different problems." }, { - "left": "pull_request:44775", - "right": "pull_request:47077", + "left": "pull_request:47077", + "right": "pull_request:47301", "accept": false, - "reason": "Different documentation subsystems and different edits." + "reason": "Japanese DistilBERT docs vs MTP docs; unrelated." }, { - "left": "pull_request:46376", + "left": "pull_request:46196", "right": "pull_request:46995", "accept": false, - "reason": "Continuous batching multimodal support and flash-linear-attention availability are unrelated." + "reason": "Same broad attention/availability area, but different concrete fixes and code paths." }, { - "left": "pull_request:47108", - "right": "pull_request:47350", + "left": "pull_request:47294", + "right": "pull_request:47320", "accept": false, - "reason": "Doc-builder pin comment cleanup vs. Inkling docs/model work are unrelated." + "reason": "Kernel-native causal_conv1d work vs response-schema deprecation; unrelated." }, { - "left": "pull_request:46995", - "right": "pull_request:47181", + "left": "pull_request:46836", + "right": "pull_request:47350", "accept": false, - "reason": "Flash-linear-attention availability and Cosmos3 Edge model support are unrelated." + "reason": "Unlimited OCR model support vs Inkling docs/model stub; unrelated." }, { - "left": "pull_request:47294", - "right": "pull_request:47320", + "left": "pull_request:47108", + "right": "pull_request:47323", "accept": false, - "reason": "Kernel-native causal_conv1d support and response_schema deprecation are unrelated." + "reason": "Doc-builder comment change vs DeepGEMM multi-device fix; unrelated." }, { - "left": "pull_request:47166", - "right": "pull_request:47292", + "left": "pull_request:44775", + "right": "pull_request:47181", "accept": false, - "reason": "Different quantization/test suites with different accelerator expectations." + "reason": "Docs parallelism overhaul vs Cosmos3 Edge model support; unrelated." }, { - "left": "pull_request:46267", + "left": "pull_request:47093", "right": "pull_request:47181", "accept": false, - "reason": "Serve chat parsing updates and Cosmos3 Edge model support are unrelated." + "reason": "OpenPangu-V2 and Cosmos3 Edge are different model support PRs." } ] }, @@ -22070,7 +23558,6 @@ "pull_request:46895", "pull_request:46912", "pull_request:46957", - "pull_request:46990", "pull_request:47069", "pull_request:47078", "pull_request:47082", @@ -22083,6 +23570,7 @@ "pull_request:47175", "pull_request:47179", "pull_request:47181", + "pull_request:47184", "pull_request:47204", "pull_request:47210", "pull_request:47216", @@ -22099,14 +23587,11 @@ "pull_request:47322", "pull_request:47323", "pull_request:47336", - "pull_request:47344" + "pull_request:47344", + "pull_request:47350", + "pull_request:47352" ], "soft_pairs": [ - "pull_request:44517|pull_request:46376", - "pull_request:47093|pull_request:47181", - "pull_request:46836|pull_request:47275", - "pull_request:46266|pull_request:47301", - "pull_request:44775|pull_request:47181", "pull_request:47093|pull_request:47143", "pull_request:47082|pull_request:47210", "pull_request:47093|pull_request:47163", @@ -22119,11 +23604,8 @@ "pull_request:47179|pull_request:47210", "pull_request:46266|pull_request:47336", "pull_request:47078|pull_request:47275", - "pull_request:46912|pull_request:46990", - "pull_request:46990|pull_request:47181", "pull_request:47175|pull_request:47179", "pull_request:47082|pull_request:47216", - "pull_request:46990|pull_request:47306", "pull_request:47163|pull_request:47179", "pull_request:47275|pull_request:47336", "pull_request:46836|pull_request:47218", @@ -22136,36 +23618,41 @@ "pull_request:47294|pull_request:47344", "pull_request:47218|pull_request:47344", "pull_request:44775|pull_request:46836", - "pull_request:43451|pull_request:46990", "pull_request:46912|pull_request:47078", "pull_request:47113|pull_request:47204", "pull_request:46957|pull_request:47344", "pull_request:47179|pull_request:47301", - "pull_request:47166|pull_request:47218", - "pull_request:47163|pull_request:47218", "pull_request:46912|pull_request:47344", + "pull_request:47218|pull_request:47304", + "pull_request:47166|pull_request:47218", "pull_request:46266|pull_request:46376", + "pull_request:47166|pull_request:47352", "pull_request:47143|pull_request:47320", "pull_request:46912|pull_request:47294", + "pull_request:47184|pull_request:47352", "pull_request:47175|pull_request:47294", - "pull_request:46895|pull_request:47306", + "pull_request:47108|pull_request:47336", + "pull_request:47350|pull_request:47352", "pull_request:46196|pull_request:46376", + "pull_request:46895|pull_request:47306", "pull_request:46196|pull_request:47301", "pull_request:47069|pull_request:47113", - "pull_request:47275|pull_request:47304", "pull_request:44517|pull_request:47301", "pull_request:44517|pull_request:47181", + "pull_request:47275|pull_request:47304", "pull_request:47078|pull_request:47322", "pull_request:47078|pull_request:47243", "pull_request:46912|pull_request:47291", - "pull_request:43451|pull_request:44517", "pull_request:47113|pull_request:47304", + "pull_request:43451|pull_request:44517", + "pull_request:47163|pull_request:47352", "pull_request:44517|pull_request:47143", + "pull_request:43451|pull_request:47352", "pull_request:47243|pull_request:47294", "pull_request:47210|pull_request:47291", "pull_request:46957|pull_request:47301", - "pull_request:46895|pull_request:47298", "pull_request:47294|pull_request:47306", + "pull_request:46895|pull_request:47298", "pull_request:47113|pull_request:47175", "pull_request:47113|pull_request:47243", "pull_request:46895|pull_request:47323", @@ -22173,426 +23660,369 @@ "pull_request:46658|pull_request:47275", "pull_request:47069|pull_request:47175", "pull_request:47069|pull_request:47336", - "pull_request:47069|pull_request:47344" + "pull_request:47069|pull_request:47344", + "pull_request:46957|pull_request:47336", + "pull_request:47184|pull_request:47301", + "pull_request:47069|pull_request:47323" ], - "prepared_review_unit_hash": "f216ad77ea403f1bdf245dbda0d0826fbe3c60bb8137b621bd94b1a244e6b1b6", + "prepared_review_unit_hash": "4aa67c990ed4c31601d6f2af30caae513a8c5b3d5f1667ac5d7946008872bcde", "component_budget": { "node_count": 76, "item_count": 76, "soft_pair_count": 211, - "serialized_chars": 264338, - "estimated_input_tokens": 66085, - "estimated_eval_tokens": 132426 + "serialized_chars": 263697, + "estimated_input_tokens": 65925, + "estimated_eval_tokens": 132106 }, "budget": { - "node_count": 41, - "item_count": 41, + "node_count": 43, + "item_count": 43, "soft_pair_count": 72, - "serialized_chars": 124848, - "estimated_input_tokens": 31212, - "estimated_eval_tokens": 62680 + "serialized_chars": 127962, + "estimated_input_tokens": 31991, + "estimated_eval_tokens": 64238 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is very heterogeneous: model additions, docs-only changes, CI/test updates, and unrelated runtime fixes. I don\u2019t see any true duplicate PR pairs here, so all soft edges should be rejected.", - "confidence": 0.93, + "summary": "This cluster is not a duplicate set: it mixes unrelated model additions, docs-only updates, test tweaks, and backend/runtime fixes across different code paths. No soft edge looks like the same underlying bug or change, so all candidate links should be rejected.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "If forced to pick one anchor, PR 46895 is the cleanest narrowly scoped bug fix with an explicit issue target; however, it is not a good representative for the rest of this broad cluster.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 46895 is the strongest standalone PR in the set because it fixes one concrete training-loss bug with a clear issue link and minimal surface area.", + "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "pull_request:44517", - "right": "pull_request:46376", - "accept": false, - "reason": "Different changes: Qwen3-TTS model/docs vs continuous batching multimodal support." - }, - { - "left": "pull_request:47093", - "right": "pull_request:47181", - "accept": false, - "reason": "Different model additions for unrelated architectures (OpenPangu-V2 vs Cosmos3 Edge)." - }, - { - "left": "pull_request:46836", - "right": "pull_request:47275", - "accept": false, - "reason": "Different model additions (Unlimited OCR vs EfficientViT-SAM), not the same code path." - }, - { - "left": "pull_request:46266", - "right": "pull_request:47301", - "accept": false, - "reason": "Modernizing DINO conversion/model code is unrelated to adding MTP docs." - }, - { - "left": "pull_request:44775", - "right": "pull_request:47181", - "accept": false, - "reason": "Docs-only distributed-training nav change vs a new model support PR." - }, { "left": "pull_request:47093", "right": "pull_request:47143", "accept": false, - "reason": "Different model support PRs for different architectures (OpenPangu-V2 vs NeuCodec)." + "reason": "Different model additions: OpenPangu-V2 vs NeuCodec, with unrelated files and code paths." }, { "left": "pull_request:47082", "right": "pull_request:47210", "accept": false, - "reason": "RoMa model support and packed SDPA varlen routing are unrelated changes." + "reason": "RoMa keypoint matcher addition is unrelated to packed SDPA varlen routing." }, { "left": "pull_request:47093", "right": "pull_request:47163", "accept": false, - "reason": "Model addition vs test-only XPU paged-attention coverage; not the same fix." + "reason": "OpenPangu-V2 model support and paged-attention XPU test coverage are unrelated changes." }, { "left": "pull_request:46266", "right": "pull_request:47216", "accept": false, - "reason": "DINO conversion/model refactor is unrelated to compressed-tensors fp8 support." + "reason": "DINO conversion/model modernizations are unrelated to compressed-tensors FP8 documentation and quantization support." }, { "left": "pull_request:47082", "right": "pull_request:47108", "accept": false, - "reason": "A new model PR and a doc-builder pin comment change are unrelated." + "reason": "RoMa model support and doc-builder pin comment cleanup are unrelated." }, { "left": "pull_request:47108", "right": "pull_request:47301", "accept": false, - "reason": "Doc comment tweak is unrelated to adding MTP docs." + "reason": "Doc-builder comment cleanup is unrelated to assisted decoding docs for MTP." }, { "left": "pull_request:46376", "right": "pull_request:47291", "accept": false, - "reason": "Both touch continuous batching, but one adds multimodal support and the other deprecates config plumbing; not the same bug/change." + "reason": "Continuous batching multimodal support is not the same change as deprecating CB config plumbing." }, { "left": "pull_request:47082", "right": "pull_request:47275", "accept": false, - "reason": "Different model support PRs for different models; no shared underlying change." + "reason": "RoMa model support and EfficientVit-SAM model support are different model integrations." }, { "left": "pull_request:46196", "right": "pull_request:47179", "accept": false, - "reason": "SDPA dispatch for wav2vec2-family models is unrelated to Granite-SWA model support." + "reason": "SDPA dispatch for wav2vec2-family audio models is unrelated to Granite SWA model support." }, { "left": "pull_request:47179", "right": "pull_request:47210", "accept": false, - "reason": "Model support vs packed SDPA varlen routing; different concrete problems." + "reason": "Granite SWA model support is unrelated to packed-row varlen SDPA routing." }, { "left": "pull_request:46266", "right": "pull_request:47336", "accept": false, - "reason": "DINO modernization work is unrelated to fully-offloaded save_pretrained behavior." + "reason": "DINO modernization/conversion work is unrelated to fully offloaded model saving." }, { "left": "pull_request:47078", "right": "pull_request:47275", "accept": false, - "reason": "Japanese docs wording change vs EfficientViT-SAM model addition; unrelated." - }, - { - "left": "pull_request:46912", - "right": "pull_request:46990", - "accept": false, - "reason": "RoPE test updates and FSDP orchestration are different problems." - }, - { - "left": "pull_request:46990", - "right": "pull_request:47181", - "accept": false, - "reason": "FSDP orchestration/loading-saving work is unrelated to Cosmos3 Edge model support." + "reason": "Japanese docs wording cleanup is unrelated to EfficientVit-SAM model integration." }, { "left": "pull_request:47175", "right": "pull_request:47179", "accept": false, - "reason": "Olmo3 CI expectations and Granite-SWA model support are unrelated." + "reason": "Olmo3 CI expectation updates are unrelated to Granite SWA model support." }, { "left": "pull_request:47082", - "right": "pull_request:47210", - "accept": false, - "reason": "Different features: keypoint matcher support vs SDPA packed-sequence attention routing." - }, - { - "left": "pull_request:46266", - "right": "pull_request:47301", + "right": "pull_request:47216", "accept": false, - "reason": "DINO conversion/model work is unrelated to multi-token prediction docs." + "reason": "RoMa model support and compressed-tensors FP8 quantization are unrelated." }, { "left": "pull_request:47163", "right": "pull_request:47179", "accept": false, - "reason": "Paged-attention XPU test coverage is unrelated to Granite-SWA model support." + "reason": "Paged-attention XPU test additions are unrelated to Granite SWA model support." }, { "left": "pull_request:47275", "right": "pull_request:47336", "accept": false, - "reason": "Different changes: EfficientViT-SAM model support vs offloading save fix." + "reason": "EfficientVit-SAM model support is unrelated to offloading save-pretrained fixes." }, { "left": "pull_request:46836", "right": "pull_request:47218", "accept": false, - "reason": "Unlimited OCR model support vs a test image-loading refactor; not the same underlying change." + "reason": "Unlimited OCR model support is unrelated to image-loading test refactoring." }, { "left": "pull_request:46376", "right": "pull_request:47218", "accept": false, - "reason": "Continuous batching multimodal work is unrelated to test image-loading helper refactors." + "reason": "Multimodal continuous batching work is unrelated to shared image-loading test helpers." }, { "left": "pull_request:47210", "right": "pull_request:47304", "accept": false, - "reason": "Packed SDPA routing and a docs-only MPS graph-cache cleanup are unrelated." + "reason": "Packed SDPA varlen routing is unrelated to docs cleanup in perf_train_special." }, { "left": "pull_request:47216", - "right": "pull_request:47344", - "accept": false, - "reason": "Compressed-tensors fp8 support and a kernel version bump are related only broadly, not the same concrete change." - }, - { - "left": "pull_request:44775", - "right": "pull_request:46836", - "accept": false, - "reason": "Distributed-training docs vs new Unlimited OCR model docs/code are unrelated." - }, - { - "left": "pull_request:43451", - "right": "pull_request:46990", + "right": "pull_request:47336", "accept": false, - "reason": "Molmo2 model support and FSDP orchestration are unrelated." + "reason": "Compressed-tensors FP8 support is unrelated to offloaded model saving." }, { - "left": "pull_request:46912", - "right": "pull_request:47294", + "left": "pull_request:46957", + "right": "pull_request:47216", "accept": false, - "reason": "RoPE test tuning and kernel-native causal_conv1d support are different areas and fixes." + "reason": "Finegrained FP8 fused kernel work is unrelated to compressed-tensors quantization docs/support." }, { - "left": "pull_request:47175", - "right": "pull_request:47294", + "left": "pull_request:47108", + "right": "pull_request:47216", "accept": false, - "reason": "Olmo3 CI updates are unrelated to kernel-native causal_conv1d work." + "reason": "Doc-builder comment cleanup is unrelated to compressed-tensors FP8 changes." }, { - "left": "pull_request:46895", - "right": "pull_request:47306", + "left": "pull_request:47216", + "right": "pull_request:47344", "accept": false, - "reason": "CohereASR loss fix and Neuron training experiment scripts are unrelated." + "reason": "Compressed-tensors quantization support is unrelated to bumping the finegrained-fp8 kernels version." }, { - "left": "pull_request:46196", - "right": "pull_request:46376", + "left": "pull_request:47294", + "right": "pull_request:47344", "accept": false, - "reason": "Both relate to generation/attention, but one adds SDPA dispatch and the other adds multimodal continuous batching; not the same bug." + "reason": "Kernel-native causal_conv1d integration is unrelated to a kernels version bump for finegrained-fp8." }, { - "left": "pull_request:47069", - "right": "pull_request:47113", + "left": "pull_request:47218", + "right": "pull_request:47344", "accept": false, - "reason": "A config property typing fix is unrelated to audio feature/processing requirement fixes." + "reason": "Image-loading test refactor is unrelated to the FP8 kernels version bump." }, { - "left": "pull_request:47113", - "right": "pull_request:47294", + "left": "pull_request:44775", + "right": "pull_request:46836", "accept": false, - "reason": "Audio feature/processing requirements and kernel integration changes are unrelated." + "reason": "Docs-only n-d parallelism changes are unrelated to Unlimited OCR model support." }, { - "left": "pull_request:47069", - "right": "pull_request:47175", + "left": "pull_request:46912", + "right": "pull_request:47078", "accept": false, - "reason": "num_labels typing fix is unrelated to Olmo3 CI expectation changes." + "reason": "RoPE test coverage updates are unrelated to Japanese documentation wording edits." }, { - "left": "pull_request:47069", - "right": "pull_request:47336", + "left": "pull_request:47113", + "right": "pull_request:47204", "accept": false, - "reason": "Config typing fix is unrelated to offloading/save_pretrained behavior." + "reason": "Audio feature/proc requirements fixes are unrelated to adding executorch and onnx to torch-light." }, { - "left": "pull_request:47069", + "left": "pull_request:46957", "right": "pull_request:47344", "accept": false, - "reason": "num_labels property typing and FP8 kernel version bump are unrelated." + "reason": "Fused grouped/batched FP8 runtime changes are unrelated to a kernels version bump only." }, { - "left": "pull_request:47078", - "right": "pull_request:47322", + "left": "pull_request:47179", + "right": "pull_request:47301", "accept": false, - "reason": "Japanese doc wording cleanup is unrelated to AMD Quark config changes." + "reason": "Granite SWA model support is unrelated to assisted-decoding MTP docs." }, { - "left": "pull_request:47078", - "right": "pull_request:47243", + "left": "pull_request:46912", + "right": "pull_request:47344", "accept": false, - "reason": "Docs wording changes are unrelated to Executorch exporter fixes." + "reason": "RoPE tests across models are unrelated to the FP8 kernels version bump." }, { - "left": "pull_request:47243", - "right": "pull_request:47294", + "left": "pull_request:47218", + "right": "pull_request:47304", "accept": false, - "reason": "Executorch exporter fixes and kernel-native causal_conv1d integration are separate code paths." + "reason": "Image-loading test helper refactor is unrelated to MPS graph cache docs cleanup." }, { - "left": "pull_request:47069", - "right": "pull_request:47108", + "left": "pull_request:47166", + "right": "pull_request:47218", "accept": false, - "reason": "Config property typing fix is unrelated to doc-builder pin comments." + "reason": "Quantization test tweaks are unrelated to image-loading helper refactors." }, { - "left": "pull_request:47069", - "right": "pull_request:47306", + "left": "pull_request:46266", + "right": "pull_request:46376", "accept": false, - "reason": "Different targets: config typing vs Neuron experiment scripts." + "reason": "DINO conversion/model work is unrelated to continuous batching multimodal support." }, { - "left": "pull_request:47108", + "left": "pull_request:47166", "right": "pull_request:47306", "accept": false, - "reason": "Doc-builder comment cleanup is unrelated to Neuron experiment scripts." + "reason": "Quantization test updates are unrelated to Neuron finetuning experiment scripts." }, { - "left": "pull_request:47294", - "right": "pull_request:47306", + "left": "pull_request:47143", + "right": "pull_request:47320", "accept": false, - "reason": "Kernel integration changes are unrelated to Neuron experimentation scripts." + "reason": "NeuCodec model support is unrelated to deprecating the old response_schema." }, { - "left": "pull_request:47216", - "right": "pull_request:47301", + "left": "pull_request:46912", + "right": "pull_request:47294", "accept": false, - "reason": "Compressed-tensors fp8 support is unrelated to MTP documentation." + "reason": "RoPE tests are unrelated to kernel-native causal_conv1d integration." }, { - "left": "pull_request:47113", - "right": "pull_request:47304", + "left": "pull_request:47184", + "right": "pull_request:47352", "accept": false, - "reason": "Audio requirements fixes are unrelated to an MPS docs cleanup." + "reason": "Qwen3-Next test accelerator rename is unrelated to distributed runtime utils / DistributedMixin work." }, { - "left": "pull_request:47216", - "right": "pull_request:47336", + "left": "pull_request:47175", + "right": "pull_request:47294", "accept": false, - "reason": "Quantization format support and offloading save fixes are different problems." + "reason": "Olmo3 CI expectation updates are unrelated to kernel-native causal_conv1d functions." }, { - "left": "pull_request:46957", - "right": "pull_request:47216", + "left": "pull_request:47108", + "right": "pull_request:47336", "accept": false, - "reason": "Finegrained FP8 runtime work is related only broadly to compressed-tensors fp8, but they fix different mechanisms and code paths." + "reason": "Doc-builder comment cleanup is unrelated to offloaded model saving." }, { - "left": "pull_request:47108", - "right": "pull_request:47216", + "left": "pull_request:47350", + "right": "pull_request:47352", "accept": false, - "reason": "Doc-builder pin cleanup is unrelated to compressed-tensors fp8 support." + "reason": "Inkling docs/model page and distributed runtime utilities are different, unrelated changes." }, { - "left": "pull_request:47216", - "right": "pull_request:47344", + "left": "pull_request:46196", + "right": "pull_request:46376", "accept": false, - "reason": "Compressed-tensors fp8 support and an FP8 kernel version bump are not the same change." + "reason": "wav2vec2 SDPA dispatch support is unrelated to multimodal continuous batching." }, { - "left": "pull_request:47294", - "right": "pull_request:47344", + "left": "pull_request:46895", + "right": "pull_request:47306", "accept": false, - "reason": "Kernel-native causal_conv1d functions and FP8 kernel version bump are separate integration updates." + "reason": "CohereASR training-loss fix is unrelated to Neuron experiment scripts." }, { - "left": "pull_request:47218", - "right": "pull_request:47344", + "left": "pull_request:46196", + "right": "pull_request:47301", "accept": false, - "reason": "Test image-loading refactor and FP8 kernel version bump are unrelated." + "reason": "Audio-model SDPA dispatch is unrelated to MTP documentation." }, { - "left": "pull_request:44775", - "right": "pull_request:46836", + "left": "pull_request:47069", + "right": "pull_request:47113", "accept": false, - "reason": "Distributed-training docs and Unlimited OCR model support are unrelated." + "reason": "num_labels None-return behavior is unrelated to audio feature/proc requirements fixes." }, { - "left": "pull_request:43451", - "right": "pull_request:44517", + "left": "pull_request:44517", + "right": "pull_request:47301", "accept": false, - "reason": "Molmo2 and Qwen3-TTS are different model additions with no shared underlying bug or change." + "reason": "Qwen3-TTS model addition is unrelated to MTP docs." }, { "left": "pull_request:44517", - "right": "pull_request:47143", + "right": "pull_request:47181", "accept": false, - "reason": "Qwen3-TTS and NeuCodec are separate model support PRs." + "reason": "Qwen3-TTS and Cosmos3 Edge are different model support additions." }, { - "left": "pull_request:44517", - "right": "pull_request:47301", + "left": "pull_request:47275", + "right": "pull_request:47304", "accept": false, - "reason": "Qwen3-TTS model support is unrelated to MTP docs." + "reason": "EfficientVit-SAM model support is unrelated to docs-only MPS graph cache cleanup." }, { - "left": "pull_request:44517", - "right": "pull_request:47181", + "left": "pull_request:47078", + "right": "pull_request:47322", "accept": false, - "reason": "Qwen3-TTS and Cosmos3 Edge are different model additions." + "reason": "Japanese docs wording cleanup is unrelated to AMD Quark config class changes." }, { - "left": "pull_request:47082", + "left": "pull_request:47078", "right": "pull_request:47243", "accept": false, - "reason": "RoMa model support and Executorch exporter fixes are unrelated." + "reason": "Japanese docs wording cleanup is unrelated to ExecuTorch exporter fixes." }, { "left": "pull_request:46912", "right": "pull_request:47291", "accept": false, - "reason": "RoPE test changes and continuous-batching deprecation work are unrelated." + "reason": "RoPE test updates are unrelated to deprecating continuous batching config." }, { - "left": "pull_request:46990", - "right": "pull_request:47306", + "left": "pull_request:47210", + "right": "pull_request:47291", "accept": false, - "reason": "FSDP orchestration and Neuron experiment scripts are unrelated." + "reason": "Packed SDPA varlen routing is unrelated to deprecating CB config handling." }, { - "left": "pull_request:47175", - "right": "pull_request:47294", + "left": "pull_request:46957", + "right": "pull_request:47336", "accept": false, - "reason": "Olmo3 CI and kernel-native causal_conv1d support are unrelated." + "reason": "Finegrained FP8 runtime work is unrelated to fully offloaded model saving." }, { - "left": "pull_request:46266", - "right": "pull_request:46376", + "left": "pull_request:47184", + "right": "pull_request:47301", "accept": false, - "reason": "DINO modernization work is unrelated to multimodal continuous batching." + "reason": "Qwen3-Next test accelerator rename is unrelated to MTP docs." }, { - "left": "pull_request:47143", - "right": "pull_request:47320", + "left": "pull_request:47069", + "right": "pull_request:47323", "accept": false, - "reason": "NeuCodec model support and response_schema deprecation are unrelated." + "reason": "num_labels property typing fix is unrelated to DeepGEMM multi-device fixes." } ] }, @@ -22635,10 +24065,8 @@ "pull_request:46836", "pull_request:46895", "pull_request:46912", - "pull_request:46957", "pull_request:46958", "pull_request:47003", - "pull_request:47069", "pull_request:47077", "pull_request:47090", "pull_request:47096", @@ -22666,9 +24094,6 @@ "pull_request:47350" ], "soft_pairs": [ - "pull_request:46957|pull_request:47336", - "pull_request:47184|pull_request:47301", - "pull_request:47069|pull_request:47323", "pull_request:41855|pull_request:43424", "pull_request:41855|pull_request:43823", "pull_request:42668|pull_request:43823", @@ -22700,15 +24125,15 @@ "pull_request:47210|pull_request:47301", "pull_request:47003|pull_request:47243", "pull_request:46509|pull_request:47143", - "pull_request:47163|pull_request:47166", "pull_request:47163|pull_request:47184", + "pull_request:47163|pull_request:47166", "pull_request:46509|pull_request:47181", "pull_request:46376|pull_request:46509", "pull_request:46509|pull_request:47163", "pull_request:46836|pull_request:47350", "pull_request:47301|pull_request:47336", - "pull_request:47163|pull_request:47292", "pull_request:47291|pull_request:47322", + "pull_request:47163|pull_request:47292", "pull_request:46376|pull_request:47181", "pull_request:47216|pull_request:47301", "pull_request:43451|pull_request:46836", @@ -22737,198 +24162,183 @@ "pull_request:43451|pull_request:47143", "pull_request:43451|pull_request:47163", "pull_request:47298|pull_request:47323", - "pull_request:43451|pull_request:46509" + "pull_request:43451|pull_request:46509", + "pull_request:43451|pull_request:47350", + "pull_request:43451|pull_request:47096", + "pull_request:43451|pull_request:47003" ], - "prepared_review_unit_hash": "65f23d904fae388df76d9f378cda7b5daa3db13558914def670ead1e1464ba63", + "prepared_review_unit_hash": "0e461ceb68913d9a79730af85a057053c649fcb5257ce7fc3e129f2f0d98ef3b", "component_budget": { "node_count": 76, "item_count": 76, "soft_pair_count": 211, - "serialized_chars": 264338, - "estimated_input_tokens": 66085, - "estimated_eval_tokens": 132426 + "serialized_chars": 263697, + "estimated_input_tokens": 65925, + "estimated_eval_tokens": 132106 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 46, + "item_count": 46, "soft_pair_count": 72, - "serialized_chars": 134268, - "estimated_input_tokens": 33567, - "estimated_eval_tokens": 67390 + "serialized_chars": 129788, + "estimated_input_tokens": 32447, + "estimated_eval_tokens": 65150 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: the only true duplicate set is the CohereASR training-loss double-shift trio. The remaining soft links are mostly same-subsystem or same-category PRs (new models, docs, exporters, tests) but not the same concrete change.", - "confidence": 0.96, + "summary": "This cluster is mostly a grab bag of unrelated PRs; the only true duplicate set is the CohereASR training-loss double-shift fixes. Everything else is just broad similarity across model additions, exporter work, test updates, or docs.", + "confidence": 0.81, "canonical_issue_reason": null, - "canonical_pr_reason": "47090 is the best canonical PR because it most explicitly and precisely describes the concrete CohereASR training-loss double-shift fix, and it matches the shared issue target across the only true duplicate subgroup.", + "canonical_pr_reason": "PR 47090 is the clearest representative of the actual duplicate set: it fixes the CohereASR training-loss double-shift bug with an explicit explanation and the same affected code path as the other CohereASR patches.", "best_issue_reason": null, - "best_pr_reason": "47090 is the strongest overall PR representative for the cluster\u2019s one genuine duplicate thread; its title and diff most clearly capture the exact bug fix.", + "best_pr_reason": "PR 47090 is the best overall fit because it most directly and explicitly addresses the concrete bug, and it is the cleanest anchor for the duplicate CohereASR fixes.", "soft_edge_verdicts": [ - { - "left": "pull_request:46957", - "right": "pull_request:47336", - "accept": false, - "reason": "Different changes: one is Finegrained FP8 / DeepGEMM kernel work, the other fixes offloaded model saving." - }, - { - "left": "pull_request:47184", - "right": "pull_request:47301", - "accept": false, - "reason": "Different artifacts: XPU/multi-accelerator test updates vs docs for multi-token prediction." - }, - { - "left": "pull_request:47069", - "right": "pull_request:47323", - "accept": false, - "reason": "Unrelated fixes: num_labels return-type behavior vs DeepGEMM multi-device handling." - }, { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Mistral tokenizer method additions vs an ExecuTorch dynamic-shape test; not the same bug or change." + "reason": "Different subsystems and changes: Mistral tokenizer methods vs ExecuTorch dynamic-shape export tests." }, { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Tokenizer method additions are unrelated to adding the MobileLLM model." + "reason": "Unrelated changes: tokenizer API additions vs a new MobileLLM model add." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Processor-from-pretrained robustness fixes are unrelated to the MobileLLM model addition." + "reason": "Processor robustness refactor 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 changes." + "reason": "ExecuTorch export test coverage and MTP docs are unrelated changes." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "MobileLLM model addition is unrelated to config resolution ordering." + "reason": "New model addition vs config-resolution fix; different code paths and problems." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 test fixes do not match the layrnorm->layernorm renaming/conversion fix." + "reason": "Mistral4 test fixes and layrnorm/layernorm renaming are different issues." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "ExecuTorch dynamic-shape export testing is unrelated to Mistral4 test fixes." + "reason": "Dynamic-shape export tests and Mistral4 fixes are unrelated." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "A new MobileLLM model and Falcon output-interface refactoring are different changes." + "reason": "New model code vs Falcon output-collection refactor; no same underlying bug." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Cross-entropy kwargs plumbing is unrelated to the MobileLLM addition." + "reason": "Cross-entropy kwargs plumbing and a new tokenizer/model add are unrelated." }, { "left": "pull_request:44827", "right": "pull_request:46048", "accept": false, - "reason": "Mistral4 test fixes are unrelated to adding a TDT loss kernel." + "reason": "Mistral4 test fixes and TDT loss kernel integration are different changes." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "ExecuTorch export testing and MobileLLM model addition are unrelated." + "reason": "Dynamic-shape export tests and model addition are not the same underlying issue." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "Passing kwargs to cross_entropy is unrelated to Mistral4 test fixes." + "reason": "Loss-function kwargs plumbing and Mistral4 test fixes do not target the same bug." }, { "left": "pull_request:44827", "right": "pull_request:45655", "accept": false, - "reason": "Mistral4 tests and config-resolution ordering are different code paths." + "reason": "Different code paths: Mistral4 test fixes vs config-resolution ordering." }, { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Falcon refactoring is unrelated to the model-creation skill PR." + "reason": "Falcon refactor and model-creation-skill scaffolding are unrelated." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "Mistral4 tests are unrelated to the model-creation skill scaffolding." + "reason": "Mistral4 tests vs model-creation skill are not the same change." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "MobileLLM model addition is unrelated to the model-creation skill PR." + "reason": "New model addition and AI skill scaffolding are unrelated." }, { "left": "pull_request:46895", "right": "pull_request:47090", "accept": true, - "reason": "Same CohereASR training-loss double-shift bug and same issue target 46894; these are duplicative fixes." + "reason": "Same CohereASR training-loss double-shift bug: same model files, same issue target, same fix area in loss handling." }, { "left": "pull_request:46958", "right": "pull_request:47090", "accept": true, - "reason": "Same CohereASR double-shift fix, same code path, and same issue target 46894." + "reason": "Same CohereASR loss-shift bug in the same code path; 47090 is another implementation of the same fix." }, { "left": "pull_request:46895", "right": "pull_request:46958", "accept": true, - "reason": "Both are the same CohereASR loss-shift fix targeting issue 46894." + "reason": "Both are fixes for the same CohereASR double-shift training-loss bug in the same files." }, { "left": "pull_request:47173", "right": "pull_request:47292", "accept": false, - "reason": "Both are XPU-related test adjustments, but they fix different model test failures and are not one concrete bug." + "reason": "Both are XPU-related test tweaks, but they touch different models and different expected outputs." }, { "left": "pull_request:47166", "right": "pull_request:47184", "accept": false, - "reason": "GPTQ test tweaks and Qwen3Next accelerator test changes are unrelated." + "reason": "Different test suites and different issues; only broad CI/test similarity." }, { "left": "pull_request:46912", "right": "pull_request:47175", "accept": false, - "reason": "RoPE test broadening and Olmo3 CI expectation updates are different test-only changes." + "reason": "Both adjust test expectations, but for different models and different underlying numerical changes." }, { "left": "pull_request:47275", "right": "pull_request:47350", "accept": false, - "reason": "EfficientViTSam model support and Inkling docs/model cleanup are unrelated." + "reason": "EfficientViTSam model add and Inkling docs/model work are separate additions." }, { "left": "pull_request:47184", "right": "pull_request:47292", "accept": false, - "reason": "Different XPU test fixes for different models; not the same underlying bug." + "reason": "Different XPU test updates for different model files; not the same concrete bug." }, { "left": "pull_request:47301", @@ -22940,157 +24350,151 @@ "left": "pull_request:47077", "right": "pull_request:47304", "accept": false, - "reason": "Japanese DistilBERT docs translation is unrelated to MPS graph-cache docs." + "reason": "Japanese DistilBERT translation and MPS graph-cache docs are unrelated." }, { "left": "pull_request:46658", "right": "pull_request:46836", "accept": false, - "reason": "Step-3.7 Flash model scaffolding and Unlimited OCR model support are separate model additions." + "reason": "Separate model additions (Step-3.7 Flash vs Unlimited OCR) with different codebases and behaviors." }, { "left": "pull_request:47210", "right": "pull_request:47301", "accept": false, - "reason": "Packed SDPA varlen routing and MTP docs describe different features." + "reason": "Packed-SDPA implementation work and MTP docs are unrelated." }, { "left": "pull_request:47003", "right": "pull_request:47243", "accept": false, - "reason": "OpenVINO exporter work and ExecuTorch exporter fixes are different export paths and different bugs." + "reason": "OpenVINO exporter work and ExecuTorch exporter fixes are different backends and different bugs." }, { "left": "pull_request:46509", "right": "pull_request:47143", "accept": false, - "reason": "Nemotron Omni support and NeuCodec support are separate model additions." + "reason": "Nemotron Omni and NeuCodec are different model additions." }, { - "left": "pull_request:47163", - "right": "pull_request:47166", + "left": "pull_request:46376", + "right": "pull_request:46509", "accept": false, - "reason": "Paged-attention XPU tests and GPTQ quantization tests are unrelated." + "reason": "Continuous batching multimodal support and Nemotron Omni support are separate changes." }, { - "left": "pull_request:47163", - "right": "pull_request:47184", + "left": "pull_request:40546", + "right": "pull_request:43451", "accept": false, - "reason": "Both touch accelerator-specific tests, but they are for different models and different failures." + "reason": "VibeVoice and Molmo2 are distinct model additions with no shared bug or patch." }, { - "left": "pull_request:46509", - "right": "pull_request:47181", + "left": "pull_request:43451", + "right": "pull_request:47175", "accept": false, - "reason": "Nemotron Omni and Cosmos3 Edge are different model additions." + "reason": "Different model additions / CI changes; only broad similarity in model-support work." }, { - "left": "pull_request:46376", - "right": "pull_request:46509", + "left": "pull_request:43451", + "right": "pull_request:47143", "accept": false, - "reason": "Continuous batching multimodal support is unrelated to Nemotron Omni model support." + "reason": "Molmo2 and NeuCodec are unrelated new-model PRs." }, { - "left": "pull_request:46509", - "right": "pull_request:47163", + "left": "pull_request:43451", + "right": "pull_request:47291", "accept": false, - "reason": "Nemotron Omni model support is unrelated to paged-attention XPU tests." + "reason": "Model addition vs generation-config deprecation; different areas and changes." }, { - "left": "pull_request:46836", - "right": "pull_request:47350", + "left": "pull_request:43451", + "right": "pull_request:47163", "accept": false, - "reason": "Unlimited OCR model support and Inkling docs/model changes are unrelated." + "reason": "Molmo2 model support and paged-attention XPU tests are unrelated." }, { - "left": "pull_request:47301", - "right": "pull_request:47336", + "left": "pull_request:43451", + "right": "pull_request:47096", "accept": false, - "reason": "MTP docs and offloaded-model saving fixes are unrelated." + "reason": "Molmo2 and exportable Kimi are unrelated PRs." }, { - "left": "pull_request:47163", - "right": "pull_request:47292", + "left": "pull_request:43451", + "right": "pull_request:47003", "accept": false, - "reason": "Different XPU test updates for different models; not the same bug." + "reason": "Molmo2 model support and OpenVINO exporter support are not the same change." }, { - "left": "pull_request:47291", - "right": "pull_request:47322", + "left": "pull_request:47298", + "right": "pull_request:47323", "accept": false, - "reason": "Deprecating continuous batching config and Quark config-class changes are unrelated." + "reason": "MI450 image-utils/model failures and DeepGEMM multi-device fixes are different bugs." }, { - "left": "pull_request:46376", - "right": "pull_request:47181", + "left": "pull_request:47143", + "right": "pull_request:47163", "accept": false, - "reason": "Continuous batching multimodal support and Cosmos3 Edge model support are separate changes." + "reason": "NeuCodec model support and paged-attention XPU tests are unrelated." }, { - "left": "pull_request:47216", - "right": "pull_request:47301", + "left": "pull_request:47143", + "right": "pull_request:47322", "accept": false, - "reason": "Compressed-tensors fp8 support and MTP docs are unrelated." + "reason": "NeuCodec support and AMD Quark config changes are different changes." }, { - "left": "pull_request:43451", - "right": "pull_request:46836", + "left": "pull_request:47163", + "right": "pull_request:47323", "accept": false, - "reason": "Molmo2 and Unlimited OCR are different model additions." + "reason": "Paged-attention XPU tests and DeepGEMM multi-device fixes are unrelated." }, { - "left": "pull_request:47096", - "right": "pull_request:47243", + "left": "pull_request:47163", + "right": "pull_request:47184", "accept": false, - "reason": "Both touch exporter internals, but Kimi exportability and ExecuTorch exporter fixes are different concrete problems." + "reason": "Both are test updates, but for different features/models and different failures." }, { - "left": "pull_request:43451", - "right": "pull_request:47291", + "left": "pull_request:47163", + "right": "pull_request:47166", "accept": false, - "reason": "Molmo2 model support is unrelated to deprecating continuous-batching config." + "reason": "Paged-attention XPU tests and quantization test updates are unrelated." }, { - "left": "pull_request:40546", - "right": "pull_request:43451", + "left": "pull_request:47163", + "right": "pull_request:47292", "accept": false, - "reason": "VibeVoice and Molmo2 are separate model additions." + "reason": "Different XPU test fixes for different models." }, { - "left": "pull_request:43451", - "right": "pull_request:47143", + "left": "pull_request:47163", + "right": "pull_request:47210", "accept": false, - "reason": "Molmo2 and NeuCodec are unrelated model additions." + "reason": "Paged-attention test work and packed-SDPA implementation are different code paths." }, { - "left": "pull_request:46376", - "right": "pull_request:47301", + "left": "pull_request:47175", + "right": "pull_request:47344", "accept": false, - "reason": "Continuous batching multimodal support and MTP docs are unrelated." + "reason": "Olmo3 CI expectation updates and FP8 kernel version bump are unrelated." }, { - "left": "pull_request:46509", - "right": "pull_request:47301", + "left": "pull_request:47304", + "right": "pull_request:47350", "accept": false, - "reason": "Nemotron Omni support and MTP docs are unrelated." + "reason": "MPS graph-cache docs and Inkling docs/model changes are unrelated." }, { - "left": "pull_request:47181", - "right": "pull_request:47243", + "left": "pull_request:46658", + "right": "pull_request:47143", "accept": false, - "reason": "Cosmos3 Edge model support and ExecuTorch exporter fixes are unrelated." + "reason": "Step-3.7 Flash and NeuCodec are separate model additions." }, { - "left": "pull_request:47216", + "left": "pull_request:46658", "right": "pull_request:47322", "accept": false, - "reason": "Compressed-tensors fp8 work is unrelated to AMD Quark config changes." - }, - { - "left": "pull_request:43451", - "right": "pull_request:46509", - "accept": false, - "reason": "Molmo2 and Nemotron Omni are separate model additions." + "reason": "Step-3.7 Flash work and AMD Quark config changes are unrelated." } ] }, @@ -23119,8 +24523,6 @@ "pull_request:47096", "pull_request:47143", "pull_request:47163", - "pull_request:47166", - "pull_request:47181", "pull_request:47298", "pull_request:47306", "pull_request:47322", @@ -23128,10 +24530,6 @@ "pull_request:47350" ], "soft_pairs": [ - "pull_request:43451|pull_request:47350", - "pull_request:43451|pull_request:47181", - "pull_request:43451|pull_request:47096", - "pull_request:43451|pull_request:47003", "pull_request:47003|pull_request:47096", "pull_request:43451|pull_request:47323", "pull_request:47096|pull_request:47323", @@ -23141,155 +24539,131 @@ "pull_request:47096|pull_request:47322", "pull_request:43451|pull_request:47306", "pull_request:47096|pull_request:47306", - "pull_request:43451|pull_request:47166", "pull_request:47003|pull_request:47323", "pull_request:47003|pull_request:47298", + "pull_request:47003|pull_request:47306", "pull_request:47298|pull_request:47350", "pull_request:47096|pull_request:47143", "pull_request:47096|pull_request:47163" ], - "prepared_review_unit_hash": "16f334eb08efd0190bb5a7e596b659e3b5a32ac6a865e7baf77892db74fbfb0c", + "prepared_review_unit_hash": "33288a006983398d369a94101fe694a1fea9d43d2e67a35b5b3ceab4b02e0439", "component_budget": { "node_count": 76, "item_count": 76, "soft_pair_count": 211, - "serialized_chars": 264338, - "estimated_input_tokens": 66085, - "estimated_eval_tokens": 132426 + "serialized_chars": 263697, + "estimated_input_tokens": 65925, + "estimated_eval_tokens": 132106 }, "budget": { - "node_count": 12, - "item_count": 12, - "soft_pair_count": 19, - "serialized_chars": 34802, - "estimated_input_tokens": 8701, - "estimated_eval_tokens": 17658 + "node_count": 10, + "item_count": 10, + "soft_pair_count": 15, + "serialized_chars": 28317, + "estimated_input_tokens": 7080, + "estimated_eval_tokens": 14416 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is not a duplicate set: it mixes unrelated feature PRs and fixes across model additions, exporter support, test updates, and a DeepGEMM bugfix. There is no single underlying bug/change that ties them together.", - "confidence": 0.98, + "summary": "This cluster is not a duplicate set: it mixes unrelated PRs for new model support, exporter work, hardware-specific fixes, and docs/tests. The soft-similarity links are mostly driven by shared framework files or broad subsystem overlap, not the same underlying change.", + "confidence": 0.97, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "No single PR is a good canonical representative because the cluster spans multiple unrelated models/subsystems and different kinds of changes.", + "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "pull_request:43451", - "right": "pull_request:47350", - "accept": false, - "reason": "43451 adds Molmo2; 47350 is docs/model scaffolding for Inkling. Different models and different change goals." - }, - { - "left": "pull_request:43451", - "right": "pull_request:47181", - "accept": false, - "reason": "Both add new model support, but for different models (Molmo2 vs Cosmos3 Edge); not the same underlying change." - }, - { - "left": "pull_request:43451", - "right": "pull_request:47096", - "accept": false, - "reason": "Molmo2 model addition is unrelated to Kimi exportability changes." - }, - { - "left": "pull_request:43451", - "right": "pull_request:47003", - "accept": false, - "reason": "Molmo2 model support and OpenVINO exporter work are separate features." - }, { "left": "pull_request:47003", "right": "pull_request:47096", "accept": false, - "reason": "OpenVINO exporter and Kimi exportability touch different code paths and fix different problems." + "reason": "Both touch exporter infrastructure, but one adds the OpenVINO exporter while the other makes Kimi exportable; different features and code paths." }, { "left": "pull_request:43451", "right": "pull_request:47323", "accept": false, - "reason": "Molmo2 model addition is unrelated to DeepGEMM multi-device handling." + "reason": "Molmo2 model integration and DeepGEMM multi-device fixes are unrelated changes." }, { "left": "pull_request:47096", "right": "pull_request:47323", "accept": false, - "reason": "Kimi exporter support and DeepGEMM multi-device fix are different issues in different layers." + "reason": "Kimi export support and DeepGEMM multi-device behavior are different problems in different subsystems." }, { "left": "pull_request:43451", "right": "pull_request:47298", "accept": false, - "reason": "Molmo2 model addition is unrelated to MI450 image decoding/model failure fixes." + "reason": "Molmo2 addition is unrelated to MI450 model failure fixes." }, { "left": "pull_request:43451", "right": "pull_request:47322", "accept": false, - "reason": "Molmo2 model support and AMD Quark quantization config changes are unrelated." + "reason": "Model addition versus AMD Quark config-class adjustment are unrelated." }, { "left": "pull_request:47096", "right": "pull_request:47298", "accept": false, - "reason": "Kimi exportability and MI450 failure fixes do not describe the same code-path problem." + "reason": "Kimi exporter changes do not match MI450 failure fixes." }, { "left": "pull_request:47096", "right": "pull_request:47322", "accept": false, - "reason": "Kimi exportability and Quark config changes are separate feature areas." + "reason": "Exportability changes for Kimi are unrelated to Quark quantization config updates." }, { "left": "pull_request:43451", "right": "pull_request:47306", "accept": false, - "reason": "Molmo2 model addition is unrelated to Trainium/neuron experiment scripts." + "reason": "Molmo2 support and Neuron experiment scripts are unrelated." }, { "left": "pull_request:47096", "right": "pull_request:47306", "accept": false, - "reason": "Kimi exportability and Neuron experiment scripts are not the same change." + "reason": "Kimi export support and Neuron experiment scripts are unrelated." }, { - "left": "pull_request:43451", - "right": "pull_request:47166", + "left": "pull_request:47003", + "right": "pull_request:47323", "accept": false, - "reason": "Molmo2 model support is unrelated to quantization test tweaks." + "reason": "OpenVINO exporter work is unrelated to DeepGEMM multi-device fixes." }, { "left": "pull_request:47003", - "right": "pull_request:47323", + "right": "pull_request:47298", "accept": false, - "reason": "OpenVINO exporter work and DeepGEMM multi-device fix address different subsystems and bugs." + "reason": "OpenVINO exporter changes do not match MI450-specific model fixes." }, { "left": "pull_request:47003", - "right": "pull_request:47298", + "right": "pull_request:47306", "accept": false, - "reason": "OpenVINO exporter and MI450 model failure fixes are unrelated." + "reason": "OpenVINO exporter work and Neuron experiment scripts are unrelated." }, { "left": "pull_request:47298", "right": "pull_request:47350", "accept": false, - "reason": "MI450 bugfixes and Inkling docs/model scaffolding are different changes." + "reason": "MI450 model-failure fixes and Inkling docs/model scaffold updates are unrelated." }, { "left": "pull_request:47096", "right": "pull_request:47143", "accept": false, - "reason": "Kimi exportability and NeuCodec model support are unrelated model/export additions." + "reason": "Kimi export support and NeuCodec model support are different additions." }, { "left": "pull_request:47096", "right": "pull_request:47163", "accept": false, - "reason": "Kimi exportability and XPU paged-attention tests are different test/code paths." + "reason": "Kimi export work is unrelated to adding XPU paged-attention tests." } ] }, @@ -23319,7 +24693,7 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "62b4d2fb38e40da7c552742de01fe7a63041cf21b63f77dfa15ff221f2e1dbc0", + "prepared_review_unit_hash": "6850b036cd8f8d2879832bf3986270401b2b90bb57715887d9aa8cb3bbcdae97", "component_budget": { "node_count": 2, "item_count": 2, @@ -23341,18 +24715,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are unrelated feature additions in different model families: TimesFM covariate forecasting vs. DINOv3 image classification. They should not be clustered as duplicates.", - "confidence": 0.99, + "summary": "These are unrelated pull requests in different model areas: one adds TimesFM covariate forecasting, the other adds DINOv3 image classification support. The soft similarity is a false positive.", + "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "41224 is the stronger standalone PR: it adds a concrete image-classification capability with model, auto-model, and test updates. Still, it is not a duplicate of 40755.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different underlying changes and code paths: TimesFM forecasting with covariates vs. DINOv3 image classification support. They touch separate model families and would not be merged into one PR." + "reason": "Different underlying changes and code paths: TimesFM forecasting with covariates vs DINOv3 image classification support; they are not mergeable as one PR." } ] }, @@ -23445,12 +24819,12 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "96f0aa7040395bcc9a9762b1c5c923d0542f8843c330a2ba7da95b120ad62655", + "prepared_review_unit_hash": "328e7d2f57899e7b30fbd00e878b2f57782178183c6f71123946334d42d7d2f4", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5934, + "serialized_chars": 5935, "estimated_input_tokens": 1484, "estimated_eval_tokens": 3224 }, @@ -23458,7 +24832,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5934, + "serialized_chars": 5935, "estimated_input_tokens": 1484, "estimated_eval_tokens": 3224 }, @@ -23467,18 +24841,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related GitHub Actions maintenance PRs, but they target different action families and different compatibility upgrades, so they should not be merged as duplicates.", - "confidence": 0.93, + "summary": "Two open PRs both update GitHub Actions workflows, but they target different action families and different upgrade goals. They overlap in CI maintenance scope, yet they do not look like the same concrete fix/change.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #42975 is the broader representative of the cluster because it updates core workflow actions for Node 24 compatibility across many workflows, whereas #42976 is a separate upgrade of build-push-action and a few other workflow actions.", + "canonical_pr_reason": "PR 42975 is the better representative because it is the broader workflow-actions compatibility upgrade, with an explicit Node 24 compatibility goal and changes across many workflow files.", "best_issue_reason": null, - "best_pr_reason": "PR #42975 is the stronger standalone representative: it has the clearest single theme (Node 24 compatibility) and touches a wider set of workflows than #42976.", + "best_pr_reason": "PR 42975 is the strongest cluster representative: it has the clearer motivation, touches more of the shared workflow surface, and is the more concrete compatibility-oriented upgrade.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Both PRs update GitHub Actions in workflow files, but they fix different underlying changes: #42975 upgrades checkout/cache/upload-artifact for Node 24 compatibility, while #42976 upgrades docker/build-push-action and related workflow actions. They are not the same concrete bug/change and would not plausibly be merged into one PR." + "reason": "Both are CI workflow dependency bumps, but 42975 upgrades core GitHub actions for Node 24 compatibility while 42976 focuses on docker/build-push-action and a separate set of workflow updates. They are related maintenance, not the same underlying change or a single fix that should be merged as one PR." } ] }, @@ -23495,7 +24869,7 @@ "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, @@ -23513,7 +24887,7 @@ "pull_request:43448|pull_request:45490", "pull_request:45490|pull_request:46562" ], - "prepared_review_unit_hash": "091102ef6906586669588938bd60ee81e94a23d27874087494b0c07bfacb75cd", + "prepared_review_unit_hash": "4b0fff6c777baa2deb7323c46f906f0c3ee4d6cca039aa4efe96389429d531ab", "component_budget": { "node_count": 4, "item_count": 4, @@ -23534,7 +24908,40 @@ "trimmed": false, "aggressively_trimmed": false, "split": false, - "analyst_result": null, + "analyst_result": { + "summary": "All four items are distinct model-addition PRs, not duplicates. They overlap on common Hugging Face scaffolding files, but each introduces a different model family and codepath.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: ViT NEPA, Molmo, CTSM, and Step3p7 are separate additions for different models, so they should not be merged as duplicates.", + "best_issue_reason": null, + "best_pr_reason": "No global best PR exists for this cluster because the PRs are unrelated model implementations rather than alternate fixes for the same change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "ViT NEPA and Molmo are different model additions with different filenames, configs, and model implementations; shared docs/auto registry edits are boilerplate." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "ViT NEPA vs CTSM are unrelated architectures; they touch common integration files but fix/introduce different model codepaths." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo and CTSM are separate model PRs, not the same bug or same feature change, despite overlapping auto/docs infrastructure." + }, + { + "left": "pull_request:45490", + "right": "pull_request:46562", + "accept": false, + "reason": "CTSM and Step3p7 are distinct model additions; the overlap is limited to shared registration/docs patterns, not a single mergeable change." + } + ] + }, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -23580,7 +24987,7 @@ "pull_request:46539|pull_request:46922", "pull_request:46886|pull_request:46922" ], - "prepared_review_unit_hash": "1f84230eef67d0a1bce3b0c200b4bde2d5006c349f2344af43d3d3b7ef19b1af", + "prepared_review_unit_hash": "fac8c305aaa8df868e832a113b89d6f9e64b3ee4b4333f0df9d62857eee2db78", "component_budget": { "node_count": 7, "item_count": 7, @@ -23602,108 +25009,108 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Most items are unrelated PRs. The only plausible duplicate/overlap is the YOLOS device-mismatch fixes in PRs 46886 and 46922; the rest touch different models or infrastructure and should not be merged together.", - "confidence": 0.95, + "summary": "Most items are unrelated PRs (tests, generation config, FP8 quantization, CI plumbing). The only strong duplicate pair is the two YOLOS fixes, which both address the same device_map=\"auto\" device-mismatch bug in the same file.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46922 is the best canonical PR: it addresses the YOLOS auto-device-map mismatch directly, includes the same target issue, and contains the more complete fix (mid-position embedding device cast plus no_split_modules adjustment).", + "canonical_pr_reason": "PR 46922 is the best canonical PR: it directly fixes the YOLOS device mismatch in the model forward path and also includes the related no-split-module guard for device_map=\"auto\".", "best_issue_reason": null, - "best_pr_reason": "PR 46922 is the strongest representative of the actual bug fix in this cluster for the same reasons as above.", + "best_pr_reason": "PR 46922 is the most suitable representative because it is the most complete, concrete fix for the YOLOS auto-device-map mismatch rather than just a partial mitigation or an unrelated change.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Different models and unrelated test churn; not the same underlying bug/change." + "reason": "Both are test-only changes with unrelated targets; they do not appear to fix the same underlying bug or change." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper tokenizer/test fix is unrelated to FP8 dequantization." + "reason": "Whisper test/tokenizer work and FP8 dequantization are different subsystems and different fixes." }, { "left": "pull_request:43291", "right": "pull_request:46380", "accept": false, - "reason": "Whisper decode fix is unrelated to generation-watermarking behavior." + "reason": "Whisper tokenizer/test changes are unrelated to generation watermarking validation and fp8 loading behavior." }, { "left": "pull_request:43291", "right": "pull_request:46922", "accept": false, - "reason": "Whisper tokenizer/test fix is unrelated to the YOLOS device-mismatch bug." + "reason": "Whisper decoding/test fixes and a YOLOS device-mismatch fix are unrelated code paths." }, { "left": "pull_request:43665", "right": "pull_request:46539", "accept": false, - "reason": "These are test-only changes in different areas; no shared code-path bug." + "reason": "Dummy test edits in vision models and Phimoe CI integration are not the same bug/change." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "Different subsystems and problems; not mergeable as one fix." + "reason": "These touch unrelated areas: model tests versus FP8 loading/quantization logic." }, { "left": "pull_request:43665", "right": "pull_request:46380", "accept": false, - "reason": "Unrelated PRs: model tests versus generation config validation." + "reason": "Test-file edits are unrelated to generation config validation and model-loading logic." }, { "left": "pull_request:43665", "right": "pull_request:46922", "accept": false, - "reason": "Both are test-related only in a broad sense, but they fix different model-specific issues." + "reason": "Vision test edits do not match the YOLOS runtime device-placement bug fix." }, { "left": "pull_request:44815", "right": "pull_request:46539", "accept": false, - "reason": "FP8 dequantization and Phimoe CI/device-map setup are separate changes." + "reason": "FP8 dequantization changes and CI runner-memory handling are different problems." }, { "left": "pull_request:44815", "right": "pull_request:46380", "accept": false, - "reason": "Different code paths: FP8 kernel/loader fixes versus generation watermarking validation." + "reason": "FP8 quantization/loading fixes are not the same as generation watermarking validation and whisper generation changes." }, { "left": "pull_request:44815", "right": "pull_request:46922", "accept": false, - "reason": "No overlap in bug or code path; FP8 quantization fix is unrelated to YOLOS." + "reason": "These are unrelated: FP8 kernel/loading work versus a YOLOS device mismatch fix." }, { "left": "pull_request:46380", "right": "pull_request:46539", "accept": false, - "reason": "Generation watermarking validation and Phimoe integration-test CI fixes are unrelated." + "reason": "Generation watermarking validation and Phimoe integration-test CI changes are unrelated." }, { "left": "pull_request:46380", "right": "pull_request:46922", "accept": false, - "reason": "Different subsystems and concrete failures; not the same change." + "reason": "Generation config/watermarking logic is a different subsystem from YOLOS device placement." }, { "left": "pull_request:46539", "right": "pull_request:46922", "accept": false, - "reason": "CI/device-memory test harness changes do not match the YOLOS runtime device-mismatch fix." + "reason": "CI memory/device-map test harness changes are not the same concrete bug as the YOLOS model forward/device-splitting fix." }, { "left": "pull_request:46886", "right": "pull_request:46922", "accept": true, - "reason": "Both target the same YOLOS auto device_map mismatch in the same file and are plausibly mergeable into one PR." + "reason": "Both target the same YOLOS device_map=\"auto\" mismatch in the same model file, and the fixes are complementary enough to plausibly belong in one PR." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: the only clearly mergeable overlap is the YOLOS device-mismatch pair (46886, 46922), which share the same file and issue target. The other PRs are on different models or infrastructure and the rejection of those pairings is conservative." + "feedback": "The summary is grounded in the packet, and the conservative false verdicts for the unrelated PRs are justified. The only accepted soft pair, 46886/46922, is plausibly mergeable as the same YOLOS device-map bugfix in the same file." }, "evaluator_used": true, "retried": false, @@ -23733,52 +25140,52 @@ "pull_request:43488|pull_request:43532", "pull_request:43532|pull_request:46747" ], - "prepared_review_unit_hash": "42a7005cd92dfe11b18a6e39964c10ef77a7ae27f5a0267bc890328565d7a0e2", + "prepared_review_unit_hash": "9155db314cc2aa566d1738d64f2eea8bb52bcada923bb213a22cea57d5780f04", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 6348, - "estimated_input_tokens": 1587, - "estimated_eval_tokens": 3430 + "serialized_chars": 6349, + "estimated_input_tokens": 1588, + "estimated_eval_tokens": 3432 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 6348, - "estimated_input_tokens": 1587, - "estimated_eval_tokens": 3430 + "serialized_chars": 6349, + "estimated_input_tokens": 1588, + "estimated_eval_tokens": 3432 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three items are unrelated '[don't merge]' test PRs that happen to look superficially similar; none appear to be the same underlying change or bug fix.", - "confidence": 0.93, + "summary": "These are three separate '[don't merge]' repository-bot / workflow probe PRs with only superficial similarity; they do not appear to fix the same underlying bug or implement the same change.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "43532 is the broadest and most representative of the workflow/test probe PRs, so it is the best available cluster anchor, but it is still not the same change as the others.", "best_issue_reason": null, - "best_pr_reason": "PR #43532 is the broadest/most representative of the set because it touches multiple workflow and utility files, but it still does not duplicate the other PRs.", + "best_pr_reason": "No PR is a true canonical duplicate here: each PR targets different files and different code paths (setup/test deps, comment CI workflows, security-gate workflow).", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:46747", "accept": false, - "reason": "Different changes: #43488 is about setup/version/dependency formatting and a Vit test, while #46747 changes the PR security-gate workflow trigger. Same broad repo-bot/testing theme, but not the same fix." + "reason": "Different changes: one tweaks setup/deps and a test, the other changes a workflow trigger/security gate. Superficial '[don't merge]' similarity only." }, { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "#43488 targets repo-bot/version-format behavior and dependency metadata; #43532 is about comment/diff display and related workflow/notification plumbing. Shared test file overlap is incidental, not a shared code-path bug." + "reason": "They overlap only on a test file, but the concrete changes are unrelated: dependency/setup versioning versus CI/workflow plumbing and test harness behavior." }, { "left": "pull_request:43532", "right": "pull_request:46747", "accept": false, - "reason": "#43532 modifies self-comment CI, scheduled/slack workflows, testing utils, and notification code; #46747 only switches the security-gate workflow from pull_request_target to pull_request. Not the same underlying change." + "reason": "Both touch workflows, but they alter different CI paths and behaviors; not the same underlying bug or mergeable into one PR." } ] }, @@ -23808,12 +25215,12 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "d2b5923aa404b73372b5060ce20dd4f8be07b69d19d503796d17469e49964015", + "prepared_review_unit_hash": "6d24848390d33a5d5b0108eab527cd0dedb1367e31fe1ed2bef478ff4f2a8d75", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6083, + "serialized_chars": 6082, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -23821,7 +25228,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6083, + "serialized_chars": 6082, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -23830,18 +25237,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs share pipeline/documentation scaffolding, but they add two different features: Promptable Concept Segmentation vs Promptable Visual Segmentation. The overlap is mostly framework-level, not the same underlying change, so they should not be clustered as duplicates.", - "confidence": 0.95, + "summary": "Two separate PRs add different segmentation pipelines: one for Promptable Concept Segmentation and one for Promptable Visual Segmentation. They share scaffolding and doc/test patterns, but they target different models and task definitions, so they are not duplicates.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR for deduplication: the two pull requests implement different segmentation pipelines with different model/test coverage and different task docs.", + "canonical_pr_reason": "PR #43613 is the broader of the two and appears to be the more substantial pipeline addition, with more model integrations and tests, so it is the better representative PR for the cluster.", "best_issue_reason": null, - "best_pr_reason": "PR #43613 is the broader and more complete feature addition, with wider model and test coverage, but it is still a different change from #43612 rather than a duplicate.", + "best_pr_reason": "PR #43613 is the stronger standalone change because it covers the more complex Promptable Visual Segmentation pipeline and includes broader code, model, and test updates.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "They are separate pipeline additions for different tasks (concept segmentation vs visual segmentation). Shared files are just common integration points, not evidence of the same bug or change." + "reason": "These are different pipelines for different tasks/models (concept segmentation vs visual segmentation). The overlap is mostly shared scaffolding, docs, and test infrastructure, not the same concrete change." } ] }, @@ -23871,40 +25278,40 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "b70c4ba09125c5b078b07a0f5bb55a7a8a20c6b6aa9c6a87b13cfb488b092126", + "prepared_review_unit_hash": "de92fadef7fb9050ecd1590b5d29f5f56fe0f24ee75894578a9ac94875a5f98e", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4293, - "estimated_input_tokens": 1074, - "estimated_eval_tokens": 2404 + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4293, - "estimated_input_tokens": 1074, - "estimated_eval_tokens": 2404 + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open Transformers PRs both touch `trainer.py` and custom-trainer extensibility, but they address different code paths: one changes gradient-accumulation loss scaling, the other refactors signature-column filtering for PEFT/custom models. They are related contextually, not duplicates.", + "summary": "The two pull requests both touch `trainer.py` and relate to trainer extensibility, but they fix different behaviors: gradient-accumulation loss scaling vs. signature-column filtering. They are not duplicates.", "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43651 is the better cluster representative because it introduces a concrete trainer behavior change with a clear new extension hook (`_loss_is_scaled_for_ga`), whereas PR 43663 is a separate refactor for a different trainer filtering path.", + "canonical_pr_reason": "No clear canonical PR: these PRs address different trainer code paths and should not be collapsed into one duplicate cluster.", "best_issue_reason": null, - "best_pr_reason": "PR 43651 is the strongest standalone PR in the cluster: it solves a specific training bug/extension point and is easier to reason about as a single change than the broader helper extraction in 43663.", + "best_pr_reason": "PR 43651 is the stronger representative of a concrete bug fix in the training loss path; 43663 is a separate refactor/override hook for column filtering.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Both are in `trainer.py`, but 43651 changes gradient accumulation loss normalization while 43663 changes signature-column inspection for input filtering. These are distinct underlying problems and would not plausibly be merged as one fix." + "reason": "Reject: both modify `trainer.py`, but one adds `_loss_is_scaled_for_ga` for gradient-accumulation loss scaling while the other adds `_get_signature_columns` for dataset column filtering. They are different extension points and not the same underlying change." } ] }, @@ -23934,12 +25341,12 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "9ec71709bbc05a9a3378379b0ca1166add592d245e024fa934b8f137e9e95eff", + "prepared_review_unit_hash": "a0ddb3dc3d69003b6d9fb3d232f5f6222ef3fff040ebd4e5aa785d941842e213", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3663, + "serialized_chars": 3662, "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, @@ -23947,7 +25354,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 3663, + "serialized_chars": 3662, "estimated_input_tokens": 916, "estimated_eval_tokens": 2088 }, @@ -23956,18 +25363,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are in the same file and both mention a TypeAdapter NameError, but they fix different root causes: one is about forward-reference/type-annotation import behavior, the other is about avoiding a runtime pydantic import when pydantic is absent.", - "confidence": 0.94, + "summary": "These are two separate CLI serve typing/import fixes in the same file, but they address different NameError scenarios and should not be deduplicated.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43842 is the more targeted and explicit fix: it directly addresses the TypeAdapter import/name resolution problem when pydantic is missing, with a narrow, concrete patch and a clear issue target.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR #43842 is the strongest representative of the cluster because it is tightly scoped, clearly described, and fixes a specific code-path failure in cli/serve.py without broader annotation refactoring.", + "best_pr_reason": "43842 is the better representative because it directly targets the runtime TypeAdapter import failure when pydantic is absent and has the clearer, narrower bug statement.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", "accept": false, - "reason": "Reject: these are related but not the same bug. #43656 changes annotations/future-annotations to fix a TypeAdapter NameError from type evaluation, while #43842 fixes a missing-pydantic import/runtime issue by guarding TypeAdapter under TYPE_CHECKING." + "reason": "Shared file only; the fixes address different root causes. 43656 changes annotation handling to avoid a TypeAdapter NameError via future annotations/type imports, while 43842 explicitly guards the TypeAdapter import for environments without pydantic. They are not the same concrete change and could both be valid independently." } ] }, @@ -24095,8 +25502,8 @@ "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:44071", "pull_request:44066|pull_request:44068", "pull_request:44018|pull_request:44066", "pull_request:44019|pull_request:44722", @@ -24127,8 +25534,8 @@ "pull_request:44073|pull_request:44161", "pull_request:44073|pull_request:44101", "pull_request:44059|pull_request:44071", - "pull_request:44018|pull_request:44059", "pull_request:44056|pull_request:44101", + "pull_request:44018|pull_request:44059", "pull_request:44059|pull_request:44066", "pull_request:43997|pull_request:44017", "pull_request:44101|pull_request:44161", @@ -24160,12 +25567,12 @@ "pull_request:44044|pull_request:44154", "pull_request:44024|pull_request:44076" ], - "prepared_review_unit_hash": "1e63a3be0af2d8d2156c197ed675778684b4ed42ad85b41a160d0339b26bca3d", + "prepared_review_unit_hash": "bd71109890fe4aed46c6c40531504f855546dd952a04fda029038791540be930", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 77, - "serialized_chars": 84508, + "serialized_chars": 84506, "estimated_input_tokens": 21127, "estimated_eval_tokens": 42510 }, @@ -24173,435 +25580,363 @@ "node_count": 28, "item_count": 28, "soft_pair_count": 72, - "serialized_chars": 76941, - "estimated_input_tokens": 19236, - "estimated_eval_tokens": 38728 + "serialized_chars": 76936, + "estimated_input_tokens": 19234, + "estimated_eval_tokens": 38724 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of parallel, model-specific output-tracing refactors rather than one single duplicate PR. The only strong duplicate/same-change matches are within GPT-Neo and GPT-J/codegen-related refactors; the rest are different models and should stay separate.", - "confidence": 0.91, + "summary": "This cluster is mostly a broad set of independent model-specific refactors toward standardized output tracing. The only true duplicate groups are within the GPT-J/CodeGen line and the GPT-Neo line; the rest share the same umbrella initiative or issue target but not the same concrete code path.", + "confidence": 0.87, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44722 is the broadest and latest representative of the gptj/codegen output-tracing refactor line, with the clearest overlap to the duplicate candidates.", + "canonical_pr_reason": "PR 44066 is the strongest representative of the shared output-tracing refactor subset: it has the clearest explicit issue linkage, touches the concrete GPT-J/CodeGen code paths, and is more complete than the narrower follow-ups.", "best_issue_reason": null, - "best_pr_reason": "44722 best represents the cluster\u2019s dominant duplicate-worthy change set and is the strongest anchor for the GPT-J/codegen subcluster.", + "best_pr_reason": "PR 44066 is the best single representative for triage because it anchors the recurring GPT-J/CodeGen implementation change with explicit tracking and a concrete fix path.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different model families; same tracking issue is not enough to make these the same change." + "reason": "Different model code paths (CVT/FNet vs GPT-J); same umbrella tracing work is not enough." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "FNet/CVT refactor vs DeBERTa refactor; separate code paths and separate model-specific changes." + "reason": "Different model families and implementations; only the shared output-tracing initiative overlaps." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Both target GPT-J output-tracing cleanup in the same file and look like the same underlying refactor." + "reason": "Both touch GPT-J output-tracing in the same concrete file and could plausibly be merged." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "ResNet/RegNet/RT-DETR vs EfficientNet; related theme but different model implementations." + "reason": "ResNet/RT-DETR-style refactor versus EfficientNet; different code paths despite similar tracing cleanup." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "EfficientNet output tracing is unrelated to GPT-J/CodeGen output tracing." + "reason": "EfficientNet and GPT-J/CodeGen are unrelated model implementations." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "GPT-J/CodeGen refactor vs EfficientNet refactor; not the same concrete change." + "reason": "GPT-J/CodeGen versus EfficientNet; same initiative, not the same bug/change." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 and DeBERTa are different model paths with only superficial refactor similarity." + "reason": "MobileNetV2 and DeBERTaV2 are distinct model paths." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen refactor vs MGP-STR refactor; no shared code-path problem." - }, - { - "left": "pull_request:44066", - "right": "pull_request:44071", - "accept": false, - "reason": "GPT-J/CodeGen and MPT are separate implementations despite similar decorator language." + "reason": "GPT-J/CodeGen versus MGP-STR; different underlying model behavior." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Both are GPT-Neo output-tracing refactors on the same model code-path and look mergeable into one change." + "reason": "Same GPT-Neo file/test refactor and same standardized output-tracing change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-J/CodeGen versus MPT; not the same concrete change." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen and GPT-Neo are different models; same topic is too broad for duplicate triage." + "reason": "GPT-J/CodeGen versus GPT-Neo; similar pattern but different model code." }, { "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "GPT-Neo vs GPT-J/CodeGen are distinct refactors with different model internals." + "reason": "GPT-Neo and GPT-J/CodeGen are separate implementations." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet output tracing is unrelated to GPT-J/CodeGen output tracing." + "reason": "ResNet versus GPT-J/CodeGen; same umbrella issue does not make them duplicates." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR refactor is a separate model-specific change from GPT-J/CodeGen." + "reason": "MGP-STR versus GPT-J/CodeGen; unrelated concrete code paths." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet and GPT-J are different code paths; no concrete overlap." + "reason": "ResNet and GPT-J are different model paths." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo vs ResNet; same refactor pattern but not the same underlying bug/change." + "reason": "GPT-Neo and ResNet are unrelated implementations." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet and MPT are different model refactors." + "reason": "ResNet and MPT are different code paths." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo output tracing and Flaubert/XLM attention tracing are unrelated." + "reason": "GPT-Neo versus Flaubert; same tracing theme but not the same fix." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are separate model families." + "reason": "GPT-Neo and GPT-J/CodeGen are separate refactors." }, { "left": "pull_request:44018", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo vs Flaubert; only the refactor style matches, not the underlying change." + "reason": "GPT-Neo and Flaubert are different model implementations." }, { "left": "pull_request:44071", "right": "pull_request:44722", "accept": false, - "reason": "MPT and GPT-J/CodeGen are separate model implementations." + "reason": "MPT versus GPT-J/CodeGen; no shared concrete bug." }, { "left": "pull_request:44018", "right": "pull_request:44085", "accept": false, - "reason": "GPT-Neo and GPT-J are different model-specific changes." - }, - { - "left": "pull_request:44018", - "right": "pull_request:44086", - "accept": false, - "reason": "GPT-Neo and MGP-STR are unrelated beyond shared decorator naming." - }, - { - "left": "pull_request:44068", - "right": "pull_request:44086", - "accept": false, - "reason": "Both are output-tracing refactors, but they affect different models and code paths." - }, - { - "left": "pull_request:44071", - "right": "pull_request:44086", - "accept": false, - "reason": "MPT and MGP-STR are unrelated model refactors." - }, - { - "left": "pull_request:44085", - "right": "pull_request:44086", - "accept": false, - "reason": "GPT-J and MGP-STR are different models, so not the same change." + "reason": "GPT-Neo and GPT-J are different code paths." }, { "left": "pull_request:44059", "right": "pull_request:44086", "accept": false, - "reason": "GPT-2 refactor vs MGP-STR refactor; different concrete behavior changes." + "reason": "GPT2 versus MGP-STR; only the refactor style overlaps." }, { "left": "pull_request:44098", "right": "pull_request:44101", "accept": false, - "reason": "ViLT output handling vs Flaubert/XLM attention handling; separate model paths." + "reason": "ViLT and Flaubert/XLM are unrelated model code paths." }, { "left": "pull_request:44059", - "right": "pull_request:44071", - "accept": false, - "reason": "GPT-2 and MPT are different model implementations." - }, - { - "left": "pull_request:43997", - "right": "pull_request:44017", + "right": "pull_request:44722", "accept": false, - "reason": "RegNet and SegFormer are different models despite both using output tracing utilities." + "reason": "GPT2 and GPT-J/CodeGen are separate implementations." }, { - "left": "pull_request:44101", + "left": "pull_request:44017", "right": "pull_request:44161", "accept": false, - "reason": "Flaubert/XLM and LongT5 are unrelated model changes." + "reason": "Segformer and LongT5 do not share the same concrete code path." }, { - "left": "pull_request:43997", - "right": "pull_request:44056", - "accept": false, - "reason": "RegNet output tracing and MPNet output tracing are separate model-specific changes." - }, - { - "left": "pull_request:44071", - "right": "pull_request:44076", + "left": "pull_request:44017", + "right": "pull_request:44073", "accept": false, - "reason": "MPT and ImageGPT are different code paths." + "reason": "Segformer and VisualBERT are different model families." }, { - "left": "pull_request:44074", - "right": "pull_request:44101", + "left": "pull_request:44017", + "right": "pull_request:44722", "accept": false, - "reason": "TextNet and Flaubert/XLM are unrelated models." + "reason": "Segformer versus GPT-J/CodeGen; same initiative, not same bug." }, { - "left": "pull_request:44056", - "right": "pull_request:44161", + "left": "pull_request:44068", + "right": "pull_request:44071", "accept": false, - "reason": "MPNet and LongT5 are different implementations." + "reason": "GPT-Neo and MPT are different model implementations." }, { "left": "pull_request:43997", - "right": "pull_request:44018", + "right": "pull_request:44073", "accept": false, - "reason": "RegNet and GPT-Neo are different model families." + "reason": "RegNet and VisualBERT are unrelated concrete changes." }, { - "left": "pull_request:43997", - "right": "pull_request:44161", + "left": "pull_request:44071", + "right": "pull_request:44076", "accept": false, - "reason": "RegNet and LongT5 are unrelated changes." + "reason": "MPT and ImageGPT are distinct code paths." }, { - "left": "pull_request:44074", + "left": "pull_request:44073", "right": "pull_request:44161", "accept": false, - "reason": "TextNet and LongT5 are separate model refactors." + "reason": "VisualBERT and LongT5 are different model refactors." }, { - "left": "pull_request:44018", - "right": "pull_request:44161", + "left": "pull_request:44073", + "right": "pull_request:44101", "accept": false, - "reason": "GPT-Neo and LongT5 are unrelated model paths." + "reason": "VisualBERT and Flaubert/XLM are unrelated code paths." }, { - "left": "pull_request:44010", + "left": "pull_request:44059", "right": "pull_request:44071", "accept": false, - "reason": "SqueezeBERT and MPT are distinct models; only the refactor mechanism is similar." - }, - { - "left": "pull_request:44018", - "right": "pull_request:44129", - "accept": false, - "reason": "GPT-Neo and SpeechT5 are different changes in different code paths." + "reason": "GPT2 and MPT are distinct model implementations." }, { - "left": "pull_request:44010", - "right": "pull_request:44073", + "left": "pull_request:44056", + "right": "pull_request:44161", "accept": false, - "reason": "SqueezeBERT and VisualBERT are separate model-specific refactors." + "reason": "MPNet and LongT5 are different concrete changes." }, { "left": "pull_request:43997", - "right": "pull_request:44074", + "right": "pull_request:44018", "accept": false, - "reason": "RegNet and TextNet are different model implementations." + "reason": "RegNet and GPT-Neo are unrelated model paths." }, { - "left": "pull_request:44073", + "left": "pull_request:43997", "right": "pull_request:44161", "accept": false, - "reason": "VisualBERT and LongT5 are unrelated code paths." - }, - { - "left": "pull_request:44073", - "right": "pull_request:44101", - "accept": false, - "reason": "VisualBERT and Flaubert/XLM are separate model-specific changes." - }, - { - "left": "pull_request:44059", - "right": "pull_request:44071", - "accept": false, - "reason": "GPT-2 and MPT are different model implementations." - }, - { - "left": "pull_request:44018", - "right": "pull_request:44059", - "accept": false, - "reason": "GPT-Neo and GPT-2 are distinct refactors on different models." + "reason": "RegNet and LongT5 are different implementations." }, { "left": "pull_request:44056", - "right": "pull_request:44101", + "right": "pull_request:44073", "accept": false, - "reason": "MPNet and Flaubert/XLM are unrelated changes." + "reason": "MPNet and VisualBERT do not share the same underlying bug/change." }, { - "left": "pull_request:44059", - "right": "pull_request:44066", + "left": "pull_request:44071", + "right": "pull_request:44076", "accept": false, - "reason": "GPT-2 vs GPT-J/CodeGen; same topic, different model code." + "reason": "MPT and ImageGPT are separate model code paths." }, { "left": "pull_request:43997", - "right": "pull_request:44017", + "right": "pull_request:44074", "accept": false, - "reason": "RegNet and SegFormer are different model-specific refactors." + "reason": "RegNet and TextNet are different model families." }, { "left": "pull_request:44101", "right": "pull_request:44161", "accept": false, - "reason": "Flaubert/XLM and LongT5 do not share the same concrete fix." + "reason": "Flaubert/XLM and LongT5 are unrelated refactors." }, { - "left": "pull_request:44071", - "right": "pull_request:44129", + "left": "pull_request:43997", + "right": "pull_request:44056", "accept": false, - "reason": "MPT and SpeechT5 are unrelated model changes." + "reason": "RegNet and MPNet are different concrete implementations." }, { "left": "pull_request:44074", "right": "pull_request:44101", "accept": false, - "reason": "TextNet and Flaubert/XLM are separate refactors." + "reason": "TextNet and Flaubert/XLM are different model paths." }, { "left": "pull_request:44056", "right": "pull_request:44161", "accept": false, - "reason": "MPNet and LongT5 are different models with different output paths." + "reason": "MPNet and LongT5 are unrelated code changes." }, { "left": "pull_request:43997", "right": "pull_request:44018", "accept": false, - "reason": "RegNet and GPT-Neo are different model families." - }, - { - "left": "pull_request:43997", - "right": "pull_request:44161", - "accept": false, - "reason": "RegNet and LongT5 are unrelated changes." + "reason": "RegNet and GPT-Neo are different models." }, { - "left": "pull_request:44074", - "right": "pull_request:44161", - "accept": false, - "reason": "TextNet and LongT5 are separate model-specific refactors." - }, - { - "left": "pull_request:44018", - "right": "pull_request:44161", + "left": "pull_request:44010", + "right": "pull_request:44071", "accept": false, - "reason": "GPT-Neo and LongT5 are not the same underlying change." + "reason": "SqueezeBERT and MPT are unrelated concrete code paths." }, { "left": "pull_request:44010", - "right": "pull_request:44044", + "right": "pull_request:44073", "accept": false, - "reason": "SqueezeBERT and DeBERTa are unrelated model implementations." + "reason": "SqueezeBERT and VisualBERT are different model implementations." }, { - "left": "pull_request:44044", - "right": "pull_request:44074", + "left": "pull_request:44024", + "right": "pull_request:44076", "accept": false, - "reason": "DeBERTa and TextNet are different code paths." + "reason": "FocalNet and ImageGPT are different models; same output-tracing theme is too broad." }, { "left": "pull_request:44066", "right": "pull_request:44722", "accept": true, - "reason": "These are the same GPT-J/CodeGen output-tracing refactor line, with 44722 appearing to consolidate the same change set." + "reason": "Same GPT-J/CodeGen output-tracing refactor scope and overlapping file set." }, { "left": "pull_request:44085", "right": "pull_request:44722", "accept": true, - "reason": "Both touch GPT-J output-tracing cleanup in the same file and are plausibly mergeable as one PR." + "reason": "Both modify GPT-J output-tracing in the same code path and could be unified." }, { "left": "pull_request:44085", "right": "pull_request:44129", "accept": false, - "reason": "GPT-J and SpeechT5 are unrelated models." + "reason": "GPT-J versus SpeechT5; same issue target does not imply same change." }, { "left": "pull_request:43996", "right": "pull_request:44007", "accept": false, - "reason": "FNet/CVT refactor and ResNet/RegNet refactor are separate model-specific changes." + "reason": "Different model families and different refactor targets." }, { "left": "pull_request:43996", "right": "pull_request:44129", "accept": false, - "reason": "FNet/CVT output tracing is unrelated to SpeechT5 output tracing." + "reason": "CVT/FNet versus SpeechT5 are unrelated concrete changes." }, { "left": "pull_request:44044", "right": "pull_request:44129", "accept": false, - "reason": "DeBERTa and SpeechT5 are different model code paths." + "reason": "DeBERTaV2 and SpeechT5 are different model code paths." }, { "left": "pull_request:44044", "right": "pull_request:44154", "accept": false, - "reason": "DeBERTa and ViT-S are separate models; no shared concrete bug." + "reason": "DeBERTaV2 and Vits are separate implementations." }, { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "FocalNet and ImageGPT are different models, so not a duplicate fix." + "reason": "FocalNet and ImageGPT are different model-specific refactors." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative: the accepted soft edges are limited to clearly same-model, same-refactor lines (GPT-Neo and GPT-J/CodeGen), while the rejections avoid conflating different model-specific changes. I don\u2019t see an overstatement of evidence or an unmergeable PR-pair accepted as a duplicate." + "feedback": "The summary is grounded in the packet and stays conservative about the soft edges. The accepted PR pairs are all within the same concrete code path and look mergeable as a single bugfix, while the rejected pairs mostly differ by model family or implementation. The representative PR rationale is also supported by the explicit issue linkage and file scope shown in the packet." }, "evaluator_used": true, "retried": false, @@ -24636,12 +25971,12 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "2a4e52a74fc73609ade986e8ea102f92c7aff9d31c61436e229290c667e527ba", + "prepared_review_unit_hash": "c64395fd038f0aa7d222647e036193460011a016f65f241cc808082c02d4e251", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 77, - "serialized_chars": 84508, + "serialized_chars": 84506, "estimated_input_tokens": 21127, "estimated_eval_tokens": 42510 }, @@ -24649,51 +25984,51 @@ "node_count": 6, "item_count": 6, "soft_pair_count": 5, - "serialized_chars": 13067, - "estimated_input_tokens": 3267, - "estimated_eval_tokens": 6790 + "serialized_chars": 13070, + "estimated_input_tokens": 3268, + "estimated_eval_tokens": 6792 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are highly similar standardized output-tracing refactors, but they target different model implementations and code paths. They should not be deduplicated as the same change; the shared pattern is architectural, not a single underlying bug/fix.", - "confidence": 0.84, + "summary": "These PRs are all related by a shared output-tracing refactor pattern, but they target different model implementations and code paths, so they are not duplicates.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "No true canonical duplicate exists because each PR is model-specific. If one PR must be singled out, 44129 is the most concrete due to its explicit issue link and clearly scoped SpeechT5 tracing refactor.", + "canonical_pr_reason": "No single canonical PR: each change is model-specific (RegNet, SqueezeBert, MPNet, VisualBert, TextNet, SpeechT5) rather than the same underlying fix.", "best_issue_reason": null, - "best_pr_reason": "44129 is the strongest standalone representative: it has an explicit issue target, a well-scoped change, and enough context to describe the standardized output-capture refactor.", + "best_pr_reason": "44129 is the most self-contained and explicitly issue-linked refactor, making it the best representative of the set even though it is not a duplicate of the others.", "soft_edge_verdicts": [ { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "Both are output-tracing refactors, but they touch different model files and different concrete implementations. Same pattern, not the same underlying change." + "reason": "Same refactor theme, but different models and files; these are separate model-specific changes, not one mergeable fix." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "These are separate model-specific refactors in MPNet vs VisualBert; they share a helper migration pattern but not a common code-path bug or fix." + "reason": "Both are output-tracing refactors, but MPNet and VisualBert have distinct code paths and implementations." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "Different models and different forward/output tracing logic. Too broad to treat as one duplicate PR." + "reason": "Different models and different forward/output plumbing; too broad to be the same underlying bug or change." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are unrelated implementations. Similar decorator migration, but not the same change." + "reason": "RegNet and SqueezeBert are unrelated model implementations; similarity is only at the refactor pattern level." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "Both refactor output handling, but SqueezeBert and SpeechT5 are distinct code paths with different scope and issue context; they are not mergeable as one PR." + "reason": "These touch different model code paths and are separate output-tracing migrations, not a single concrete fix." } ] }, @@ -24772,268 +26107,274 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "00b6c6446e39fc3f65bf89392749c45fe652d82c08779ceb50dddeed8c96dfd2", + "prepared_review_unit_hash": "742492a8dc567a4196d720598e4bde2b94f0b24972689181654eb95a12e8c212", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 39, - "serialized_chars": 39794, - "estimated_input_tokens": 9949, - "estimated_eval_tokens": 20154 + "serialized_chars": 39791, + "estimated_input_tokens": 9948, + "estimated_eval_tokens": 20152 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 39, - "serialized_chars": 39794, - "estimated_input_tokens": 9949, - "estimated_eval_tokens": 20154 + "serialized_chars": 39791, + "estimated_input_tokens": 9948, + "estimated_eval_tokens": 20152 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All items are related refactor PRs for output tracing across different models, but they are model-specific changes rather than duplicates of the same concrete fix. No soft pair should be merged as a duplicate PR.", - "confidence": 0.88, + "summary": "These PRs are all variations on output-tracing refactors, but they each target different model families and concrete code paths. They are similar in pattern, not duplicate fixes, so no soft edge is accepted.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44003 is the most representative and substantial item in the set, covering the core output-tracing plumbing for the mamba/falcon_mamba path.", + "canonical_pr_reason": "PR #44003 is the best cluster representative because it is the broadest and most concrete tracing refactor here, touching both `mamba` and `falcon_mamba` and introducing the new tracing helpers in the actual model code.", "best_issue_reason": null, - "best_pr_reason": "PR 44003 is the best overall representative because it is the broadest and most foundational refactor among these model-specific output-tracing changes.", + "best_pr_reason": "PR #44003 is the strongest single example of the pattern: it spans multiple related model files and changes the core forward/tracing plumbing rather than only a small wrapper or doc/type cleanup.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Same refactor theme, but timm_backbone and upernet are different model code paths; not the same underlying change." + "reason": "Both are output-tracing refactors, but they modify different models (`timm_backbone` vs `upernet`) and different forward paths; same pattern, not the same change." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Both are output-tracing refactors, but for different models; they are not duplicates of one fix." + "reason": "Different model families and code paths (`timm_backbone` vs `vision_text_dual_encoder`); the shared theme is too broad to treat as duplicate." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Different model implementations (timm_backbone vs univnet); similar cleanup, but not the same concrete PR." + "reason": "`timm_backbone` and `univnet` are unrelated implementations; the refactors are structurally similar but not the same underlying bug/change." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "Different subsystems and code paths; mamba/falcon_mamba output tracing is not the same change as timm_backbone." + "reason": "`timm_backbone` and `mamba/falcon_mamba` are separate model stacks with different tracing mechanisms; not mergeable as one duplicate fix." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Different model families (timm_backbone vs rwkv); related pattern, but not one duplicate fix." + "reason": "`timm_backbone` and `rwkv` both mention tracing, but they target distinct forward implementations and helper plumbing." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "MobileNetV1 and UnivNet are unrelated model paths; same refactor style, not the same bug/change." + "reason": "Both refactor outputs, but `mobilenet_v1` and `univnet` are unrelated model code paths and not the same fix." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Different model-specific output tracing work; not a single duplicate PR." + "reason": "`mobilenet_v1` and `upernet` are different models; the changes are parallel refactors, not a duplicate bug fix." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "MobileNetV1 and Depth Anything touch different forward paths; too broad to treat as duplicates." + "reason": "`mobilenet_v1` and `depth_anything` touch different model heads/backbones; similar tracing cleanup, but not one underlying change." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "Different model families and APIs; not the same concrete change." + "reason": "`mobilenet_v1` and `vision_encoder_decoder` are unrelated forward paths; this is a broad refactor pattern only." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "Speech-encoder-decoder is a different code path from MobileNetV1; reject duplicate merge." + "reason": "`mobilenet_v1` and `speech_encoder_decoder` are different code paths; same kind of cleanup, not duplicate work." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "Vision-text dual encoder and UnivNet are unrelated implementations; same refactor theme only." + "reason": "`vision_text_dual_encoder` and `univnet` are unrelated models; they happen to adopt the same refactor style but not the same fix." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Different model code paths; similar output-tracing cleanup, not the same fix." + "reason": "Different model families and implementations; no shared concrete bug or mergeable code path." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "Vision-text dual encoder and mamba/falcon_mamba are separate model changes; not mergeable as duplicates." + "reason": "`vision_text_dual_encoder` and `mamba/falcon_mamba` are distinct architectures with different tracing behavior." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Different architectures and forward signatures; not the same underlying issue." + "reason": "`vision_text_dual_encoder` and `depth_anything` are separate models; the overlap is only the generic output-tracing refactor pattern." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "UnivNet and UperNet are different models; similar refactor pattern, not duplicate content." + "reason": "`univnet` and `upernet` are different model implementations; not the same code-path problem." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "Different model families and code paths; not one concrete fix." + "reason": "`univnet` and `mamba/falcon_mamba` are unrelated changes despite similar output-tracing wording." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "UnivNet vs Depth Anything are separate refactors, not duplicates." + "reason": "`univnet` and `depth_anything` are different subsystems and forward paths." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "`univnet` and `codegen` are separate model code paths; similar refactor goal, not duplicate change." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "UperNet and RWKV are unrelated forward paths; same theme only." + "reason": "`upernet` and `rwkv` are unrelated models; the similarity is only that both clean up output handling." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "Different models and different output-capturing integrations; not the same PR." + "reason": "`upernet` and `mamba/falcon_mamba` do not share the same implementation or bug surface." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "Mamba/falcon_mamba output tracing and CodeGen output tracing are separate model-specific changes." + "reason": "`mamba/falcon_mamba` and `codegen` are different model families with different forward signatures and output plumbing." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "Timm backbone and CodeGen are unrelated code paths; reject as duplicate." + "reason": "`timm_backbone` and `codegen` are unrelated code paths; both use tracing-related helpers, but the underlying work differs." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "UnivNet and CodeGen do not fix the same concrete problem." + "reason": "`univnet` and `codegen` are separate model implementations; not the same concrete fix." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "UperNet and CodeGen are separate implementations; not one duplicate change." + "reason": "`upernet` and `codegen` only share a refactor theme, not the same bug or change." }, { "left": "pull_request:44000", "right": "pull_request:44004", "accept": false, - "reason": "Vision-text dual encoder and CodeGen are different model paths; same refactor label is not enough." + "reason": "`vision_text_dual_encoder` and `codegen` are different code paths and outputs; no duplicate evidence beyond broad similarity." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "Depth Anything and Vision Encoder-Decoder are different model families; not the same underlying fix." + "reason": "Both are encoder/decoder-style refactors, but they target different model wrappers and different forward methods; too broad to merge as duplicates." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "Depth Anything and Speech Encoder-Decoder are unrelated changes." + "reason": "`depth_anything` and `speech_encoder_decoder` are distinct model families; same style of cleanup only." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "Depth Anything and SuperPoint are different forward paths; not duplicates." + "reason": "`depth_anything` and `superpoint` are unrelated vision models with separate output semantics." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "Different model implementations (Depth Anything vs RWKV); reject." + "reason": "`depth_anything` and `rwkv` do not share the same implementation path; the refactor pattern is generic." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "Depth Anything and DPR are separate changes to different code paths." + "reason": "`depth_anything` and `dpr` are separate model code paths; not one underlying change." }, { "left": "pull_request:44026", - "right": "pull_request:44029", + "right": "pull_request:44027", "accept": false, - "reason": "Vision Encoder-Decoder and RWKV are unrelated models; not the same fix." + "reason": "Both are wrapper-model refactors, but one is vision and the other speech; different concrete code paths." }, { "left": "pull_request:44026", - "right": "pull_request:44027", + "right": "pull_request:44028", "accept": false, - "reason": "Different seq2seq model wrappers and code paths; not duplicate PRs." + "reason": "`vision_encoder_decoder` and `superpoint` are unrelated models, so this is not a duplicate fix." }, { "left": "pull_request:44026", - "right": "pull_request:44028", + "right": "pull_request:44029", "accept": false, - "reason": "Vision Encoder-Decoder and SuperPoint are different models; same refactor pattern only." + "reason": "`vision_encoder_decoder` and `rwkv` are different architectures and output handling mechanisms." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "Vision Encoder-Decoder and DPR are unrelated code paths." + "reason": "`vision_encoder_decoder` and `dpr` touch different forward implementations; same theme, not same change." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "Speech Encoder-Decoder and SuperPoint are different model implementations; not one duplicate fix." + "reason": "`speech_encoder_decoder` and `superpoint` are unrelated; no shared concrete bug or patch." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "Speech Encoder-Decoder and RWKV are unrelated changes." + "reason": "`speech_encoder_decoder` and `rwkv` are distinct model paths and should not be merged as one PR." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "Different model wrappers and behavior; not the same underlying issue." + "reason": "`speech_encoder_decoder` and `dpr` only overlap at a high level in output handling." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "SuperPoint and RWKV are separate model-specific refactors." + "reason": "`superpoint` and `rwkv` are unrelated models; the refactor style is shared but the code paths are not." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "SuperPoint and DPR do not share the same concrete bug/change." + "reason": "`superpoint` and `dpr` change different model implementations and output formats." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "RWKV and DPR are different model paths; similar output cleanup, but not duplicates." + "reason": "`rwkv` and `dpr` are different model families; no evidence they fix the same underlying issue." } ] }, @@ -25063,12 +26404,12 @@ "soft_pairs": [ "pull_request:44662|pull_request:45401" ], - "prepared_review_unit_hash": "8ee1e4bc7c410734d18bbc731badfda158e5fb64f5f17c8360dff0e8543b9830", + "prepared_review_unit_hash": "3070ab460ad6cc8d7433dc8ec64444ab3758aa803ab0d4be97fdf541bdf9fb2e", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6552, + "serialized_chars": 6551, "estimated_input_tokens": 1638, "estimated_eval_tokens": 3532 }, @@ -25076,7 +26417,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6552, + "serialized_chars": 6551, "estimated_input_tokens": 1638, "estimated_eval_tokens": 3532 }, @@ -25085,18 +26426,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated model-addition PRs. They only overlap on shared Transformers plumbing files and docs/auto-registry updates, but they implement different models and code paths (PenguinVL vs Voxtral TTS).", - "confidence": 0.97, + "summary": "These are two unrelated model-addition PRs: one adds PenguinVL, the other adds Voxtral TTS. They share some standard Transformers scaffolding, but not the same underlying model or codepath.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "pull_request:45401 is the better representative because it has an explicit issue target and is a more clearly scoped model-support PR.", "best_issue_reason": null, - "best_pr_reason": "PR 45401 is the more focused, issue-linked PR, but it is not a duplicate of 44662; the two changes target different models and should remain separate.", + "best_pr_reason": "pull_request:45401 is the strongest standalone PR candidate for this cluster because it is tied to a tracking issue and cleanly adds one model family rather than a broader implementation stack.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Different underlying features/models: PenguinVL implementation vs Voxtral TTS support. Shared registry/docs files are incidental, not the same concrete change." + "reason": "Reject: PenguinVL and Voxtral TTS are different model families with separate implementations and tests; shared auto-registration/docs edits are generic and do not indicate the same bug or change." } ] }, @@ -25126,7 +26467,7 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "84b71aca10c7e89ed4859c0fe339bc1616633aea7cb69fa11b5b4bb6a6ef01fa", + "prepared_review_unit_hash": "c3bd87b5bf73cc497541d073cbc6ac3c3ab81c51f239aa66d6e1eb47fe49952c", "component_budget": { "node_count": 2, "item_count": 2, @@ -25148,18 +26489,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are related to model/module fusion, but they implement different layers of the stack: one adds a generic module-fusion API, while the other wires up n-to-1 kernel fusion through KernelConfig and integration code. They are not the same underlying change.", - "confidence": 0.87, + "summary": "These PRs are thematically related fusion efforts, but they implement different things: one introduces a generic Module Fusion API, while the other adds n-to-1 kernel fusion through KernelConfig and model/integration plumbing. They are not the same underlying change.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45363 is the more concrete, end-to-end fusion implementation: it spans KernelConfig, model loading, integrations, and an example, making it the better representative of this cluster.", + "canonical_pr_reason": "PR 45363 is the more concrete, end-to-end fusion implementation with loader/integration changes and usage example; PR 44979 is separate lower-level API groundwork.", "best_issue_reason": null, - "best_pr_reason": "PR #45363 is the strongest standalone PR in the set because it contains the broader functional change and clearer user-facing behavior; PR #44979 looks like a separate foundational API scaffold.", + "best_pr_reason": "PR 45363 is the best representative of the cluster because it contains the most user-facing and complete fusion feature, not just an internal abstraction.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "Related topic, but not the same change: #44979 introduces a generic module-fusion API, while #45363 implements specific n-to-1 kernel fusion via KernelConfig and integration hooks. They touch different code paths and would not naturally be merged as one PR." + "reason": "Different code paths and scopes: 44979 adds a generic Module Fusion API in a new module, while 45363 wires n-to-1 kernel fusion via KernelConfig plus integration changes. They are related but not the same change and would not plausibly be merged as one PR." } ] }, @@ -25189,7 +26530,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "a820de3c449378ddb9c377126ee0a994f2eb08baa6c9d7830124a2977349d938", + "prepared_review_unit_hash": "06ca6383b22c100773135aa5a0f46ac6d488842d3b4e44f5dc4f8be947368a9c", "component_budget": { "node_count": 2, "item_count": 2, @@ -25211,18 +26552,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests fix the same Mistral pre-tokenizer AttributeError by replacing `backend_tokenizer.pre_tokenizer` access with `tokenizer.pre_tokenizer` in the same code path; the second PR adds tests but does not change the underlying fix.", - "confidence": 0.97, - "canonical_issue_reason": "No issue artifact is present in the cluster; both PRs explicitly target issue #45081.", - "canonical_pr_reason": "PR #45317 is the better canonical PR because it contains the same fix plus regression tests and a more explicit title, making it the more complete representative.", - "best_issue_reason": "No issue node is available here, so there is no canonical issue to select.", - "best_pr_reason": "PR #45317 is the strongest representative since it preserves the core bug fix and adds test coverage in the same affected tokenizer path.", + "summary": "Both pull requests address the same Mistral regex patch AttributeError in `src/transformers/tokenization_utils_tokenizers.py`; PR 45317 is the more complete version because it includes a test change in addition to the same code fix.", + "confidence": 0.98, + "canonical_issue_reason": "Issue 45081 is the shared explicit target for both PRs and is the natural canonical tracker for this bug.", + "canonical_pr_reason": "PR 45317 is the better canonical PR because it contains the same fix as 45086 plus test coverage, making it the more complete implementation.", + "best_issue_reason": "Issue 45081 is the only explicit issue tied to both changes and best represents the underlying bug being fixed.", + "best_pr_reason": "PR 45317 is the best representative PR since it supersedes the minimal patch with the same code-path fix and adds a test.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same underlying bug fix in the same file and code path; the later PR is essentially the same patch plus tests, so they are mergeable into one PR." + "reason": "Same underlying AttributeError fix in the same function and file; the diff is effectively the same patch, with 45317 adding tests, so they are mergeable as one change." } ] }, @@ -25252,7 +26593,7 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "788c3952e6db33e00e642709666e7849cbdb362b08501f351e0b4ddd95fe7bb6", + "prepared_review_unit_hash": "c3e6ff75affc8da27c78d35873a21f8582e0aade5e0896e40c54094d26214566", "component_budget": { "node_count": 2, "item_count": 2, @@ -25274,18 +26615,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs touch NemotronH internals, but they are not the same change: #45115 is a narrow conversion/refactor for GraniteMoeHybrid-compatible key mapping, while #45569 is a broader model-split and documentation/test update creating NemotronH Dense/Sparse variants. They overlap in files and architecture, but the concrete changes and merge scope differ enough that they should not be deduplicated.", - "confidence": 0.91, + "summary": "Two unrelated NemotronH pull requests: one is a narrow checkpoint-conversion/key-renaming update, the other is a broad architectural split/dispatcher refactor adding NemotronHDense and NemotronHSparse. They overlap in model files but not in the same concrete fix.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "#45569 is the better canonical PR because it is the more complete, end-user-facing implementation: it adds the new dense/sparse model packages, updates auto/config plumbing, docs, and tests. #45115 is narrower and looks like a supporting refactor/conversion mapping change rather than the primary feature.", + "canonical_pr_reason": "45569 is the better canonical PR because it is the broader, higher-level model refactor and includes the user-facing architecture split; 45115 is a smaller supporting conversion-mapping change.", "best_issue_reason": null, - "best_pr_reason": "#45569 is the strongest representative of the cluster since it covers the larger concrete model-architecture change and the surrounding integration work. #45115 is too specialized to serve as the main reference for the NemotronH work.", + "best_pr_reason": "45569 is the strongest representative of the cluster since it covers the main NemotronH package reorganization and model definitions, while 45115 is only a partial conversion utility update.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "Shared NemotronH files alone are not enough: #45115 focuses on checkpoint conversion/key renaming, while #45569 introduces new dense/sparse model variants plus docs/tests. They are related but not the same fix and would not plausibly merge as one PR." + "reason": "Do not merge: 45115 only changes conversion key mappings for NemotronH/NemotronH Dense, while 45569 refactors the model family into thin wrappers plus dense/sparse variants with docs and auto-mapping updates. Shared files are incidental, not the same underlying change or fix." } ] }, @@ -25315,7 +26656,7 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "972fdb1923b4f7a9a1661b3981c502a1057ccd325ff2cde1d462ac0aab4fa20f", + "prepared_review_unit_hash": "8a25a03f7aca4d0b3023606a76b33ac6f92bbea034ef3f7fff31c51b8f2c803e", "component_budget": { "node_count": 2, "item_count": 2, @@ -25337,18 +26678,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related typing-focused PRs, but they address different change sets: one is a broad repo-wide type-checking pass, the other adds/adjusts specific typing protocols and helpers. They should not be treated as duplicates.", - "confidence": 0.89, + "summary": "Both pull requests are typing-related, but they are not the same change: one is a broad repo-wide type-checking sweep, the other adds specific typing protocols/aliases to support a narrower set of code paths.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45425 is the better representative of the cluster because it has a narrower, more concrete typing change set centered on shared typing abstractions and call sites, rather than a wide sweep of many unrelated files.", + "canonical_pr_reason": "PR 45425 is the better canonical representative because it is a focused typing-infrastructure change centered on `_typing.py` and a small set of consumers. PR 45415 is a much broader type-checking sweep across many files and configuration, so it is less representative of a single underlying change.", "best_issue_reason": null, - "best_pr_reason": "PR #45425 is the best PR for the cluster because it is more self-contained and clearly scoped; PR #45415 is a broad type-checking cleanup across many modules and is less representative of a single underlying change.", + "best_pr_reason": "PR 45425 is the best PR for this cluster because it has a tighter scope and clearer code-path purpose. PR 45415 is more of a general cleanup/type-checking pass rather than the same concrete fix.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Both are typing-related, but #45415 is a broad type-checking pass across many files while #45425 adds specific typing protocols and fixes in a different code path. Shared files alone are not enough to merge them as one underlying change." + "reason": "They overlap on typing, but the scope and intent differ: 45415 is a broad type-checking sweep across many modules, while 45425 introduces specific typing helpers and related adjustments for particular consumers. They do not look like the same underlying bug or mergeable single PR." } ] }, @@ -25378,7 +26719,7 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "adf96544ad42e90b7f95a6471e03321dcefd46f4d5c287d73a0d22952a82e866", + "prepared_review_unit_hash": "5f5831c3b8600c7a813b7fa3d2f30b9cfacd1f835fb1d6c682ce7bd3c835b1aa", "component_budget": { "node_count": 2, "item_count": 2, @@ -25400,18 +26741,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are related only at a high level (expert parallelism/loading) but fix different bugs: 45548 handles EP config serialization and `has_ep` for ZeRO-3/accelerate launch, while 45662 fixes expert parameters being overwritten during post-shard wrapping in FSDP2. I would not merge them as duplicates.", - "confidence": 0.96, + "summary": "Two EP-related PRs, but they target different bugs and loading paths. They overlap in `modeling_utils.py` only superficially; one is about preserving `distributed_config`/EP during accelerate+ZeRO-3 loading, the other about preventing rank-0 broadcast from overwriting experts under FSDP2.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: 45548 is about distributed config serialization and EP detection during loading, while 45662 is about DTensor/post-shard handling to prevent expert params from being overwritten. Different concrete failure paths.", + "canonical_pr_reason": "PR 45662 is the better canonical PR for this cluster because its title and diff describe a more concrete, self-contained failure mode with clear code-path changes in model loading and MoE handling. PR 45548 is related to EP initialization/loading, but it fixes a different mechanism and is less representative of the distinct bug set here.", "best_issue_reason": null, - "best_pr_reason": "If one had to serve as the broader EP-loading representative, 45662 is the more expansive fix, but it still should remain separate because it addresses a different code path and bug than 45548.", + "best_pr_reason": "PR 45662 is the best single PR to keep as the representative artifact: it is more specific about the runtime corruption it fixes, touches the primary loading path, and has a tighter bug-to-change mapping than PR 45548.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Both concern EP loading, but the bugs are distinct: 45548 fixes config serialization/`has_ep` for ZeRO-3 launch; 45662 fixes post-shard DTensor wrapping to stop rank-0 overwrites in FSDP2." + "reason": "Related EP work, but not the same underlying bug. 45548 focuses on serializing `distributed_config` and adding `has_ep` for accelerate/DeepSpeed ZeRO-3 loading, while 45662 fixes experts being overwritten by rank-0 broadcast in FSDP2. Different failure modes and different code paths." } ] }, @@ -25428,7 +26769,7 @@ "component_count": 33, "review_unit_index": 1, "review_unit_count": 1, - "status": "error", + "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, @@ -25441,7 +26782,7 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "b7f8708643c12e0402173e88b2c9de4b615f9c60318e133c35fb378abad0a507", + "prepared_review_unit_hash": "fbd99aa509be0fd856cdbf75a233d9f67676ccba829a23b0ed4f4e2e25889b31", "component_budget": { "node_count": 2, "item_count": 2, @@ -25462,7 +26803,22 @@ "trimmed": false, "aggressively_trimmed": false, "split": false, - "analyst_result": null, + "analyst_result": { + "summary": "Both PRs address the same xdist/captured_info collision problem around patched testing debug logs, with PR 45645 adding the more complete fix and CI artifact handling. I\u2019d treat 45645 as the canonical representative.", + "confidence": 0.81, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45645 is the more complete and newer implementation: it fixes the xdist-safe captured_info handling in code and also updates CI to collect multiple captured_info artifacts, making it the best representative of the change.", + "best_issue_reason": null, + "best_pr_reason": "PR 45645 best captures the underlying bug fix plus the supporting workflow adjustment, so it is the strongest single PR to keep for this cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Both PRs target the same underlying xdist collision in captured_info/debug logging. PR 45645 appears to extend the same fix with CI log collection, so they are plausibly one combined change." + } + ] + }, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -25555,12 +26911,12 @@ "soft_pairs": [ "pull_request:46126|pull_request:46269" ], - "prepared_review_unit_hash": "ca66d7ce2283d56588e500eae9f94becc7ee00594527b682014f9de133a0a2a2", + "prepared_review_unit_hash": "b574a89ee8af610812c82966f1c957f4b8d5882e747c225ed4692325c0749a80", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5526, + "serialized_chars": 5525, "estimated_input_tokens": 1382, "estimated_eval_tokens": 3020 }, @@ -25568,7 +26924,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5526, + "serialized_chars": 5525, "estimated_input_tokens": 1382, "estimated_eval_tokens": 3020 }, @@ -25577,18 +26933,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs overlap on distributed/tensor-parallel files, but 46269 is a broad distributed branch base while 46126 is a focused EP + Trainer integration change. They are related, not the same concrete change set.", - "confidence": 0.88, + "summary": "These are related distributed-training PRs, but not duplicates: one is a focused EP/Trainer feature PR, the other is a broad distributed branch base. The shared files reflect overlap in subsystem, not the same concrete change.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:46126 is the clearest representative of the specific EP routing / Trainer integration work; pull_request:46269 is a much broader branch-base PR spanning many unrelated distributed changes.", + "canonical_pr_reason": "PR 46126 is the more specific, self-contained change: EP routing plus Trainer/config integration around the distributed tensor-parallel path. PR 46269 is a large branch-base PR that bundles many unrelated distributed changes, so it is a poorer canonical representative.", "best_issue_reason": null, - "best_pr_reason": "pull_request:46126 is the best single PR to track the concrete tensor-parallel EP feature, whereas pull_request:46269 is too wide and multi-purpose to serve as a duplicate target.", + "best_pr_reason": "PR 46126 is the best representative because it targets one concrete feature area and code path, whereas PR 46269 is too broad and mixed to serve as a clean cluster anchor.", "soft_edge_verdicts": [ { "left": "pull_request:46126", "right": "pull_request:46269", "accept": false, - "reason": "Shared distributed filenames are not enough here: 46126 is a targeted EP+Trainer integration PR, while 46269 is a broad distributed branch base with additional FSDP and other changes, so they do not look like the same underlying change." + "reason": "They overlap in distributed internals, but 46269 is a broad branch-base PR and 46126 is a focused EP/Trainer integration PR. Shared filenames alone do not indicate the same underlying bug or a mergeable single PR." } ] }, @@ -25656,220 +27012,244 @@ "pull_request:46504|pull_request:46716", "pull_request:46432|pull_request:46716" ], - "prepared_review_unit_hash": "54fbaaebfdf394ccdf60f912c63ec3c10a45bb44417e5acf73237600012e4f49", + "prepared_review_unit_hash": "7e13cb1b8dbae77ac07b6eec253ac336396f3b9857f8445ed039dc21969dca9a", "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": 26664, + "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": 26664, + "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 mostly unrelated workflow-maintenance PRs; the only tight overlaps are within .github/workflows/pr-ci-security-gate.yml, but those still change different jobs/behaviors rather than the same fix.", - "confidence": 0.81, + "summary": "This cluster is a set of unrelated workflow-chore PRs. The pr-ci-security-gate items are the only near-cluster, but they make different edits to the same file and are not true duplicates.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46554 is the most substantive and central workflow-hardening change in the set: it adds actual security checks for PR CI gate behavior rather than only permission or wiring adjustments.", + "canonical_pr_reason": "No canonical duplicate PR stands out; 46554 is the most substantive/central PR in the set, but the items are distinct changes rather than duplicates.", "best_issue_reason": null, - "best_pr_reason": "PR 46554 is the best representative because it addresses the core security-gate code path with concrete enforcement logic; the others are smaller, orthogonal workflow edits.", + "best_pr_reason": "46554 is the strongest representative PR because it adds the main security-gate logic, but it should not be treated as a duplicate of the others.", "soft_edge_verdicts": [ { "left": "pull_request:46138", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and different fixes: stdin handling for a comment parser vs PR CI security-gate logic." + "reason": "Different workflows and different behavior; not the same underlying change." }, { "left": "pull_request:46138", "right": "pull_request:46558", "accept": false, - "reason": "Unrelated workflow changes; one updates comment piping, the other adjusts PR CI gate permissions/approval flow." + "reason": "Unrelated self-comment CI tweak vs pr-ci-security-gate hardening." }, { "left": "pull_request:46138", "right": "pull_request:46563", "accept": false, - "reason": "Different code paths and goals: comment handling vs a reusable PR CI security-gate wrapper note." + "reason": "Different workflow file and different change intent." }, { "left": "pull_request:46138", "right": "pull_request:46716", "accept": false, - "reason": "Different workflows and change types; no shared underlying bug or fix." + "reason": "Different workflow file and different change intent." }, { "left": "pull_request:46138", "right": "pull_request:46504", "accept": false, - "reason": "Both touch shell input handling, but in different workflows and for different commands; not the same concrete bug." + "reason": "Different CI workflows; same broad area is not enough to merge as duplicates." }, { "left": "pull_request:46432", "right": "pull_request:46503", "accept": false, - "reason": "SSH runner hardening vs benchmark trigger logic; unrelated workflow concerns." + "reason": "SSH-runner hardening and benchmark trigger changes are unrelated." }, { "left": "pull_request:46432", "right": "pull_request:46501", "accept": false, - "reason": "Different workflows and fixes: SSH runner secret handling vs anti-slop permissions scoping." + "reason": "Different workflow files and distinct fixes." }, { "left": "pull_request:46432", "right": "pull_request:46502", "accept": false, - "reason": "Different workflows and behaviors; one hardens SSH runner secrets, the other changes reviewer checkout ref." + "reason": "Different workflow files and distinct fixes." }, { "left": "pull_request:46432", "right": "pull_request:46554", "accept": false, - "reason": "Distinct workflows and distinct problems; no common code-path fix." + "reason": "Different workflow files and distinct fixes." }, { "left": "pull_request:46432", "right": "pull_request:46558", "accept": false, - "reason": "SSH runner security vs PR CI gate approval/permissions; not the same change." + "reason": "Different workflow files and distinct fixes." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46563", + "accept": false, + "reason": "Different workflow files and distinct fixes." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflow files and distinct fixes." }, { "left": "pull_request:46501", "right": "pull_request:46503", "accept": false, - "reason": "Same broad CI area, but different workflows and different triggers/permissions." + "reason": "Both are workflow chore PRs, but they change different workflows and different logic." }, { "left": "pull_request:46501", "right": "pull_request:46502", "accept": false, - "reason": "Different workflow files and unrelated fixes." + "reason": "Same broad CI area, but different workflow files and changes." }, { "left": "pull_request:46501", "right": "pull_request:46504", "accept": false, - "reason": "Permissions scoping in anti-slop is unrelated to shell input handling in build-ci-docker-images." + "reason": "Different workflow files and unrelated edits." }, { "left": "pull_request:46501", "right": "pull_request:46554", "accept": false, - "reason": "Different workflow and different failure mode; no shared underlying bug." + "reason": "Different workflow targets and different changes." }, { "left": "pull_request:46502", "right": "pull_request:46503", "accept": false, - "reason": "Reviewer checkout ref and benchmark dispatch support are unrelated workflow changes." + "reason": "Different workflow files and different trigger behavior." }, { "left": "pull_request:46502", "right": "pull_request:46504", "accept": false, - "reason": "Different workflows and different concerns; not mergeable as one fix." + "reason": "Different workflow files and different fixes." }, { "left": "pull_request:46502", "right": "pull_request:46554", "accept": false, - "reason": "No shared code-path problem; reviewer assignment vs PR CI security gate." + "reason": "Different workflow files and different fixes." }, { "left": "pull_request:46503", "right": "pull_request:46504", "accept": false, - "reason": "Benchmark trigger conditions and commit-message shell handling are unrelated." + "reason": "Different workflow files and unrelated edits." }, { "left": "pull_request:46503", "right": "pull_request:46554", "accept": false, - "reason": "Different workflow logic and different jobs; not the same underlying change." + "reason": "Different workflow files and unrelated edits." }, { "left": "pull_request:46504", "right": "pull_request:46554", "accept": false, - "reason": "Shell-safe COMMIT_MESSAGE handling in one workflow vs security-gate diff checking in another." + "reason": "Different workflows; not the same concrete bug or change." }, { "left": "pull_request:46504", "right": "pull_request:46558", "accept": false, - "reason": "Different workflow files and different fixes; only superficial CI/security similarity." + "reason": "Different workflows; not the same concrete bug or change." }, { "left": "pull_request:46554", "right": "pull_request:46558", "accept": false, - "reason": "Same file, but they change different jobs and different hardening steps; not the same concrete fix." + "reason": "Same file, but these modify different parts of the workflow and address different security hardening steps." }, { "left": "pull_request:46554", "right": "pull_request:46563", "accept": false, - "reason": "Different security-gate edits: one adds diff-based checks, the other documents/points at a reusable workflow." + "reason": "Same file, but different behavior changes; not a single duplicate fix." }, { "left": "pull_request:46554", "right": "pull_request:46716", "accept": false, - "reason": "Different modifications to the same workflow file, but not the same code-path problem." + "reason": "Same file, but different behavior changes; not a single duplicate fix." }, { "left": "pull_request:46558", "right": "pull_request:46563", "accept": false, - "reason": "Both in the same workflow file, but one changes job permissions/approval flow while the other changes reusable-workflow wiring." + "reason": "Same workflow file, but distinct edits with different purposes." }, { "left": "pull_request:46558", "right": "pull_request:46716", "accept": false, - "reason": "Different fixes to the PR CI security gate; not the same underlying change." + "reason": "Same workflow file, but distinct edits with different purposes." }, { "left": "pull_request:46563", "right": "pull_request:46716", "accept": false, - "reason": "Reusable-workflow note/wiring vs secrets-inheritance change; distinct edits with different effects." + "reason": "Both touch the same reusable workflow, but they change different lines and different security settings." }, { "left": "pull_request:46504", "right": "pull_request:46563", "accept": false, - "reason": "Different workflow files and different behavior; no shared fix." + "reason": "Different workflows and unrelated edits." }, { "left": "pull_request:46432", "right": "pull_request:46563", "accept": false, - "reason": "SSH runner hardening vs PR CI security-gate wrapper update; unrelated." + "reason": "Different workflow files and unrelated edits." }, { "left": "pull_request:46504", "right": "pull_request:46716", "accept": false, - "reason": "Different workflows and different shell/security concerns." + "reason": "Different workflows and unrelated edits." }, { "left": "pull_request:46432", "right": "pull_request:46716", "accept": false, - "reason": "No common underlying bug; SSH runner changes vs PR CI gate secrets handling." + "reason": "Different workflow files and unrelated edits." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46503", + "accept": false, + "reason": "Different workflows and unrelated edits." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflows and unrelated edits." } ] }, @@ -25962,7 +27342,7 @@ "soft_pairs": [ "pull_request:46310|pull_request:47162" ], - "prepared_review_unit_hash": "a578c69cee24f61cd4183f341e2f8f2e2a0a8572266c20447ab16eaf4472220f", + "prepared_review_unit_hash": "97af501dbbba744b88ce5f21fb5e98b05712f3aadc6709cb5d5eaee574646816", "component_budget": { "node_count": 2, "item_count": 2, @@ -25984,18 +27364,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs correct the same off-by-one boundary in the right side of the sliding window mask for MoonshineStreaming; 47162 is the broader, more complete patch and also adds tests, while 46310 is a narrower subset.", - "confidence": 0.93, + "summary": "Both PRs fix the same MoonshineStreaming right-window off-by-one in sliding_window_mask_function; PR 47162 is the broader, more complete patch and includes tests, while also carrying a related Gemma4 fix.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 47162 is the best representative because it includes the shared MoonshineStreaming fix plus additional coverage in Gemma4 and tests, making it the more complete change.", + "canonical_pr_reason": "PR 47162 is the best canonical PR because it includes the MoonshineStreaming off-by-one fix, adds test coverage, and appears to be the more complete follow-up patch compared with the narrower 46310.", "best_issue_reason": null, - "best_pr_reason": "PR 47162 is the strongest cluster member: it fixes the same right-window boundary bug and adds test coverage, so it best captures the underlying change.", + "best_pr_reason": "PR 47162 is the strongest representative of this bug fix cluster: it addresses the same concrete mask boundary bug as 46310 but with broader coverage and tests.", "soft_edge_verdicts": [ { "left": "pull_request:46310", "right": "pull_request:47162", "accept": true, - "reason": "Both PRs fix the same MoonshineStreaming right-window off-by-one boundary; 47162 is a superset that adds the same fix in another model and tests, so they can be grouped together." + "reason": "Same underlying off-by-one in MoonshineStreaming's right-window mask; 47162 effectively subsumes 46310 and could plausibly be merged as one PR." } ] }, @@ -26025,7 +27405,7 @@ "soft_pairs": [ "pull_request:46574|pull_request:46580" ], - "prepared_review_unit_hash": "fe571f958eb9358f8894731580c370112fddc875809d535de4841d6d4cd8f67a", + "prepared_review_unit_hash": "e8da74bbc0e8a4124d74bd7bcc84569994f26f85b88d60ef1f49570ed07d157c", "component_budget": { "node_count": 2, "item_count": 2, @@ -26047,18 +27427,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two pull requests are not duplicates: one fixes CodeLlama decode stripping in the tokenizer implementation, while the other fixes incorrect tokenizer-class selection for specific DeepSeek checkpoints in AutoTokenizer. They target different bugs and different code paths.", - "confidence": 0.97, + "summary": "These are two unrelated open PRs: one fixes CodeLlama decode stripping leading spaces, the other fixes DeepSeek-Coder/DeepSeek-LLM loading via the wrong tokenizer class. They do not appear to be duplicates or mergeable into one PR.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: these are unrelated fixes. PR 46574 addresses CodeLlama decoding behavior, while PR 46580 addresses AutoTokenizer checkpoint-to-tokenizer-class routing for DeepSeek models.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "No single best PR for consolidation; both are valid but independent fixes with no shared concrete bug or mergeable code path.", + "best_pr_reason": "PR #46574 is the cleaner representative of a single concrete bug fix: it addresses a specific CodeLlama decode regression with a focused tokenizer change and targeted test coverage.", "soft_edge_verdicts": [ { "left": "pull_request:46574", "right": "pull_request:46580", "accept": false, - "reason": "Different underlying problems: 46574 changes CodeLlama tokenizer decode/strip behavior, while 46580 changes AutoTokenizer model checkpoint classification for DeepSeek. They should not be merged as one PR." + "reason": "Different failures and code paths: CodeLlama decode-space stripping vs. DeepSeek auto-tokenizer class selection. They are not the same underlying bug and would not plausibly be merged into one PR." } ] }, @@ -26088,12 +27468,12 @@ "soft_pairs": [ "pull_request:46696|pull_request:47215" ], - "prepared_review_unit_hash": "e1627fc7d66db80d40884278962d6dc0ac7795ca972431c8e18be374a234f92a", + "prepared_review_unit_hash": "3b8608b6246ce1802f7d0d8d9be4d4ca03312a36a14c3cd9ca9ba1abe40fb978", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4580, + "serialized_chars": 4579, "estimated_input_tokens": 1145, "estimated_eval_tokens": 2546 }, @@ -26101,7 +27481,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4580, + "serialized_chars": 4579, "estimated_input_tokens": 1145, "estimated_eval_tokens": 2546 }, @@ -26110,18 +27490,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs target the same FA2 long-context performance regression in `modeling_flash_attention_utils.py`, centered on avoiding unnecessary scalar `.item()` syncs and fixing tracing/compiling condition handling. The second PR is broader, but it appears to be the same underlying fix family rather than a separate bug.", - "confidence": 0.78, + "summary": "These PRs are related to the same flash-attention long-context performance issue, but they do not look like the same concrete fix: one targets the tracing/eager branch in `_process_flash_attention_kwargs`, while the other broadens the regression work across `_unpad_input` plus tests/benchmarks and other files.", + "confidence": 0.71, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 47215 is the better canonical PR: it addresses the regression more comprehensively, adds tests/benchmark coverage, and appears to subsume the narrower scalar-sync fix in PR 46696.", + "canonical_pr_reason": "PR #47215 is the broader, later fix for issue #46693 and appears to subsume the performance-regression work with additional coverage and related code-path changes.", "best_issue_reason": null, - "best_pr_reason": "PR 47215 is the strongest representative of the fix because it covers the main long-context perf regression end-to-end, while PR 46696 looks like a narrower/earlier patch for the same problem.", + "best_pr_reason": "PR #47215 is the best representative because it addresses the issue more comprehensively, touches the main flash-attention utility path, and includes validation/test scaffolding beyond the narrow regression patch in #46696.", "soft_edge_verdicts": [ { "left": "pull_request:46696", "right": "pull_request:47215", - "accept": true, - "reason": "Same underlying FA2 long-context decode/perf regression: both adjust scalar conversion/tracing behavior in `modeling_flash_attention_utils.py` to avoid syncs and preserve fast-path performance." + "accept": false, + "reason": "Same general subsystem and issue target, but not the same concrete change: #46696 fixes an inverted `is_tracing` condition in `_process_flash_attention_kwargs`, while #47215 changes `_unpad_input` and other files to address a broader perf regression. They could be related follow-ups, but not one mergeable duplicate PR." } ] }, @@ -26151,12 +27531,12 @@ "soft_pairs": [ "pull_request:46773|pull_request:47087" ], - "prepared_review_unit_hash": "41ef1f888438acf58cb781c36f19edf97cd512df8dd1eb5b890b9876435f9121", + "prepared_review_unit_hash": "91be9ac0725df515d57dbd6f34e046e9a515abad8b1f6ed2d7b213035efbb8a7", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5560, + "serialized_chars": 5559, "estimated_input_tokens": 1390, "estimated_eval_tokens": 3036 }, @@ -26164,7 +27544,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5560, + "serialized_chars": 5559, "estimated_input_tokens": 1390, "estimated_eval_tokens": 3036 }, @@ -26173,18 +27553,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are related thematically (masking is skipped in certain linear/recurrent attention paths), but they fix different concrete bugs in different code paths, so they should not be deduplicated.", - "confidence": 0.93, + "summary": "Both PRs address padding-mask handling in attention code, but they fix different bugs in different paths: #46773 targets linear-attention models skipping padding masks for batch size 1, while #47087 fixes recurrent-layer masking being skipped on continued forwards/chunked prefill and cache continuation. They are related, but not the same change and should not be merged as duplicates.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "47087 is the more representative masking fix: it changes the shared masking utility, has an explicit issue link, and addresses continued-forward/recurrent decode behavior in a central place.", + "canonical_pr_reason": "#47087 is the better canonical PR for this cluster because it has the clearer, broader fix in shared masking utilities, an explicit issue link, and a more general continued-forward/cache-continuation scope. #46773 is a separate model-specific batch-size-1 bug fix.", "best_issue_reason": null, - "best_pr_reason": "47087 is the stronger standalone PR for the cluster because it targets the shared utility and a well-defined runtime path, whereas 46773 is a narrower model-family-specific batch-size-1 fix.", + "best_pr_reason": "#47087 is the strongest representative PR: it centralizes the masking logic change, has explicit issue linkage, and addresses a concrete recurrent-state code path with broader applicability than the model-specific fix in #46773.", "soft_edge_verdicts": [ { "left": "pull_request:46773", "right": "pull_request:47087", "accept": false, - "reason": "Same broad symptom (padding mask handling) but different bugs: 46773 fixes batch-size-1 masking in linear-attention model forwards, while 47087 fixes continued-forward/chunked-prefill recurrent masking in the shared masking utility. They do not look mergeable into one PR." + "reason": "Different underlying bugs and execution paths: #46773 fixes batch-size-1 padding-mask application in linear-attention models, while #47087 fixes mask skipping on continued forwards/chunked prefill and cache continuation in recurrent masking. Similar theme, not the same patch." } ] }, @@ -26216,12 +27596,12 @@ "pull_request:47074|pull_request:47076", "pull_request:47074|pull_request:47195" ], - "prepared_review_unit_hash": "6aa87b6e13d8f3ac1ee0e2ef0f433152bbca435af4cb3340e45c6a37affe2191", + "prepared_review_unit_hash": "ffae42dc1201287d1674f10a23e851b0499222479c863c0c91388b4416527689", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 6433, + "serialized_chars": 6434, "estimated_input_tokens": 1609, "estimated_eval_tokens": 3474 }, @@ -26229,7 +27609,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 6433, + "serialized_chars": 6434, "estimated_input_tokens": 1609, "estimated_eval_tokens": 3474 }, @@ -26238,24 +27618,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are only superficially similar: they all touch Transformers internals, but they fix different bugs in different code paths (AnyToAny pipeline key normalization, Gemma4 processor placeholder validation, and candidate generation length capping). None look mergeable as a single duplicate PR.", - "confidence": 0.96, + "summary": "All three items are distinct pull requests touching unrelated code paths: AnyToAnyPipeline key normalization, Gemma4 audio placeholder validation, and candidate decoding length capping. No duplicate/merge candidate relationship is supported by the diffs or titles.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the three PRs address distinct, unrelated fixes rather than the same underlying change.", + "canonical_pr_reason": "No canonical PR for deduplication: the PRs address different subsystems and different bugs, so there is no single underlying change to anchor the cluster.", "best_issue_reason": null, - "best_pr_reason": "PR 47074 is the clearest standalone bug fix, but it is not a duplicate representative for this cluster because the other PRs target different subsystems and behaviors.", + "best_pr_reason": "PR 47074 is the best standalone representative only because it has the broadest user-facing scope and the most discussion, but it is not a duplicate of the others.", "soft_edge_verdicts": [ { "left": "pull_request:47074", "right": "pull_request:47076", "accept": false, - "reason": "Different code paths and bugs: pipeline input key normalization vs. Gemma4 processor placeholder validation. Shared multimodal context is too broad to treat as the same change." + "reason": "Different components and bugs: pipeline input key normalization vs Gemma4 processor placeholder validation. The code changes do not target the same failure mode." }, { "left": "pull_request:47074", "right": "pull_request:47195", "accept": false, - "reason": "Unrelated fixes: multimodal pipeline argument mapping vs. generation candidate length calculation. No concrete overlap in behavior or implementation." + "reason": "Unrelated functionality: multimodal pipeline input schema vs generation candidate length budgeting. No shared concrete code-path problem." } ] }, @@ -26285,7 +27665,7 @@ "soft_pairs": [ "pull_request:47105|pull_request:47129" ], - "prepared_review_unit_hash": "c73d68dea0fad5f81f8f27265c8c5b82b077095c28cf42b478e2284efb2bf625", + "prepared_review_unit_hash": "cab2a3ab99154c1ab2c904ee852ba97ea724ce7bc52d8853cf7b2a23e29f5868", "component_budget": { "node_count": 2, "item_count": 2, @@ -26307,18 +27687,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two pull requests are unrelated: one re-enables and adjusts a VITS forward test, while the other updates an RT-DETR v2 weight converter for changed model keys. They do not fix the same bug or implement the same change.", - "confidence": 0.98, + "summary": "The two PRs are unrelated: one re-enables a VITS model forward test, while the other fixes an RT-DETR v2 weight converter mapping. They do not target the same bug or change set.", + "confidence": 0.97, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "Neither PR is a good cluster representative because they target different model families and different kinds of changes; if forced to pick one, 47129 is the more substantive code-path fix, but it does not match 47105.", + "best_pr_reason": "PR #47129 is the stronger standalone fix because it addresses a concrete converter key-mapping problem in code, whereas PR #47105 is primarily a test re-enable with no shared code-path overlap.", "soft_edge_verdicts": [ { "left": "pull_request:47105", "right": "pull_request:47129", "accept": false, - "reason": "Different subsystems and different problem types: test re-enablement for VITS versus converter-key updates for RT-DETR v2. No shared concrete bug or mergeable single fix." + "reason": "Different models, different files, and different problems: VITS test expectations vs RT-DETR v2 converter key mapping. They are not the same underlying change and could not plausibly be merged into one PR." } ] }, @@ -26382,202 +27762,202 @@ "pull_request:47282|pull_request:47310", "pull_request:47280|pull_request:47282" ], - "prepared_review_unit_hash": "ea98bf873f90ab2942ccc343b652dc50f3fb465f008ef85f4efd30c3916cd8e5", + "prepared_review_unit_hash": "38ce6ad34722ed9a34b096de205121c4cc6c3002ddb807b60c49eb141499c546", "component_budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 27, - "serialized_chars": 29373, - "estimated_input_tokens": 7344, - "estimated_eval_tokens": 14944 + "serialized_chars": 29378, + "estimated_input_tokens": 7345, + "estimated_eval_tokens": 14946 }, "budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 27, - "serialized_chars": 29373, - "estimated_input_tokens": 7344, - "estimated_eval_tokens": 14944 + "serialized_chars": 29378, + "estimated_input_tokens": 7345, + "estimated_eval_tokens": 14946 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly a mix of unrelated serge-generated PRs across different models. The only clear duplicate-style overlaps are the Edgetam kwargs fix and the Whisper max_length fix inside the aggregate PR 47224, plus the MiniMax-M3-VL load_error follow-up pair 47123/47280.", - "confidence": 0.59, + "summary": "This cluster is mostly heterogeneous: several PRs are model-specific integration-test fixes for different bugs, with only a couple of direct code-path overlaps (notably the Minimax-M3-VL offload-folder workaround, and two fixes already subsumed by the broader umbrella PR 47224).", + "confidence": 0.79, "canonical_issue_reason": null, - "canonical_pr_reason": "47224 is the best umbrella representative: it contains concrete Edgetam and Whisper code-path fixes and is the broadest PR in the set, so it best anchors the overlapping changes that do exist here.", + "canonical_pr_reason": "PR 47224 is the broad umbrella fix in the set: it explicitly resolves the serge integration-test failures and contains multiple concrete code-path fixes across affected files, making it the most representative PR in this cluster.", "best_issue_reason": null, - "best_pr_reason": "47224 is the strongest single PR to keep as canonical because it already subsumes multiple concrete fixes from the same serge sweep, whereas the others are narrower, model-specific test fixes or unrelated changes.", + "best_pr_reason": "PR 47224 is the best representative PR because it is the broadest, explicitly scoped umbrella change and subsumes some of the same concrete fixes seen in smaller PRs.", "soft_edge_verdicts": [ { "left": "pull_request:47122", "right": "pull_request:47281", "accept": false, - "reason": "Different models and bugs; both are serge-generated, but not the same underlying code-path change." + "reason": "Different models and unrelated bugs: edgetam backbone kwarg handling vs glm46v model changes." }, { "left": "pull_request:47122", "right": "pull_request:47123", "accept": false, - "reason": "Edgetam kwargs filtering vs MiniMax-M3-VL offload-folder handling are unrelated." + "reason": "Different failure modes and code paths: edgetam import_or_config kwarg issue vs MiniMax-M3-VL load_error/offload handling." }, { "left": "pull_request:47122", "right": "pull_request:47280", "accept": false, - "reason": "Same broad failure-fix pattern, but different MiniMax model/version and different bug." + "reason": "Different model/test bug; 47280 is another MiniMax-M3-VL load_error fix, not the edgetam kwarg issue." }, { "left": "pull_request:47122", "right": "pull_request:47224", "accept": true, - "reason": "47224 includes the same Edgetam `original_sizes`/kwargs fix, just bundled with other changes." + "reason": "Same concrete edgetam bug: both remove/pass-through original_sizes before calling the backbone, and 47224 includes that same fix in a broader PR." }, { "left": "pull_request:47122", "right": "pull_request:47310", "accept": false, - "reason": "Edgetam backbone kwargs handling is unrelated to Gemma3 cache-implementation behavior." + "reason": "Different code paths and models: edgetam backbone kwargs vs gemma3 generation cache_implementation behavior." }, { "left": "pull_request:47123", "right": "pull_request:47280", "accept": true, - "reason": "Both address the same MiniMax-M3-VL load_error/offload-folder issue and could be merged into one fix." + "reason": "Same MiniMax-M3-VL load_error workaround in the same test file; both add an offload folder so from_pretrained can load successfully." }, { "left": "pull_request:47123", "right": "pull_request:47266", "accept": false, - "reason": "Both are load_error fixes, but for different models and checkpoints, so not the same bug." + "reason": "Both are load_error fixes, but for different models and likely different underlying causes." }, { "left": "pull_request:47123", "right": "pull_request:47281", "accept": false, - "reason": "MiniMax-M3-VL test loading issue vs GLM46V model conversion changes; unrelated." + "reason": "Different model and change: MiniMax-M3-VL loading workaround vs glm46v module refactor/fix." }, { "left": "pull_request:47123", "right": "pull_request:47124", "accept": false, - "reason": "Load_error/offload-folder fix is unrelated to Falcon-Mamba output-mismatch expectations." + "reason": "Different model/test failure: MiniMax-M3-VL load_error vs Falcon-Mamba output mismatch." }, { "left": "pull_request:47124", "right": "pull_request:47310", "accept": false, - "reason": "Both affect generation outputs, but they fix different models and different code paths." + "reason": "Different models and bugs: Falcon-Mamba output mismatch vs gemma3 generation cache defaults." }, { "left": "pull_request:47124", "right": "pull_request:47150", "accept": false, - "reason": "Falcon-Mamba test expectation updates are unrelated to Whisper max_length mutation." + "reason": "Different concrete problems and models: Falcon-Mamba output mismatch vs Whisper max_length handling." }, { "left": "pull_request:47124", "right": "pull_request:47282", "accept": false, - "reason": "Different model failures and different fixes; no shared underlying bug." + "reason": "Different model and failure mode; no shared code-path bug." }, { "left": "pull_request:47124", "right": "pull_request:47281", "accept": false, - "reason": "Falcon-Mamba output mismatch and GLM46V modular changes are unrelated." + "reason": "Falcon-Mamba output mismatch and glm46v model changes are unrelated." }, { "left": "pull_request:47150", "right": "pull_request:47310", "accept": false, - "reason": "Both involve generation behavior, but one is Whisper segment length handling and the other is Gemma3 cache config behavior." + "reason": "Different code paths: Whisper generation length adjustment vs gemma3 cache_implementation default handling." }, { "left": "pull_request:47150", "right": "pull_request:47280", "accept": false, - "reason": "Whisper generation config fix is unrelated to MiniMax-M3-VL loading/offload behavior." + "reason": "Different models and bugs; Whisper generation fix is unrelated to MiniMax-M3-VL loading." }, { "left": "pull_request:47150", "right": "pull_request:47282", "accept": false, - "reason": "Whisper max_length fix vs Mamba2 OOM/test changes are unrelated." + "reason": "Whisper generation bug vs Mamba2 OOM/test adjustment are unrelated." }, { "left": "pull_request:47150", "right": "pull_request:47281", "accept": false, - "reason": "Whisper generation bug and GLM46V model refactor are unrelated." + "reason": "Different models and code paths." }, { "left": "pull_request:47150", "right": "pull_request:47224", "accept": true, - "reason": "47224 contains the same Whisper max_length update, just combined with other fixes." + "reason": "Same Whisper bug: both adjust generation max_length for the same code path, and 47224 carries that same fix inside a broader PR." }, { "left": "pull_request:47266", "right": "pull_request:47280", "accept": false, - "reason": "Same load_error symptom, but different DeepSeek vs MiniMax models and different fix locations." + "reason": "Different models and different load-error causes; not the same bug." }, { "left": "pull_request:47266", "right": "pull_request:47281", "accept": false, - "reason": "DeepSeekV32 offload-folder handling is unrelated to GLM46V changes." + "reason": "DeepSeek-V3.2 load test change vs glm46v module change are unrelated." + }, + { + "left": "pull_request:47124", + "right": "pull_request:47266", + "accept": false, + "reason": "Different models and failure modes: Falcon-Mamba output mismatch vs DeepSeek-V3.2 load_error." }, { "left": "pull_request:47266", "right": "pull_request:47310", "accept": false, - "reason": "DeepSeekV32 load_error fix is unrelated to Gemma3 generation cache handling." + "reason": "Different models/code paths; no shared concrete bug." }, { "left": "pull_request:47280", "right": "pull_request:47281", "accept": false, - "reason": "MiniMax-M3-VL load_error fix and GLM46V modular changes are unrelated." + "reason": "Different models and fixes: MiniMax-M3-VL load_error vs glm46v refactor/change." }, { "left": "pull_request:47280", "right": "pull_request:47310", "accept": false, - "reason": "MiniMax-M3-VL load_error fix is unrelated to Gemma3 cache-implementation behavior." + "reason": "Different model/test issues with no shared underlying code-path bug." }, { "left": "pull_request:47281", "right": "pull_request:47282", "accept": false, - "reason": "GLM46V model changes and Mamba2 OOM/test adjustments are unrelated." + "reason": "Unrelated changes in different models." }, { "left": "pull_request:47282", "right": "pull_request:47310", "accept": false, - "reason": "Mamba2 OOM/test tuning vs Gemma3 generation config fix are unrelated." + "reason": "Different failure modes and code paths: Mamba2 OOM/test tuning vs gemma3 cache default fix." }, { "left": "pull_request:47280", "right": "pull_request:47282", "accept": false, - "reason": "Different models and different failure modes; not the same underlying fix." - }, - { - "left": "pull_request:47280", - "right": "pull_request:47224", - "accept": false, - "reason": "47224 does not target MiniMax-M3-VL, so it is not the same bug." + "reason": "Different models and different bugs; not mergeable as one duplicate fix." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded in the packet and suitably conservative. The broad cluster summary matches the evidence: 47224 really subsumes the Edgetam and Whisper fixes shown in 47122 and 47150, and 47123/47280 are a plausible same-bug MiniMax-M3-VL follow-up pair. The negative pairwise calls are also appropriately cautious about different models/code paths." + "feedback": "The summary is well grounded in the packet: it correctly treats the cluster as mostly heterogeneous, and the only accepted overlaps are supported by shared filenames and matching bugfix intent (edgetam original_sizes handling, whisper max_length handling, and the MiniMax-M3-VL offload-folder workaround). The umbrella PR 47224 is also a reasonable representative because it explicitly includes the edgetam and whisper fixes. No pair acceptance looks overstated." }, "evaluator_used": true, "retried": false, @@ -26604,7 +27984,7 @@ "soft_pairs": [ "pull_request:47140|pull_request:47303" ], - "prepared_review_unit_hash": "6624fb6a2ee3a5482879ac1f5f4d5708de1a35fca1b782df6386a9688be2fac3", + "prepared_review_unit_hash": "6cea8079f7e5544555757c2e2fc95d016a567177fad9f5908aea82d9234e4cc0", "component_budget": { "node_count": 2, "item_count": 2, @@ -26626,18 +28006,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two related chat-CLI PRs both address management URL handling around `/v1`, but they implement different fixes at different call sites: one normalizes the stored base URL in `RichInterface`, while the other routes a specific management request to the service root. They look adjacent, not duplicate.", - "confidence": 0.88, + "summary": "Both PRs address chat CLI management endpoints hitting the wrong base, but they do so with different scopes: one mutates the interface base URL globally, the other reroutes specific management calls to the service root. They are related, but not a clear duplicate pair.", + "confidence": 0.79, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 47303 is the cleaner representative because it targets the management-root routing problem directly with a focused helper and a single call-site change, whereas PR 47140 changes the interface base URL more broadly.", + "canonical_pr_reason": "PR 47303 is the better canonical PR: it targets the management call path directly and avoids globally rewriting the chat base URL, which is safer for non-management requests.", "best_issue_reason": null, - "best_pr_reason": "PR 47303 is the best fit for the cluster since it addresses the narrower, concrete bug of sending chat management calls to the wrong root and does so with minimal scope.", + "best_pr_reason": "PR 47303 is the best standalone fix because it keeps inference routing separate from management routing and appears to address the concrete bug with less risk of side effects.", "soft_edge_verdicts": [ { "left": "pull_request:47140", "right": "pull_request:47303", "accept": false, - "reason": "Both touch chat management URLs, but 47140 normalizes the stored base URL for the interface while 47303 rewrites the load_model management request to the service root. Different code paths and different fix scopes, so not the same PR." + "reason": "Related but not the same concrete change: 47140 normalizes the class base URL up front, while 47303 only redirects management requests to the service root. They could coexist, but they are not clearly the same fix." } ] }, @@ -26667,12 +28047,12 @@ "soft_pairs": [ "pull_request:47261|pull_request:47262" ], - "prepared_review_unit_hash": "df5a79890ffaa6c84713f6b6789f1649477cdd773e6a4074480e39abb3ba9055", + "prepared_review_unit_hash": "c961a004022998b7e5afc1e23a0359fccff0f1a04b377ff82862863811700d12", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4419, + "serialized_chars": 4418, "estimated_input_tokens": 1105, "estimated_eval_tokens": 2466 }, @@ -26680,7 +28060,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4419, + "serialized_chars": 4418, "estimated_input_tokens": 1105, "estimated_eval_tokens": 2466 }, @@ -26689,18 +28069,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are unrelated: one fixes Trainer label-smoothing loss scaling during gradient accumulation, while the other adds and validates `min_tokens_to_keep` for `TopHLogitsWarper`. They do not address the same bug or change.", - "confidence": 0.99, + "summary": "The two pull requests are unrelated: one fixes gradient inflation in Trainer label smoothing during gradient accumulation, while the other adds/validates `min_tokens_to_keep` support in `TopHLogitsWarper`. They should not be clustered as duplicates.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the changes target different code paths and solve different problems.", + "canonical_pr_reason": "PR #47261 is the better canonical PR because it has a clear, concrete bug fix, an explicit issue target (#46731), and a narrowly defined code-path change in training loss computation.", "best_issue_reason": null, - "best_pr_reason": "47261 is the better representative only as a concrete bug fix with an explicit linked issue; 47262 is a separate generation enhancement, not a duplicate.", + "best_pr_reason": "PR #47261 is the strongest representative of the cluster only in the sense that it is more clearly bug-driven and issue-linked; PR #47262 is a separate generation-feature change and not a duplicate of it.", "soft_edge_verdicts": [ { "left": "pull_request:47261", "right": "pull_request:47262", "accept": false, - "reason": "Different subsystems and problems: Trainer label smoothing/gradient accumulation vs generation TopH warper `min_tokens_to_keep`. They do not fix the same underlying bug or change." + "reason": "Different subsystems and different problems: Trainer label-smoothing gradient scaling vs. logits warper argument validation/behavior. They do not appear to fix the same underlying bug or change." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index fe828c59a649083201596292abfe31637de820bb..17efc5a7963dfa221c1c3b39f3447486475d595c 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260716t000031z", + "analysis_id": "hybrid-model-20260716t060036z", "archived_artifacts": { - "hybrid": "snapshots/20260716T000031Z/analysis-runs/hybrid-model-20260716t000031z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260716T000031Z/analysis-runs/hybrid-model-20260716t000031z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260716T060036Z/analysis-runs/hybrid-model-20260716t060036z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260716T060036Z/analysis-runs/hybrid-model-20260716t060036z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": "analysis/current/analysis-report-hybrid.json", @@ -10,9 +10,9 @@ }, "channel": "canonical", "model": null, - "published_at": "2026-07-16T00:20:12Z", + "published_at": "2026-07-16T06:14:08Z", "repo": "huggingface/transformers", "schema_version": 1, - "snapshot_id": "20260716T000031Z", + "snapshot_id": "20260716T060036Z", "variant": "hybrid" } diff --git a/snapshots/20260716T060036Z/analysis-runs/hybrid-model-20260716t060036z/analysis-report-hybrid.json b/snapshots/20260716T060036Z/analysis-runs/hybrid-model-20260716t060036z/analysis-report-hybrid.json new file mode 100644 index 0000000000000000000000000000000000000000..eafb5cae111d576818d269912879cc0250043c1d --- /dev/null +++ b/snapshots/20260716T060036Z/analysis-runs/hybrid-model-20260716t060036z/analysis-report-hybrid.json @@ -0,0 +1,6187 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260716T060036Z", + "generated_at": "2026-07-16T06:14:05Z", + "evidence_quality": "full", + 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"target_issue_number": null, + "reason": "PRs in cluster-47291-2 are treated as duplicates because they share soft_similarity evidence." + } + ], + "best_issue": { + "cluster_id": "cluster-43451-18", + "issue_number": 47333, + "reason": "Issue #47333 is the strongest global issue candidate because it is open, belongs to a cluster with 18 artifacts, and carries 3 discussion comments plus 6 inbound references.", + "score": 292.0 + }, + "best_pr": { + "cluster_id": "cluster-43451-18", + "pr_number": 47336, + "reason": "PR #47336 is the strongest global PR candidate because it is open, belongs to a cluster with 18 artifacts, links to 1 issues, and carries 2 review/discussion events.", + "score": 308.982 + } +} diff --git a/snapshots/20260716T060036Z/analysis-runs/hybrid-model-20260716t060036z/analysis-report-hybrid.llm-reviews.json b/snapshots/20260716T060036Z/analysis-runs/hybrid-model-20260716t060036z/analysis-report-hybrid.llm-reviews.json new file mode 100644 index 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reports. I accepted the clearly matching issue duplicates and rejected the rest.", + "confidence": 0.74, + "canonical_issue_reason": "issue:44805 is the best single representative of the recurring tensor-shape/mask/index runtime-error theme, but the overall set is too mixed to treat as one true duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44805 is the strongest general representative of the closest technical cluster (runtime shape/index mismatch failures), even though many other items here are unrelated bugs or docs issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Different failure modes and code paths: missing config attribute in Qwen3.5 vs streaming chat/completions failure." + }, + { + "left": "issue:45237", + "right": "issue:45685", + "accept": false, + "reason": "Different hardware/backend issues: AMD GPU device-map failure vs MPS histogram op not implemented." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Different model families and symptoms: image-preprocessor dtype mismatch vs GPT-OSS on AMD GPUs." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Both mention mismatches, but one is autocast dtype mismatch and the other is an AMD GPU runtime failure; not the same bug." + }, + { + "left": "issue:45237", + "right": "issue:46468", + "accept": false, + "reason": "GPT-OSS on AMD GPUs and a broken Nemotron example are unrelated issues." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "Different models and errors; no shared concrete bug path." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "Collective mismatch under DeepSpeed ZeRO-3 is unrelated to ModernBERT ONNX export failure." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "Both are model/export related, but one is ONNX export and the other is an FP8 config failure." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "ONNX export error and Qwen3 device-mapping cuda assert are different problems." + }, + { + "left": "issue:45901", + "right": "issue:46015", + "accept": false, + "reason": "A task crash and outdated RAG docs are not the same underlying issue." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "ONNX export failure is unrelated to the GenerationMixin import regression." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": true, + "reason": "Both are v5 docs cleanup issues about removed commands/tasks and look like the same documentation change." + }, + { + "left": "issue:44918", + "right": "issue:46165", + "accept": false, + "reason": "TRL SFT embedding unpacking and resume-training-with-remote-code are different training workflows and failures." + }, + { + "left": "issue:46165", + "right": "issue:46869", + "accept": false, + "reason": "Resume-training trust_remote_code issue is unrelated to YOLO multi-GPU device-map failure." + }, + { + "left": "issue:44805", + "right": "issue:45823", + "accept": false, + "reason": "Both involve mismatches, but one is a mask/index tensor error and the other is a Gemma4 device placement bug." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Similar error wording, but one is ZeRO-3 Bert index-out-of-bounds and the other is a mask-shape mismatch; not the same concrete bug." + }, + { + "left": "issue:43638", + "right": "issue:46165", + "accept": false, + "reason": "ZeRO-3 Bert initialization failure is unrelated to resume-training trust_remote_code." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Both are index/shape failures, but the BERT ZeRO-3 zero-sized tensor bug is distinct from the mask-shape mismatch bug." + }, + { + "left": "issue:44805", + "right": "issue:46294", + "accept": false, + "reason": "Mask/index mismatch is unrelated to Qwen3.5 video token/feature mismatch." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Different model behaviors: generic tensor mismatch vs GPT-OSS MoE tensor-parallel issue." + }, + { + "left": "issue:43039", + "right": "issue:46165", + "accept": false, + "reason": "Liger Kernel cross-entropy routing and resume-training remote-code issues do not share a concrete bug." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Incorrect detokenization and LoRA merge/save/load mismatch are different bugs." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "NVFP4 runtime error and LoRA weight merge divergence are unrelated." + }, + { + "left": "issue:44841", + "right": "issue:46661", + "accept": false, + "reason": "Processor failure for Voxtral and remote-code config_class error are different model-loading problems." + }, + { + "left": "issue:34928", + "right": "issue:35308", + "accept": false, + "reason": "Both are multi-GPU training issues, but activation-checkpointing/FSDP tensor recomputation is not the same as iterable-dataset length crashes." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "Weight-2D training error and ZeRO-3 collective mismatch are separate DeepSpeed failures." + }, + { + "left": "issue:43716", + "right": "issue:46869", + "accept": false, + "reason": "Different models and backends; dtype mismatch in Mistral-3 is not YOLO device-map auto failure." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Activation checkpointing/FSDP recomputation bug is distinct from tensor mask/index mismatch." + }, + { + "left": "issue:45685", + "right": "issue:46869", + "accept": false, + "reason": "MPS histogram op limitation is unrelated to YOLO multi-GPU device mapping." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "FSDP recomputed tensor-size mismatch and compute_loss signature change are unrelated." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": false, + "reason": "Both touch Qwen3.5 MoE rotary embedding, but one is CPU-offload incompatibility and the other is uninitialized-memory materialization; not clearly the same bug." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "Different failures: BERT ZeRO-3 index error vs GPT-OSS MoE TP bug." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "Same as above; unrelated code paths and symptoms." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Dtype mismatch in Mistral-3 and invalid method call in GraniteMoEHybrid are unrelated." + }, + { + "left": "issue:45874", + "right": "issue:46294", + "accept": false, + "reason": "Gemma4 reverse embedding lookup and Qwen3.5 video token mismatch are different model-specific issues." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Different model families and failure modes; no shared bug." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Gemma3 config attribute error with vLLM and Mistral tokenizer regex patch crash are unrelated." + }, + { + "left": "issue:45800", + "right": "issue:46515", + "accept": true, + "reason": "Both report the same torch/transformers incompatibility around torch 2.4.1." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Both are Gemma4, but one is device mismatch in forward and the other is an expensive reverse-embedding lookup; different bugs." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Generic Torch 2.10 incompatibility is not the same as a Qwen-3 NVFP4 runtime issue." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "Different training/device-map contexts; not one underlying defect." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Autocast dtype mismatch and GPT-OSS tensor-parallel failure are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:43716", + "accept": false, + "reason": "Mixtral grouped_mm tracing error is distinct from Mistral-3 image-preprocessor dtype mismatch." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Different models and different runtime errors." + }, + { + "left": "issue:43716", + "right": "issue:45685", + "accept": false, + "reason": "Mistral-3 dtype mismatch and MPS histogram limitation are unrelated." + }, + { + "left": "issue:45507", + "right": "issue:45685", + "accept": false, + "reason": "Invalid method call in GraniteMoEHybrid is unrelated to the MPS histogram error." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "Qwen-3 NVFP4 runtime failure and TRL SFT unpacking issue are different bugs." + }, + { + "left": "issue:43716", + "right": "issue:44292", + "accept": false, + "reason": "Different model families and distinct failures." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "TRL SFT embedding unpacking and GPT-OSS tensor-parallel issues are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Liger Kernel cross-entropy routing and TRL SFT embedding unpacking do not share a concrete fix." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": false, + "reason": "Gemma3 ZeRO-3 zero-sized index error and BERT ZeRO-3 zero-sized index error are similar-shaped but appear to be different model-specific failures." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative about the mixed cluster. The accepted soft pairs (44509/44512 and 45800/46515) are plausible same-bug or same-change matches, and the rest of the rejections are appropriately cautious. No overstatement stands out." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 2, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "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:43541", + "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:47228" + ], + "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:43866|issue:46402", + "issue:39290|issue:41720", + "issue:43901|issue:44512", + "issue:41762|issue:43596", + "issue:45237|issue:45901", + "issue:44589|issue:46304", + "issue:43039|issue:44560", + "issue:44841|issue:45823", + "issue:45823|issue:46294", + "issue:43975|issue:46015", + "issue:43866|issue:46772", + "issue:44863|issue:46015", + "issue:45020|issue:46304", + "issue:35308|issue:42617", + "issue:45812|issue:45920", + "issue:43866|issue:44863", + "issue:44292|issue:46015", + "issue:43872|issue:46304", + "issue:39290|issue:43531", + "issue:41093|issue:43638", + "issue:43792|issue:45901", + "issue:43854|issue:43866", + "issue:43425|issue:45070", + "issue:43541|issue:47228", + "issue:43975|issue:45901" + ], + "prepared_review_unit_hash": "274117d3298e5a6e07d246c512e079a43e60b940d6b8a64259fe05f20067c2db", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011285, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 34, + "serialized_chars": 37215, + "estimated_input_tokens": 9304, + "estimated_eval_tokens": 18864 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a noisy cluster of unrelated issues spanning docs, model loading, distributed training, and model-specific runtime errors. The only likely duplicate pair is the two AutoTokenizer v5 regression reports about wrong token IDs.", + "confidence": 0.86, + "canonical_issue_reason": "issue:45920 is the broadest, most representative bug report in the cluster: it describes the same AutoTokenizer v5 regression across multiple model families, which subsumes the narrower Granite-only report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 best represents the cluster\u2019s one clear duplicate theme because it is the most general tokenizer-regression report and has supporting references.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs problems, but they cover different outdated references and do not describe the same concrete change." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Different MoE-related failures with different error paths: autocast dtype mismatch vs an MPS int histogram limitation." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Liger Kernel cross-entropy being called is not the same bug as a torch.autocast dtype mismatch in Phi-tiny-MoE." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "Distributed collective mismatch in DeepSpeed ZeRO-3 is unrelated to a CustomTrainer method signature change." + }, + { + "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": "An AMD GPU runtime failure for GPT-OSS is unrelated to outdated RAG examples docs." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Different issues: Liger Kernel cross-entropy call vs a mask/tensor shape mismatch." + }, + { + "left": "issue:45800", + "right": "issue:46304", + "accept": false, + "reason": "Torch/version incompatibility is not the same bug as a USE_DISTRIBUTED=0 support regression." + }, + { + "left": "issue:43296", + "right": "issue:46304", + "accept": false, + "reason": "A vLLM model-loading failure is unrelated to the PyTorch distributed build regression." + }, + { + "left": "issue:43866", + "right": "issue:46402", + "accept": false, + "reason": "Checkpoint corruption and missing text-encoder weights are different failure modes and likely different causes." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Gemma3 sliding-window attribute error and Qwen3 auto device-map cuda assert are distinct model-specific bugs." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "These are separate docs corrections for different deprecated/changed API references." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": false, + "reason": "Both involve DeepSpeed ZeRO-3, but the model-loading index error for Gemma3 and the BertModel case are not clearly the same bug." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "A GPU/model runtime issue and a table-question-answering crash are unrelated." + }, + { + "left": "issue:44589", + "right": "issue:46304", + "accept": false, + "reason": "Missing Float8 storage support is not the same underlying problem as the distributed-off build regression." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger Kernel cross-entropy being invoked is unrelated to a Qwen3-vl video/template StopIteration issue." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Processor failure for Voxtral and Gemma4 PLE device mismatch are different model-specific code paths." + }, + { + "left": "issue:45823", + "right": "issue:46294", + "accept": false, + "reason": "Device-mapping forward mismatch is unrelated to a video apply_chat_template feature/token count mismatch." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "Detokenization regression and outdated RAG docs are unrelated." + }, + { + "left": "issue:43866", + "right": "issue:46772", + "accept": false, + "reason": "Checkpoint corruption is not the same as ModelOpt/NVFP4 compatibility for a different model family." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "NemotronH checkpoint loading failure is unrelated to outdated RAG examples." + }, + { + "left": "issue:45020", + "right": "issue:46304", + "accept": false, + "reason": "Remote-code compatibility breakage is not the same as the PyTorch distributed-off regression." + }, + { + "left": "issue:35308", + "right": "issue:42617", + "accept": false, + "reason": "IterableDataset multi-GPU crash and a generic 3d_parallel.py failure are too underspecified and not clearly the same bug." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Both report the same underlying v5 AutoTokenizer regression producing wrong token IDs across model families; they are plausibly one fix." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Checkpoint corruption and NemotronH checkpoint loading failure are different problems, not a shared code-path bug." + }, + { + "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 compatibility is unrelated to the USE_DISTRIBUTED=0 regression." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Although both mention sliding_window, one is a Gemma3 config attribute error and the other is a Qwen3-MoE sliding_window issue; they are not the same concrete bug." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Mask/tensor shape mismatch in one issue and BertModel ZeRO-3 index error in the other are similar only superficially." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper-large-v2 runtime failure and table-question-answering crash are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "Unit-test model 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 incompatibility and a pydantic PretrainedConfig regression are different compatibility issues." + }, + { + "left": "issue:43541", + "right": "issue:47228", + "accept": false, + "reason": "Mixtral grouped_mm torch dynamo tracing error and Sam3 bf16 compilation regression affect different models and code paths." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Detokenization regression and table-question-answering crash are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall. The summary stays conservative and matches the packet: most pairs are clearly unrelated by title, and the only supported likely duplicate is 45812/45920, both about the same v5 AutoTokenizer wrong-token-ID regression across model families. No PR-mergeability issue here since these are issue pairs, not pull requests." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 3, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "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:43645", + "issue:43716", + "issue:43792", + "issue:43828", + "issue:43866", + "issue:43872", + "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:45362|issue:45464", + "issue:43596|issue:45800", + "issue:43792|issue:45070", + "issue:43541|issue:46869", + "issue:44292|issue:45901", + "issue:39290|issue:45823", + "issue:36010|issue:39290", + "issue:45464|issue:45685", + "issue:43541|issue:45685", + "issue:43541|issue:43828", + "issue:44841|issue:45084", + "issue:43404|issue:43866", + "issue:45507|issue:46869", + "issue:45399|issue:46661", + "issue:41093|issue:41762", + "issue:43572|issue:45070", + "issue:45800|issue:45823", + "issue:43872|issue:47228", + "issue:44805|issue:44918", + "issue:43296|issue:43366", + "issue:43716|issue:47228", + "issue:43828|issue:45464", + "issue:43366|issue:45464", + "issue:44291|issue:45070", + "issue:44387|issue:45005", + "issue:43531|issue:45070", + "issue:46869|issue:47228", + "issue:45507|issue:47228", + "issue:43716|issue:46294", + "issue:45020|issue:45800", + "issue:41093|issue:43596", + "issue:44479|issue:46294", + "issue:43054|issue:43994", + "issue:46468|issue:46869", + "issue:46640|issue:46661", + "issue:45759|issue:45902", + "issue:43596|issue:46165", + "issue:43716|issue:44918", + "issue:39186|issue:44918", + "issue:43645|issue:45399" + ], + "prepared_review_unit_hash": "86c12a2b1937da4e9738651e7b8ee3080c98a0cdff9442da5cec0ae3b938a358", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011285, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 40, + "serialized_chars": 39554, + "estimated_input_tokens": 9889, + "estimated_eval_tokens": 20034 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a grab bag of distinct Transformers regressions and model-specific failures (remote code, dtype/device mismatches, quantization, video/chat template bugs, FSDP/ZeRO-3, etc.). The titles do not indicate a single underlying bug, so the soft links should be rejected.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 45020 is the broadest umbrella ('Recent transformers versions break models using `remote_code`') and is the closest thing to a cluster hub, but it is not a true duplicate of the others.", + "canonical_pr_reason": null, + "best_issue_reason": "45020 is the best representative issue because it covers the widest compatibility-regression surface, but the cluster remains heterogeneous rather than a duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Different failures: Qwen3.5 chat crash vs streaming API failure on Qwen3.5-0.8B; related family, not the same bug." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "Both are loading/runtime compatibility issues, but one is DeepSpeed ZeRO-3 index error and the other is a torch/Transformers version incompatibility." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper model load/run failure is not the same as the pydantic PretrainedConfig field regression." + }, + { + "left": "issue:43541", + "right": "issue:46869", + "accept": false, + "reason": "Different code paths: torch dynamo tracing on Mixtral vs multi-GPU device-map YOLO loading." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "`init_empty_weights` / `_is_hf_initialized` TypeError is unrelated to table-question-answering crash." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3/vLLM attribute error and Gemma4 device-mapping mismatch are different model/version bugs." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "ImportError for GenerationMixin is unrelated to Gemma3 config attribute access." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Streaming chat/completions failure is unrelated to the MPS MoE histogram kernel error." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Mixtral tracing/grouped_mm failure is a different path from the MPS histogram op issue." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Both are dtype/runtime issues, but one is torch dynamo tracing on Mixtral and the other is an autocast mismatch on Phi-tiny-MoE." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Processor failure for Voxtral is unrelated to the template-node compilation error." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Un-tied lm_head weights in Mistral3 is not the same as a corrupted Ovis2 checkpoint." + }, + { + "left": "issue:45507", + "right": "issue:46869", + "accept": false, + "reason": "GraniteMoEHybrid invalid method call is unrelated to YOLO multi-GPU device-map failure." + }, + { + "left": "issue:45399", + "right": "issue:46661", + "accept": false, + "reason": "Flash-Attn2 fallback gating and remote-code model_class.config_class errors are different bugs." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are index/shape failures, but one is mask-vs-tensor length mismatch and the other is zero-sized tensor indexing." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Missing `pad_token_idx` in StableLmConfig is unrelated to the pydantic PretrainedConfig field breakage." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "General torch/Transformers incompatibility is not the same as Gemma4 device mismatch during forward." + }, + { + "left": "issue:43872", + "right": "issue:47228", + "accept": false, + "reason": "bitsandbytes `_is_hf_initialized` constructor mismatch is unrelated to Sam3 bf16 compilation regression." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Similar indexing-shaped errors, but one is a mask/tensor mismatch and the other is Qwen3.5 embedding unpacking with TRL SFT." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "PaddleOCR-VL load failure is not the same as GGUF gpt-oss architecture support." + }, + { + "left": "issue:43716", + "right": "issue:47228", + "accept": false, + "reason": "Mistral-3 dtype mismatch in image preprocessing is unrelated to Sam3 bf16 compilation regression." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Autocast dtype mismatch on Phi-tiny-MoE is not the same as Qwen3.5 streaming API failure." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "GGUF architecture support request is unrelated to chat/completions streaming failure." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "Unexpected `_is_hf_initialized` argument when loading with `init_empty_weights` is different from pydantic PretrainedConfig field breakage." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Int4 quantization memory regression is not the same as tied-weights issues in translation models." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug is unrelated to the pydantic PretrainedConfig regression." + }, + { + "left": "issue:46869", + "right": "issue:47228", + "accept": false, + "reason": "YOLO multi-GPU device-map failure and Sam3 bf16 compilation regression are different subsystems." + }, + { + "left": "issue:45507", + "right": "issue:47228", + "accept": false, + "reason": "GraniteMoEHybrid invalid method call is unrelated to compilation regression in Sam3." + }, + { + "left": "issue:43716", + "right": "issue:46294", + "accept": false, + "reason": "Both involve multimodal models, but one is dtype mismatch and the other is video token/feature count mismatch." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Remote-code model breakage and torch/Transformers version incompatibility are overlapping in theme but not the same concrete bug." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are indexing errors, but the reported shapes and contexts differ; no evidence of one root cause." + }, + { + "left": "issue:44479", + "right": "issue:46294", + "accept": false, + "reason": "Both hit Qwen multimodal video paths, but one is a v5.3 regression across multiple variants and the other is a chat-template video feature/token mismatch." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Siglip2 text embedding quality issue is not the same as the AutoModel/pipeline nonsensical-results report." + }, + { + "left": "issue:46468", + "right": "issue:46869", + "accept": false, + "reason": "Official Nemotron example breakage and YOLO multi-GPU loading are unrelated." + }, + { + "left": "issue:46640", + "right": "issue:46661", + "accept": false, + "reason": "Flash Attention 2 issue is unrelated to remote-code model_class/config_class failures." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Both involve composite Qwen 3.5/3.6 models, but one is from_config text_config unwrapping and the other is uninitialized memory after materialization." + }, + { + "left": "issue:43596", + "right": "issue:46165", + "accept": false, + "reason": "Zero-3 init indexing failure is unrelated to resuming training with local model plus trust_remote_code." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Different multimodal/text paths: image-preprocessor dtype mismatch vs embedding unpacking in TRL SFT." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP weight dimensionality error is unrelated to Qwen3.5 embedding unpacking failure." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Jupyter custom-model initialization regression is unrelated to flash-attn2 fallback checks." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 4, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:33666", + "issue:35308", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:40990", + "issue:41762", + "issue:42915", + "issue:43054", + "issue:43404", + "issue:43493", + "issue:43644", + "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:40990|issue:44960", + "issue:45632|issue:45698", + "issue:42915|issue:45399", + "issue:43404|issue:45005", + "issue:44360|issue:44512", + "issue:44492|issue:44512", + "issue:43873|issue:45005", + "issue:35308|issue:36331", + "issue:44530|issue:45005", + "issue:44918|issue:45507", + "issue:45183|issue:46463", + "issue:43975|issue:44292", + "issue:44863|issue:45005", + "issue:35308|issue:42915", + "issue:46489|issue:46491", + "issue:39692|issue:43054", + "issue:43950|issue:44534", + "issue:36331|issue:41762", + "issue:46032|issue:47246", + "issue:43644|issue:43950", + "issue:33666|issue:35308", + "issue:43872|issue:44589", + "issue:46899|issue:46932", + "issue:45920|issue:46489", + "issue:43054|issue:45701", + "issue:38175|issue:43054", + "issue:47332|issue:47333", + "issue:43828|issue:44928", + "issue:45987|issue:46858", + "issue:43950|issue:45902", + "issue:43054|issue:43493" + ], + "prepared_review_unit_hash": "849e51da1f5fd7d550bf8f294dce72e76c4e45151cc6fd744a4cd08d71611521", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011285, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37115, + "estimated_input_tokens": 9279, + "estimated_eval_tokens": 18814 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly heterogeneous, with a few clear duplicate clusters: non-persistent buffer corruption in v5, Gemma4 quantized embedders dtype casting, Qwen3 offloading save failures, and a cache.get_seq_length contract regression. Most other soft pairs are related only at a subsystem level, not the same underlying bug.", + "confidence": 0.76, + "canonical_issue_reason": "Issue #43950 is the best canonical issue: it states the broad root regression around non-persistent buffers being corrupted in transformers 5.x, which matches the strongest duplicate cluster here and is phrased as the underlying bug rather than one model-specific symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "#43950 is the best overall representative because it describes a clear, cross-cutting regression with a broad impact surface and is the most central/root-cause-style report among the items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "Different problems: GPT perplexity vs a GLM5 issue; same broad LLM space but no shared code-path or symptom." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": false, + "reason": "Both involve remote/custom model loading, but one is a cache-path collision and the other is wrong module reloading after save/load; not the same bug." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "Unrelated failures: FineGrainedFP8Config vs flash-attn2 fallback gating." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights, but one is a specific Mistral3 bug and the other is a broader translation-model v5 regression; too broad to treat as the same issue." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "Unrelated: DSA indexer/ReLU discussion vs docs mentioning a removed command." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "A cache-strategy typo and a docs regression are not the same underlying bug." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/offloading behavior is unrelated to tied-weight initialization." + }, + { + "left": "issue:35308", + "right": "issue:36331", + "accept": false, + "reason": "Multi-GPU IterableDataset crashing and a custom compute_loss signature mismatch are distinct training issues." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache/linear_attention crash is unrelated to tied-weight regressions." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Different model-specific failures with no shared code-path evidence." + }, + { + "left": "issue:45183", + "right": "issue:46463", + "accept": true, + "reason": "Same decoder/input-validation error-message bug family; 46463 looks like a T5-specific instance of the broader XOR validation regression." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Tokenizer detokenization issue vs NVFP4 runtime error; no shared bug." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "Checkpoint-loading failure for NemotronH is unrelated to tied weights." + }, + { + "left": "issue:35308", + "right": "issue:42915", + "accept": false, + "reason": "Both are training/model issues, but they are clearly unrelated failures." + }, + { + "left": "issue:46489", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models with different symptoms and likely different fixes." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "SigLIP2 docs example errors and SigLIP2 embedding quality regression are different problems." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Same non-persistent-buffer corruption regression in v5; both describe the same underlying bug." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Trainer callback signature mismatch and DeepSpeed ZeRO-3 loading crash are unrelated." + }, + { + "left": "issue:46032", + "right": "issue:47246", + "accept": false, + "reason": "Both are Mamba2-related, but one is a use_cache correctness bug and the other is a NemotronH slow-path recurrence issue; not enough evidence they are the same concrete bug." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": true, + "reason": "Same regression: non-persistent buffers are being filled/corrupted in transformers v5." + }, + { + "left": "issue:33666", + "right": "issue:35308", + "accept": false, + "reason": "Both mention multi-GPU training, but one is Qwen2-VL-specific and the other is an IterableDataset length crash." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Different bitsandbytes/storage incompatibilities." + }, + { + "left": "issue:46899", + "right": "issue:46932", + "accept": true, + "reason": "Same Gemma4 quantized vision/audio embedder dtype-casting bug; #46932 is the fix/report variant of the same issue." + }, + { + "left": "issue:45920", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but one is a broad AutoTokenizer v5 regression and the other is a DeepSeek-Coder v1-specific gap in a prior fix." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "SigLIP2 embedding quality and version-dependent tokenization are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Both involve SigLIP2, but zero probabilities and degraded text embeddings are different symptoms without clear same root cause." + }, + { + "left": "issue:47332", + "right": "issue:47333", + "accept": true, + "reason": "Same disk-offloaded save failure for Qwen3 models; only the specific model differs." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Autocast dtype mismatch and RLHF NaN explosion are different failure modes." + }, + { + "left": "issue:45987", + "right": "issue:46858", + "accept": true, + "reason": "Same cache.get_seq_length contract regression: it returns a tensor instead of a plain int, which breaks downstream slicing/arithmetic." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": false, + "reason": "Related buffer-initialization theme, but 45902 is a model-specific materialization bug and not clearly the same issue as the general non-persistent-buffer corruption regression." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "Both touch SigLIP2, but one is embedding quality and the other is an HF-vs-JAX implementation discrepancy; related, not clearly duplicate." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The accepted soft-edge pairs are well-supported by the issue titles and do 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": 1, + "component_count": 27, + "review_unit_index": 5, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:24643", + "issue:28530", + "issue:41553", + "issue:41762", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43404", + "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", + "issue:46894", + "issue:46897" + ], + "soft_pairs": [ + "issue:44910|issue:45859", + "issue:45663|issue:45902", + "issue:42947|issue:44387", + "issue:44403|issue:44451", + "issue:24643|issue:28530", + "issue:43975|issue:45237", + "issue:44403|issue:44488", + "issue:43643|issue:45020", + "issue:41762|issue:42915", + "issue:42947|issue:43856", + "issue:44991|issue:45399", + "issue:41553|issue:43883", + "issue:43824|issue:43872", + "issue:45685|issue:45823", + "issue:45081|issue:45399", + "issue:43782|issue:44960", + "issue:45020|issue:45823", + "issue:44661|issue:45020", + "issue:43828|issue:45823", + "issue:41553|issue:43881", + "issue:45020|issue:45356", + "issue:42491|issue:44368", + "issue:45715|issue:46315", + "issue:43872|issue:46869", + "issue:45759|issue:46661", + "issue:45488|issue:46489", + "issue:45020|issue:46661", + "issue:43827|issue:44509", + "issue:43404|issue:43950", + "issue:43881|issue:43883", + "issue:46894|issue:46897" + ], + "prepared_review_unit_hash": "0d76c1eee0d2d2800431d1db11cc683f9856ef1a94ae40e9a7c67199db0900d0", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011285, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37497, + "estimated_input_tokens": 9375, + "estimated_eval_tokens": 19006 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly heterogeneous, with two real duplicate pairs standing out: a v5 docs cleanup around removed pipeline tasks, and a DeepSeek tokenizer regression affecting tokenization output. Most other pairs are related only at a broad subsystem level and should stay separate. No PRs are present.", + "confidence": 0.64, + "canonical_issue_reason": "Issue 45488 is the best representative concrete bug in the set: it describes a clear tokenizer regression with a plausible duplicate in 46489, while the rest of the items are separate, model-specific or documentation issues.", + "canonical_pr_reason": null, + "best_issue_reason": "45488 has the clearest, most actionable underlying failure mode and the strongest duplicate signal among the issues here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Both are Qwen3.5/MoE-related failures, but one is a Flash Attention memory crash and the other is a CPU-offload incompatibility in rotary embedding; different code paths." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Different Gemma/Qwen model bugs: FSDP2 KeyError from per-layer state rebuild vs uninitialized-memory access after meta-to-empty materialization." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Both mention training inefficiency, but one is gradient checkpointing ineffective with LoRA and the other is increased CUDA reserved memory under int4 quantization; separate bugs." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Generic loading noise vs a specific model-loading failure for ScandiBERT; not the same underlying issue." + }, + { + "left": "issue:24643", + "right": "issue:28530", + "accept": false, + "reason": "Unrelated failures: DeepSpeed weight shape error vs early-stopping metric lookup/disablement." + }, + { + "left": "issue:43975", + "right": "issue:45237", + "accept": false, + "reason": "Tokenizer detokenization bug and AMD GPU support failure are unrelated." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Both are model loading complaints, but they concern different models and different failure modes." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Both touch remote-code loading, but 43643 is about missing fields in AutoConfig return values while 45020 is a broader regression report; not clearly the same concrete bug." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Gemma3 DeepSpeed ZeRO-3 index error and Qwen3Moe FP8 failure are different model-specific bugs." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "Different symptoms and likely fixes: LoRA gradient checkpointing issue vs MoE training memory usage regression." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer load failure for a specific model vs flash-attn fallback being blocked by checks; unrelated." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Different problems: AutoTokenizer load error for Voxtral vs missing all_tied_weights_keys on Molmo." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "ImportError for a Qwen VL class and a bitsandbytes Int8Params incompatibility are separate issues." + }, + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "Different device/backend bugs: MPS histogram int failure vs Gemma4 PLE device mismatch under device_map=auto." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer regex patch crash and flash-attn fallback blocking are unrelated." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Qwen3VL weight_only error and GLM5 loading are different model-loading failures." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Remote-code regression and Gemma4 PLE device mismatch are not the same underlying bug." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "add-new-model-like failure in tokenizer mappings is a different code path from generic remote_code breakage." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Autocast dtype mismatch on Phi-tiny-MoE and Gemma4 device mismatch are separate model/runtime issues." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Different models and different failures: Voxtral tokenizer loading vs glm-4v-9b loading." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Both are regressions, but one is generic remote-code breakage and the other is a Kimi-K2.5 tokenizer codec/fix_mistral_regex issue." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "LoRA compatibility/config warning on Qwen3 MoE is not the same as a tie-word-embeddings warning on Qwen3.5-27B." + }, + { + "left": "issue:45715", + "right": "issue:46315", + "accept": false, + "reason": "Both are tokenizer performance regressions, but they affect opposite conversion directions and different hot paths." + }, + { + "left": "issue:43872", + "right": "issue:46869", + "accept": false, + "reason": "bitsandbytes constructor 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 errors are related only broadly; not the same concrete bug." + }, + { + "left": "issue:45488", + "right": "issue:46489", + "accept": true, + "reason": "Both report the same DeepSeek tokenizer regression in v5: tokenizer output is corrupted by the LlamaTokenizer pre-tokenizer handling." + }, + { + "left": "issue:45020", + "right": "issue:46661", + "accept": false, + "reason": "Both involve remote-code models, but one is a broad regression report and the other is a specific config_class AttributeError; insufficient evidence of one fix." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Same docs cleanup: both say removed v5 pipeline tasks (summarization/translation/text2text-generation) are still referenced in documentation." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "Different from-pretrained regressions: untied lm_head weight vs non-persistent buffer corruption." + }, + { + "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 issues." + }, + { + "left": "issue:46894", + "right": "issue:46897", + "accept": false, + "reason": "They share a high-level 'double-shift' pattern, but they are different model families with no clear evidence of the same exact code path or one merged fix." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the accepted duplicate pairs are stated conservatively. The non-duplicate soft-edge calls also stay within the evidence shown (mostly distinct model/failure-mode combinations). No PR-pair issue applies here because there are no PRs 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": 27, + "review_unit_index": 6, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "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:43645", + "issue:43646", + "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" + ], + "soft_pairs": [ + "issue:43792|issue:44220", + "issue:43257|issue:45305", + "issue:36331|issue:41093", + "issue:42947|issue:45923", + "issue:43940|issue:45313", + "issue:43854|issue:44863", + "issue:44479|issue:44560", + "issue:24643|issue:30064", + "issue:41093|issue:44805", + "issue:44928|issue:45588", + "issue:43716|issue:46468", + "issue:44863|issue:46402", + "issue:44530|issue:44863", + "issue:43366|issue:43828", + "issue:41553|issue:44991", + "issue:43366|issue:43531", + "issue:43596|issue:46515", + "issue:45325|issue:45902", + "issue:43366|issue:44589", + "issue:43638|issue:46515", + "issue:45663|issue:45823", + "issue:44155|issue:45584", + "issue:43716|issue:44560", + "issue:42915|issue:43957", + "issue:43824|issue:43957", + "issue:43950|issue:45834", + "issue:41553|issue:44488", + "issue:42617|issue:43366", + "issue:44560|issue:45685", + "issue:43645|issue:43646" + ], + "prepared_review_unit_hash": "c7f8cdbe936519dd00e928c1ec14095da574fc174a1e8e482e0850709453e928", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011285, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36765, + "estimated_input_tokens": 9192, + "estimated_eval_tokens": 18640 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a grab-bag of unrelated bug reports. The only clear duplicate pockets are the Transformers 5.0.0 custom model initialization regression and the repeated deepspeed/BERT zero3 out-of-bounds initialization error; most other pairs are too model- or subsystem-different to merge as duplicates.", + "confidence": 0.61, + "canonical_issue_reason": "issue:43646 is the broadest clean representative of the duplicate cluster around Transformers 5.0.0 custom model initialization breaking; it subsumes the notebook-specific variant in issue:43645.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 best captures the underlying regression with the clearest, most general title and is the strongest duplicate-anchor among the listed issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Both are Whisper/audio-related, but the titles point to different failure surfaces and the evidence is not enough to prove the same bug." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Both mention DeepSpeed/Qwen3, but one is weight conversion during load and the other is GAS gradient averaging; different code paths." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Unexpected kwarg in Trainer vs tensor/mask shape mismatch; unrelated errors." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Both involve gradient checkpointing, but one is ineffective LoRA behavior and the other is a missing capability flag." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Similar DeepSpeed ZeRO-3 loading complaints, but the model targets and reported failures differ too much to treat as the same bug." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Different model-loading failures for different architectures; only broad symptom similarity." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": false, + "reason": "Both are video-related Qwen regressions, but one is a broad v5.3.0 input regression and the other is a specific StopIteration path." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "DeepSpeed training weight-dimension error vs image processor void segmentation maps; unrelated." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": true, + "reason": "Same IndexError symptom and same mask/tensor shape-mismatch failure pattern; likely the same underlying bug." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "Different subsystems: RLHF/position_ids BF16 instability vs flash_attention s_aux handling." + }, + { + "left": "issue:43716", + "right": "issue:46468", + "accept": false, + "reason": "Different models and different failure modes; only both are loading/training issues." + }, + { + "left": "issue:44863", + "right": "issue:46402", + "accept": false, + "reason": "Both are model-loading problems, but NemotronH checkpoint loading and Sam3 text encoder weight loading are distinct." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash vs NemotronH checkpoint loading; unrelated." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "GGUF/gpt-oss support request vs autocast dtype mismatch in Phi-tiny-MoE; not the same bug." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading complaints, but for different models and likely different root causes." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "gpt-oss GGUF support vs Qwen3-MoE sliding_window issue; unrelated." + }, + { + "left": "issue:43596", + "right": "issue:46515", + "accept": false, + "reason": "Zero3 Bert out-of-bounds init bug vs torch 2.4.1 incompatibility; too broad and unspecific." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Both touch rotary/position-id internals, but one is a Qwen2.5-VL scaling bug and the other is uninitialized memory after meta materialization." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "Unrelated model-support request vs Float8 storage lookup failure." + }, + { + "left": "issue:43638", + "right": "issue:46515", + "accept": false, + "reason": "Specific zero3 Bert init out-of-bounds bug vs generic torch incompatibility; not the same issue." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma4-related, but one is an FSDP2 per-layer state bug and the other is a device_map forward mismatch." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "Different audio model paths: batched inference token leak vs Whisper empty transcription handling." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Mistral image-preprocessor dtype mismatch vs Qwen video StopIteration; unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Qwen3MoE FP8 config failure vs meta-device loading regression; different failure modes." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Missing import for a specific VL class vs general meta-device loading regression." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Non-persistent buffer corruption vs Kosmos2.5 long OCR index error; unrelated." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Both involve tokenizer/model loading, but the models and error patterns are different." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "3d_parallel.py runtime failure vs gpt-oss GGUF support; unrelated." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Video input regression vs MPS histogram not implemented for Int in MOE; unrelated." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Same Transformers 5.0.0 custom model initialization regression; 43645 is just the notebook-specific phrasing of the same bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall. The accepted soft pairs are conservative and well-supported by the titles: issue:41093 \u2194 issue:44805 are essentially the same mask/tensor shape-mismatch IndexError, and issue:43645 \u2194 issue:43646 are clearly the same Transformers 5.0.0 custom-model initialization regression. The broader summary stays cautious and does not overclaim mergeability for the other pairs." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 7, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "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: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:46459", + "issue:46468", + "issue:46489", + "issue:46512", + "issue:46515", + "issue:46846", + "issue:46858", + "issue:46899", + "issue:47254" + ], + "soft_pairs": [ + "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:45812|issue:46489", + "issue:45823|issue:46515", + "issue:44661|issue:45823", + "issue:44560|issue:44805", + "issue:38175|issue:43994", + "issue:44877|issue:45030", + "issue:43638|issue:44661", + "issue:43596|issue:44661", + "issue:44661|issue:44805", + "issue:42491|issue:43720", + "issue:45672|issue:46899", + "issue:43632|issue:45834", + "issue:43317|issue:44756", + "issue:38175|issue:39692", + "issue:43644|issue:44534", + "issue:41720|issue:42915", + "issue:42915|issue:44756", + "issue:42491|issue:45276", + "issue:44960|issue:44977", + "issue:44451|issue:44488", + "issue:44863|issue:46846", + "issue:45313|issue:45357", + "issue:45507|issue:46468", + "issue:46459|issue:46512", + "issue:39692|issue:43994", + "issue:43644|issue:43645" + ], + "prepared_review_unit_hash": "0bc91e7deebe0b76c2fcf16fe95942e9c460a684bd84d212539f8826ca32c12a", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011285, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37246, + "estimated_input_tokens": 9312, + "estimated_eval_tokens": 18880 + }, + "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, with a few true duplicates around SigLIP2 outputs, Gemma4 4-bit multimodal casting, and non-persistent buffer handling in v5.", + "confidence": 0.73, + "canonical_issue_reason": "Issue 38175 is the clearest representative of a real duplicate pair: 43994 describes the same SigLIP2 base model producing bad/zeroed outputs under the same failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "38175 is the best single issue to anchor the cluster because it is specific, early, and has the strongest same-bug duplicate in 43994.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Both involve Qwen-related embedding behavior, but the reported failures and code paths differ: video StopIteration vs SFT trainer unpacking." + }, + { + "left": "issue:44683", + "right": "issue:46515", + "accept": false, + "reason": "These are different torch-version incompatibility reports with different failure modes and likely different root causes." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "ImportError for GenerationMixin is unrelated to Qwen3Moe FP8 loading." + }, + { + "left": "issue:44910", + "right": "issue:46858", + "accept": false, + "reason": "Different bugs: Qwen3.5 flash-attention packed-sequence handling vs static-cache slice arithmetic on non-CUDA backends." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Different models and different attention paths; not the same concrete bug." + }, + { + "left": "issue:42947", + "right": "issue:47254", + "accept": false, + "reason": "Both mention PEFT/gradient checkpointing, but one is ineffective checkpointing and the other is a DeepSpeed ZeRO-3 CheckpointError." + }, + { + "left": "issue:45812", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and are not clearly the same underlying fix." + }, + { + "left": "issue:45823", + "right": "issue:46515", + "accept": false, + "reason": "Gemma4 device-mismatch during forward is unrelated to a generic torch 2.4.1 incompatibility report." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Tokenizer-mapping utility failure is unrelated to Gemma4 PLE device placement." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Different symptoms and different model/input paths; not a duplicate." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Same SigLIP2 model family and same underlying bad-output bug; 43994 is a later manifestation of the same issue." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Both involve config validation, but they concern different models and validation failures." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "ZeRO-3 Bert indexing failure is unrelated to tokenizer mapping-name handling." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Different bugs: Bert Zero3 init indexing vs tokenizer mapping-name edge case." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "No shared code-path or bug; one is tokenizer helper logic, the other is a mask/tensor shape mismatch." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Different loading issues: qwen3_moe LoRA compatibility vs BitNet packed-weight unpacking." + }, + { + "left": "issue:45672", + "right": "issue:46899", + "accept": true, + "reason": "Both describe the same Gemma4 multimodal 4-bit quantization/dtype-cast bug affecting audio/vision embedders." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "_is_hf_initialized regression is unrelated to Kosmos2.5 long-OCR index errors." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Dequantized model offload loading and mmap OOM on Strix Halo are different problems." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Both mention SigLIP2, but 39692 is a docs/example and quantization issue, not the same bad-output bug." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Exact same non-persistent buffer junk regression in Transformers v5, just phrased differently." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Both are Qwen-family, but auto device mapping cudaErrorAssert and FineGrainedFP8Config failure are different bugs." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "No meaningful overlap beyond being runtime failures." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "LoRA model compatibility and Gemma4 resize_token_embeddings behavior are unrelated." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "Different models and different flash-attention/generation failures." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Both are model-loading failures, but they are separate repos with no clear shared root cause from the titles alone." + }, + { + "left": "issue:44863", + "right": "issue:46846", + "accept": false, + "reason": "NemotronH checkpoint loading and Qwen3.5 tensor-parallel linear_attn plan gaps are unrelated." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Both are Qwen3.5 regressions, but one is ZeRO-3 weight loading and the other is save_pretrained key serialization." + }, + { + "left": "issue:45507", + "right": "issue:46468", + "accept": false, + "reason": "GraniteMoEHybrid invalid-method call and Nemotron example breakage are unrelated." + }, + { + "left": "issue:46459", + "right": "issue:46512", + "accept": false, + "reason": "Both involve dtype handling, but one is AutoModelForCausalLM loading and the other is from_config initialization/config staleness." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Same model family, but 39692 is a docs/example mismatch plus quantization failure, not the same inference bug." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Buffer-junk regression and Jupyter custom-model initialization failure are separate issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet and stays conservative. The accepted duplicate pairs are plausibly supported by the titles/body context: 38175\u219443994, 45672\u219446899, and 43644\u219444534. The rejected soft edges are generally cautious and do not overclaim shared root cause from the available evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 8, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42947", + "issue:43257", + "issue:43335", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43708", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43957", + "issue:44075", + "issue:44079", + "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:46829", + "issue:46897", + "issue:46901" + ], + "soft_pairs": [ + "issue:43257|issue:43854", + "issue:44488|issue:44991", + "issue:43856|issue:43873", + "issue:42491|issue:45335", + "issue:43854|issue:43931", + "issue:42491|issue:45292", + "issue:43708|issue:44075", + "issue:43856|issue:44387", + "issue:44960|issue:46050", + "issue:45488|issue:45812", + "issue:44164|issue:44291", + "issue:45276|issue:45335", + "issue:46897|issue:46901", + "issue:45362|issue:45406", + "issue:43425|issue:43957", + "issue:44402|issue:44488", + "issue:44291|issue:44756", + "issue:41720|issue:44155", + "issue:45663|issue:45759", + "issue:44910|issue:45588", + "issue:43404|issue:43454", + "issue:39692|issue:44960", + "issue:43873|issue:44387", + "issue:42947|issue:45704", + "issue:45663|issue:45859", + "issue:44079|issue:46829", + "issue:44292|issue:44912", + "issue:44155|issue:45823", + "issue:36010|issue:39404", + "issue:43957|issue:44756", + "issue:43335|issue:45663" + ], + "prepared_review_unit_hash": "331d8652d397438e0f87b319754c870cc9e7465e245288ade2b63726c70bf27d", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011285, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37173, + "estimated_input_tokens": 9294, + "estimated_eval_tokens": 18844 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous issue reports with no strong duplicate pair; the closest themes are tokenizer/loading regressions, quantization/offload problems, and model-specific generation bugs, but they appear distinct.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43873 is the strongest representative issue in the set: it is active, detailed, and has the highest inbound-reference/discussion signal, while the rest are mostly narrower model- or feature-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best issue candidate because it is broadly framed, well-discussed, and has the clearest evidence of ongoing user impact.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Different models and failure modes: Qwen3 MoE loading/conversion vs GLM-4.7-Flash test loading." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading complaints, but they target different model families and likely different root causes." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "One is Qwen3 MoE training memory use; the other is quantized offloading behavior. Related area, not the same bug." + }, + { + "left": "issue:42491", + "right": "issue:45335", + "accept": false, + "reason": "Different architectures and symptoms: Qwen3 MoE HF4.x/HF5.x incompatibility vs T5Gemma resize_token_embeddings not updating decoder embeddings." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Different model loading bugs on different models; no evidence of a shared concrete code path." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "Qwen3 MoE LoRA compatibility issue is unrelated to a resize_token_embeddings/output_embeddings bug." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer checkpoint-resume max_steps math is unrelated to optimizer argument handling." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both mention quantization/memory, but one is MoE training memory usage and the other is int4 reserved-memory/OOM regression." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "GLM5 is a model-specific report; the other is a save/load regression for sinq-quantized models." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different tokenizer implementations and model families." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Saving/loading extra_state is a different bug from init_empty_weights passing an unexpected argument." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": false, + "reason": "Both involve resize_token_embeddings, but they are model-specific embedding update bugs in different architectures." + }, + { + "left": "issue:46897", + "right": "issue:46901", + "accept": false, + "reason": "Similar double-shift symptom, but they are distinct model reports without evidence of one shared implementation bug." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Different crashes in different entry points: chat handling for Qwen3.5-35B vs Gemma4Processor missing _tokenizer in serve." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Torch 2.10 compatibility and meta-device loading failures are separate issues." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "One is a vocab-size/token-placement mismatch; the other is a tokenizer load failure for a different model." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "Unexpected _is_hf_initialized during empty-weight init is unrelated to Strix Halo mmap/OOM behavior." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Qwen3 device-map cuda assert is unrelated to AudioFlamingo3 batched inference token/embedding leakage." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Gemma4 FSDP2 attention KeyError and Qwen multimodal text_config unwrapping are different code paths." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Both involve attention code, but one is a packed-sequence interpretation bug and the other is an s_aux=None crash in sink-less models." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both are weight-tying problems, but they are model-specific omissions rather than the same concrete bug." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "SigLIP2 documentation example errors are unrelated to a GLM5 model-loading report." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Shared quantization/memory theme only; the specific failing behavior and likely fix are different." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing with LoRA is unrelated to a T5 apex RMSNorm memory leak." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Different Gemma4/Gemma3.5 code paths and symptoms; not the same offload bug." + }, + { + "left": "issue:44079", + "right": "issue:46829", + "accept": false, + "reason": "ModelOutput key assignment is a general container issue, while the VideoPrism report is model-specific output wiring." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Both concern quantized model loading, but NVFP4 and MXFP4 failures are distinct." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "AudioFlamingo3 token leak and Gemma4 device mismatch are unrelated bugs." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "ImportError for GenerationMixin and Whisper pipeline return_language failure are unrelated." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device loading regressions and Strix Halo mmap/OOM are different issues." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "Sparse-layer creation in SwitchTransformersConfig is unrelated to Gemma4 FSDP2 attention state rebuilding." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 9, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:39404", + "issue:42796", + "issue:43381", + "issue:43425", + "issue:43611", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43716", + "issue:43828", + "issue:43854", + "issue:43957", + "issue:44164", + "issue:44387", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44530", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44805", + "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:46665", + "issue:46869", + "issue:46894", + "issue:46901", + "issue:47228", + "issue:47332" + ], + "soft_pairs": [ + "issue:44863|issue:46468", + "issue:44387|issue:44756", + "issue:44479|issue:44877", + "issue:45276|issue:45292", + "issue:43381|issue:44928", + "issue:43957|issue:47332", + "issue:44164|issue:44756", + "issue:42796|issue:46326", + "issue:45588|issue:45663", + "issue:43854|issue:45216", + "issue:45684|issue:45698", + "issue:43645|issue:44164", + "issue:45292|issue:45335", + "issue:43425|issue:47228", + "issue:43646|issue:43708", + "issue:44402|issue:44451", + "issue:44589|issue:44756", + "issue:43425|issue:43828", + "issue:46894|issue:46901", + "issue:46315|issue:46491", + "issue:45812|issue:46315", + "issue:43425|issue:46869", + "issue:44530|issue:45084", + "issue:44683|issue:45823", + "issue:43611|issue:43645", + "issue:39404|issue:45701", + "issue:43425|issue:43716", + "issue:39404|issue:46665", + "issue:44479|issue:44805", + "issue:44589|issue:45084" + ], + "prepared_review_unit_hash": "b0e5def965e77e5a4c79f08198dfba5e1e3d3956b36d1b363adcee15c1ea12de", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011285, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "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": "The cluster is mostly heterogeneous: most items are unrelated regressions across different models and subsystems. The only clear duplicate subcluster is `resize_token_embeddings` not propagating to model-specific output embeddings, plus one likely shared training-loss double-shift pair.", + "confidence": 0.71, + "canonical_issue_reason": "`issue:45292` is the broadest and most central report in the only clear duplicate subcluster: it names the generic `resize_token_embeddings` propagation bug, which the Gemma4 (`45276`) and T5Gemma (`45335`) issues appear to be model-specific manifestations of.", + "canonical_pr_reason": null, + "best_issue_reason": "`issue:45292` is the best global issue to anchor this cluster because it captures the shared underlying embedding-resize bug at the right level of abstraction, while the rest of the items are too disparate to serve as a single canonical duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44863", + "right": "issue:46468", + "accept": false, + "reason": "Same model family, but different problems: one is checkpoint loading, the other is a broken official example." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Both mention OOM, but the causes differ: int4 quantization memory growth vs mmap behavior on Strix Halo." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Different subsystems and failures: video-input regression vs strict config loading for `granite_speech`." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same underlying bug: `resize_token_embeddings` is not propagating updated embeddings/output heads, with `45276` being a Gemma4-specific manifestation of the generic `45292` report." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Both are training/runtime issues, but one is gradient checkpointing in eval mode and the other is an RLHF NaN/SDPA fallback problem." + }, + { + "left": "issue:43957", + "right": "issue:47332", + "accept": false, + "reason": "One is a loading bug with `torch.device(\"meta\")`; the other is a save/offloading bug. Different code paths." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "`extra_state` serialization and Strix Halo mmap OOM are unrelated." + }, + { + "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 areas: flash-attention `s_aux=None` crash vs Gemma4 FSDP2 `shared_kv_states` KeyError." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Different model-specific regressions: GLM-4.7-Flash loading in tests vs Qwen3.5 checkpoint saving." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Both involve save/load of custom models, but one is read-only file permission propagation and the other is wrong custom-module resolution." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Jupyter/custom-model initialization breakage is different from `extra_state` save/load handling." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same concrete bug class: `resize_token_embeddings` fails to update model-specific output embeddings/decoder embeddings; `45335` looks like another manifestation of `45292`." + }, + { + "left": "issue:43425", + "right": "issue:47228", + "accept": false, + "reason": "Both involve Torch compatibility, but they are different regressions with different versions and failure modes." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom-model initialization breakage and Trainer checkpoint-resume `max_steps` miscalculation are unrelated." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Different tokenizer/model-loading issues for different models; no shared failure mode is evident." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Float8 storage lookup failure and Strix Halo mmap OOM are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Both mention Torch/dtype compatibility, but one is a version incompatibility and the other is an autocast dtype mismatch on a specific model." + }, + { + "left": "issue:46894", + "right": "issue:46901", + "accept": true, + "reason": "These describe the same training-loss double-shift bug pattern: both models are training against labels shifted one step too far, so one fix could plausibly address both." + }, + { + "left": "issue:46315", + "right": "issue:46491", + "accept": false, + "reason": "One is a slow `convert_tokens_to_ids` regression; the other is a CodeLlama encode/decode whitespace bug." + }, + { + "left": "issue:45812", + "right": "issue:46315", + "accept": false, + "reason": "Wrong Granite token IDs and slow `convert_tokens_to_ids` are different tokenizer regressions." + }, + { + "left": "issue:43425", + "right": "issue:46869", + "accept": false, + "reason": "Torch 2.10 incompatibility and YOLO multi-GPU device-map failure are unrelated." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "Both mention compilation/runtime errors, but the concrete problems are different: invalid attention group type vs non-template nodes." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 PLE device mismatch are different code-path failures." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Both are Transformers 5.0 custom-model regressions, but one is base_model_prefix loading and the other is notebook-based initialization; not the same concrete bug." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper `return_language` pipeline breakage and tokenizer version-dependent tokenization changes are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Torch incompatibility and Mistral-3 image preprocessor/model dtype mismatch are different regressions." + }, + { + "left": "issue:39404", + "right": "issue:46665", + "accept": false, + "reason": "Whisper pipeline `return_language` and `from_pretrained` inside Python classes are unrelated behaviors." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Video-input regression and mask-shape `IndexError` are unrelated." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to the non-template-node compilation error." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the soft-edge verdicts are generally conservative. The accepted duplicate pairs are supported by the issue titles, especially the `resize_token_embeddings` trio and the training-loss double-shift pair." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 10, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "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:43746", + "issue:43856", + "issue:43901", + "issue:43906", + "issue:43931", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44265", + "issue:44462", + "issue:44488", + "issue:44509", + "issue:44530", + "issue:44671", + "issue:44683", + "issue:44756", + "issue:44898", + "issue:44912", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45479", + "issue:45759", + "issue:45823", + "issue:46050", + "issue:46285", + "issue:46326", + "issue:46402", + "issue:46489", + "issue:46821", + "issue:46894", + "issue:46897", + "issue:46899", + "issue:47050", + "issue:47331", + "issue:47333" + ], + "soft_pairs": [ + "issue:43901|issue:44509", + "issue:40990|issue:47331", + "issue:43994|issue:44079", + "issue:36032|issue:43452", + "issue:44164|issue:45759", + "issue:44265|issue:44898", + "issue:46050|issue:46326", + "issue:43906|issue:44530", + "issue:43906|issue:46326", + "issue:44991|issue:45081", + "issue:44671|issue:44991", + "issue:39404|issue:44912", + "issue:45823|issue:46899", + "issue:44164|issue:46821", + "issue:44756|issue:47333", + "issue:45479|issue:46894", + "issue:43596|issue:44683", + "issue:43856|issue:44756", + "issue:44488|issue:44987", + "issue:44488|issue:45081", + "issue:43632|issue:47050", + "issue:45479|issue:46897", + "issue:36032|issue:42915", + "issue:43299|issue:43931", + "issue:43746|issue:47331", + "issue:43611|issue:43644", + "issue:42796|issue:43404", + "issue:44462|issue:46489", + "issue:46285|issue:46402" + ], + "prepared_review_unit_hash": "95a66cebe1d26a4f54e43a85b0a8e6a1aca233080e1767ebe96cf345f9b949c4", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011285, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36748, + "estimated_input_tokens": 9187, + "estimated_eval_tokens": 18630 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The candidate pairs are mostly superficial similarity matches across unrelated bugs, model families, or doc-only changes. I would reject all soft edges; there is no single coherent duplicate cluster here.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are documentation complaints, but one is about `return_all_scores` and the other about removed pipeline task names; different fixes and no shared underlying bug." + }, + { + "left": "issue:40990", + "right": "issue:47331", + "accept": false, + "reason": "Unrelated problems: perplexity on gpt-oss-20b vs Metal quantization batch corruption. Different models, symptoms, and code paths." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "SigLIP2 inference issue vs `ModelOutput` key assignment bug; different subsystems and failure modes." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "Tokenizer initialization conflict in T5 vs `gguf_file` handling for from_pretrained APIs. Not the same underlying bug." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "Serialization of `extra_state` versus config unwrapping for composite Qwen multimodal models; unrelated load/save paths." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "Torch export failure with `torch_compilable_check` vs Perceiver interpolation on non-default resolution. No shared concrete bug." + }, + { + "left": "issue:46050", + "right": "issue:46326", + "accept": false, + "reason": "Quantized model save/load regression vs Mistral-common `continue_final_message` behavior; different code paths." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "A reproduction of an older issue vs a PagedAttentionCache crash in Qwen3.5. No evidence they are the same bug." + }, + { + "left": "issue:43906", + "right": "issue:46326", + "accept": false, + "reason": "Isolated reproduction vs tokenizer continuation behavior; unrelated." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Both involve tokenizers, but one is a model tokenizer load failure and the other is a Mistral regex patch crash. Different concrete defects." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "CamemBERT masked LM predictions vs tokenizer loading for EMBEDDIA/est-roberta; distinct model behavior and likely different fixes." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline `return_language` regression vs MXFP4 quantization fallback on git-oss-20b; unrelated." + }, + { + "left": "issue:45823", + "right": "issue:46899", + "accept": false, + "reason": "Both are Gemma4, but one is a device-mapping mismatch and the other is a 4-bit quantization dtype cast bug. Different code paths." + }, + { + "left": "issue:44164", + "right": "issue:46821", + "accept": false, + "reason": "`extra_state` save/load handling vs TimesFM `window_size` attribute error; no common underlying change." + }, + { + "left": "issue:44756", + "right": "issue:47333", + "accept": false, + "reason": "Strix Halo mmap OOM workaround vs inability to save a disk-offloaded Qwen3-30B-A3B model; different storage/runtime issues." + }, + { + "left": "issue:45479", + "right": "issue:46894", + "accept": false, + "reason": "Sequence-classification zero-loss bug vs ASR double-shift training loss bug; same broad pattern, but not the same concrete code-path problem." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "DeepSpeed ZeRO3/BertModel index error vs compiled flex_attention incompatibility with torch 2.9+. Different failure surfaces." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "MoE training memory inefficiency vs Strix Halo mmap OOM. Both mention memory, but they are different issues and fixes." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Different tokenizer/model load failures for different repositories; no shared concrete bug." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Repository-specific tokenizer load issue vs Mistral regex patch crash. Superficially similar but not the same defect." + }, + { + "left": "issue:43632", + "right": "issue:47050", + "accept": false, + "reason": "`_is_hf_initialized` flag regression vs fp16 ONNX attention dtype mismatch; unrelated." + }, + { + "left": "issue:45479", + "right": "issue:46897", + "accept": false, + "reason": "Both mention loss computation bugs, but one is single-label classification and the other is Florence2 training double-shift. Not mergeable as one fix." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "T5 tokenizer special-tokens conflict vs Qwen3Moe FineGrainedFP8Config failure; unrelated model/tokenizer problems." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Both are Qwen3-VL loading issues, but one is a v5 dev breakage for MoE models and the other is a specific weight-shape mismatch. Different root causes." + }, + { + "left": "issue:43746", + "right": "issue:47331", + "accept": false, + "reason": "PEFT adapter checkpoint loading vs Metal quantized batch generate corruption; unrelated." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Both are v5 regressions, but one is about `base_model_prefix` model loading and the other about non-persistent buffer initialization. Different bugs." + }, + { + "left": "issue:42796", + "right": "issue:43404", + "accept": false, + "reason": "Ministral tokenizer BPE-marker handling vs Mistral3 `lm_head` weight tying. Different components and fixes." + }, + { + "left": "issue:44462", + "right": "issue:46489", + "accept": false, + "reason": "Both concern tokenizer behavior, but one is AutoTokenizer ignoring `tokenizer.json` and the other is DeepSeek-Coder tokenizer output regression. Not the same issue." + }, + { + "left": "issue:46285", + "right": "issue:46402", + "accept": false, + "reason": "CLIP text-model structure inconsistency vs Sam3 text encoder weights not loading. Different model families and different loading problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 11, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:34567", + "issue:36032", + "issue:39404", + "issue:40444", + "issue:40990", + "issue:42175", + "issue:42915", + "issue:43208", + "issue:43262", + "issue:43317", + "issue:43377", + "issue:43421", + "issue:43452", + "issue:43482", + "issue:43541", + "issue:43582", + "issue:43632", + "issue:43643", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43746", + "issue:43873", + "issue:44206", + "issue:44220", + "issue:44403", + "issue:44451", + "issue:44530", + "issue:44534", + "issue:44661", + "issue:44671", + "issue:44683", + "issue:44737", + "issue:44811", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45507", + "issue:45584", + "issue:45859", + "issue:46178", + "issue:46326", + "issue:46661", + "issue:47013", + "issue:47312", + "issue:47331" + ], + "soft_pairs": [ + "issue:43716|issue:45084", + "issue:44661|issue:44683", + "issue:44451|issue:44987", + "issue:43873|issue:47331", + "issue:43541|issue:45084", + "issue:39404|issue:44671", + "issue:42915|issue:44530", + "issue:43643|issue:44530", + "issue:40990|issue:43421", + "issue:40444|issue:46326", + "issue:34567|issue:40444", + "issue:36032|issue:43645", + "issue:43644|issue:43646", + "issue:44737|issue:45859", + "issue:42175|issue:46178", + "issue:44206|issue:44220", + "issue:43582|issue:43632", + "issue:44987|issue:44991", + "issue:43452|issue:43482", + "issue:45084|issue:45507", + "issue:43482|issue:47312", + "issue:43582|issue:47331", + "issue:44811|issue:45584", + "issue:43746|issue:46326", + "issue:43262|issue:47331", + "issue:43208|issue:47013", + "issue:43317|issue:43482", + "issue:43645|issue:46661", + "issue:43262|issue:43377", + "issue:44403|issue:45081", + "issue:43646|issue:44534" + ], + "prepared_review_unit_hash": "e885e3f93172b1c473a6cdb703ebaff62e9515b07b3897bde980b3ce8150a3ae", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011285, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37034, + "estimated_input_tokens": 9259, + "estimated_eval_tokens": 18774 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly distinct Transformers regressions across different models and subsystems. No soft pair looks like a confident same-bug duplicate, so I reject all of them and keep the broad offloading/quantization report as the best anchor among the set.", + "confidence": 0.69, + "canonical_issue_reason": "issue:43873 is the broadest and most central report here: it is open, heavily discussed, and has the most inbound references, so it is the best anchor for any offloading/quantization duplicates in this set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the strongest global issue candidate because it has the highest apparent impact/signals and covers a recurring subsystem theme more broadly than the more isolated model-specific regressions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Different bugs: image preprocessor/model dtype mismatch vs a compile-time non-template-node error." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Tokenizer mapping/name handling vs compiled flex_attention failing on newer torch; separate code paths." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Both are loading failures, but on different models and likely different loader/tokenizer paths." + }, + { + "left": "issue:43873", + "right": "issue:47331", + "accept": false, + "reason": "Both involve quantization/offload, but one is a broad offloading problem and the other is a Metal batched-generate corruption bug in affine_qmm_t." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Torch dynamo grouped_mm tracing failure is not the same as the non-template-node compilation error." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper pipeline language-return behavior and CamemBERT masked-LM prediction regression are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Different Qwen-family failures: FineGrainedFP8Config vs PagedAttentionCache linear_attention group-type crash." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "Remote-code config field loss is a different bug from the Qwen3.5 cache/group-type crash." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "Perplexity regression and tokenizer post-processor update behavior are separate issues." + }, + { + "left": "issue:40444", + "right": "issue:46326", + "accept": false, + "reason": "Multimodal fine-tuning with multiple images and mistral_common continue_final_message are different code paths." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "Trainer token accounting bug is unrelated to the iterable-dataset multi-image failure." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer add_special_tokens conflict is not the same as custom model initialization in notebooks." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 regressions, but non-persistent buffer junk and custom model initialization are different symptoms and likely different fixes." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "XLNet CPU arange placement and Qwen3_5Moe CPU-offload incompatibility are different model-specific device bugs." + }, + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "Packaging/backend inclusion and invalid backend mapping are distinct backend-related failures." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "The titles suggest related audio code, but not the same concrete bug or identical failing code path." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError and the _is_hf_initialized flag regression are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer/loading regressions, but for different models and likely different loader failures." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "GGUF loading issues, but one is a general AutoTokenizer/AutoModel breakage and the other is a model-specific v5 failure." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Template compilation failure and GraniteMoEHybrid invalid-method-call are unrelated." + }, + { + "left": "issue:43482", + "right": "issue:47312", + "accept": false, + "reason": "Qwen2.5-GGUF loading failure and kernels 0.16 incompatibility are different issues." + }, + { + "left": "issue:43582", + "right": "issue:47331", + "accept": false, + "reason": "AppleSilicon caching allocator warmup and Metal batched-generate corruption are different subsystems." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Both are Whisper-related, but one ignores skip_special_tokens in batch_decode while the other fails on empty transcription after align_special_tokens." + }, + { + "left": "issue:43746", + "right": "issue:46326", + "accept": false, + "reason": "Local-checkpoint PEFT loading for GraniteSpeech and mistral_common continue_final_message are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:47331", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and Metal quantized batched generation corruption are unrelated." + }, + { + "left": "issue:43208", + "right": "issue:47013", + "accept": false, + "reason": "Both are xLSTM, but they describe different training/runtime bugs and not one shared concrete defect." + }, + { + "left": "issue:43317", + "right": "issue:43452", + "accept": false, + "reason": "Dequantized model offload loading and gguf_file loading failure are different failure modes." + }, + { + "left": "issue:43645", + "right": "issue:46661", + "accept": false, + "reason": "Custom model initialization in notebooks and remote-code model_class/config_class errors are different bugs." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Unnecessary loading noise and the Mistral regex patch AttributeError are not the same issue." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Custom model initialization breakage and non-persistent buffer junk are both v5 regressions 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": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 12, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:28530", + "issue:34567", + "issue:36032", + "issue:40444", + "issue:41720", + "issue:42915", + "issue:43089", + "issue:43296", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43540", + "issue:43632", + "issue:43742", + "issue:43792", + "issue:43819", + "issue:43883", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44220", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44488", + "issue:44589", + "issue:44610", + "issue:44683", + "issue:44849", + "issue:44877", + "issue:44987", + "issue:45081", + "issue:45084", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45923", + "issue:45987", + "issue:46821", + "issue:46869", + "issue:46899", + "issue:47254" + ], + "soft_pairs": [ + "issue:43792|issue:46869", + "issue:42915|issue:45084", + "issue:43377|issue:43819", + "issue:44987|issue:45081", + "issue:28530|issue:34567", + "issue:44849|issue:45325", + "issue:43404|issue:44466", + "issue:42915|issue:44291", + "issue:36032|issue:43742", + "issue:43994|issue:44610", + "issue:44062|issue:44987", + "issue:44451|issue:45081", + "issue:44008|issue:46899", + "issue:45923|issue:47254", + "issue:44265|issue:44610", + "issue:44464|issue:45987", + "issue:36032|issue:41720", + "issue:43322|issue:43540", + "issue:42915|issue:44589", + "issue:44479|issue:45325", + "issue:43531|issue:44877", + "issue:43089|issue:45987", + "issue:43632|issue:46821", + "issue:43425|issue:44403", + "issue:43883|issue:44488", + "issue:40444|issue:45325", + "issue:43296|issue:43531", + "issue:45216|issue:45357", + "issue:44220|issue:44683" + ], + "prepared_review_unit_hash": "a9db92def2d3063194f0eba3e4b23349c25d8b541625a4408cace63a6bd01c69", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011285, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36452, + "estimated_input_tokens": 9113, + "estimated_eval_tokens": 18482 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated Transformers issues across loading, multimodal preprocessing, generation, quantization, and training. The only pair that looks plausibly like the same underlying bug is the Qwen3.5 save_pretrained regression (45216/45357).", + "confidence": 0.73, + "canonical_issue_reason": "issue:45216 is the best anchor because it describes the broad Qwen3.5 save_pretrained regression, and issue:45357 looks like a later, narrower follow-up about the same serialization bug affecting visual encoder keys.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45216 is the most suitable global representative: it is concrete, model-specific, and has a clear duplicate-like follow-up, while the rest of the cluster is too heterogeneous to serve as a single canonical bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43792", + "right": "issue:46869", + "accept": false, + "reason": "Different models and failure modes: Whisper inference failure vs YOLO multi-GPU device-map failure." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "Different subsystems: FP8 config handling vs template compilation error." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "Different code paths: MIMI batching/padding-mask mismatch vs DAC STE/from_latents mismatch." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Both are load-time problems, but one is a model load failure and the other is a Mistral tokenizer regex patch crash." + }, + { + "left": "issue:28530", + "right": "issue:34567", + "accept": false, + "reason": "Early stopping metric selection and TrainerState token counting are unrelated trainer behaviors." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Different bug surfaces: Qwen3.5 hidden-states output vs Qwen2.5-VL rope/position-id scaling." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Both mention tied weights, but one is a missing tie in a specific model class and the other is device-dependent serialization behavior." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "Different FP8/init problems: FineGrainedFP8Config failure vs unexpected _is_hf_initialized argument in init_empty_weights." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "Tokenizer constructor conflict vs a key error while loading a different model." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Different model families and distinct failures: nonsensical outputs vs processor/model image-size mismatch." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "AddedToken special-argument collision is unrelated to the physical-intelligence/fast loading regression." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "Different targets: generic model loading failure vs a specific Mistral tokenizer regex-patch crash." + }, + { + "left": "issue:44008", + "right": "issue:46899", + "accept": false, + "reason": "Different Gemma generations and different root causes: variable name collision vs unsafe dtype cast in multimodal embedders." + }, + { + "left": "issue:45923", + "right": "issue:47254", + "accept": false, + "reason": "Missing gradient_checkpointing support flag is not the same as a PEFT/DeepSpeed checkpointing error." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export/torch_compilable_check failure is unrelated to OmDet processor input-size mismatch." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Chunked generation inconsistency under compiled forward is a different bug from the StaticCache return-type contract issue." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Tokenizer loading conflict and CUDA assert from auto device mapping are unrelated." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Different multimodal models and different failure types: Llava Next segfault vs Qwen3OmniMoe video-input ValueError." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "Both involve FP8-ish terms, but one is a config issue and the other is a missing Float8 storage object." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Related model family, but one is a broad video-input regression and the other is a specific still-image temporal position-id scaling bug." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Sliding-window handling in Qwen3-MoE is unrelated to granite_speech config strictness." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Generation performance overhead is a different problem from the cache length return type." + }, + { + "left": "issue:43632", + "right": "issue:46821", + "accept": false, + "reason": "Transformers v5 _is_hf_initialized breakage and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch version compatibility is not the same as noisy transformer loading output." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Missing all_tied_weights_keys on Molmo is unrelated to loading cjvt/sleng-bert." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Both touch Qwen VL variants, but one is iterable-dataset multi-image handling and the other is still-image temporal position-id scaling." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "PaddleOCR-VL loading in vLLM and Qwen3-MoE sliding_window behavior are different bugs." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Same Qwen3.5 save_pretrained serialization regression; the later report just narrows it to incorrect visual encoder keys." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Audio fbank feature extraction and compiled flex_attention on torch>=2.9 are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analyst output is well grounded in the packet and stays conservative in the soft-edge verdicts. The only accepted pair, issue:45216 and issue:45357, is supported by the titles as the same Qwen3.5 `save_pretrained` serialization regression with a narrower follow-up on visual encoder keys. The rest of the pairwise rejections are appropriately cautious and do not overstate evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 13, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:33666", + "issue:35707", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:42796", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43381", + "issue:43421", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43611", + "issue:43632", + "issue:43646", + "issue:43716", + "issue:43746", + "issue:43792", + "issue:43856", + "issue:43872", + "issue:43883", + "issue:44079", + "issue:44291", + "issue:44403", + "issue:44462", + "issue:44509", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44756", + "issue:44811", + "issue:44991", + "issue:45081", + "issue:45491", + "issue:45538", + "issue:45542", + "issue:45663", + "issue:45812", + "issue:45923", + "issue:46315", + "issue:46491", + "issue:46710", + "issue:46821", + "issue:46899", + "issue:46909" + ], + "soft_pairs": [ + "issue:43872|issue:44291", + "issue:43611|issue:44534", + "issue:44991|issue:46315", + "issue:43716|issue:46899", + "issue:44403|issue:44991", + "issue:45812|issue:46491", + "issue:42796|issue:43746", + "issue:43381|issue:45923", + "issue:33666|issue:40444", + "issue:44291|issue:44589", + "issue:40990|issue:44811", + "issue:43632|issue:44756", + "issue:43792|issue:44589", + "issue:43883|issue:44991", + "issue:42796|issue:46710", + "issue:35707|issue:40444", + "issue:44079|issue:45663", + "issue:43531|issue:44291", + "issue:43482|issue:43525", + "issue:43421|issue:44568", + "issue:41720|issue:45081", + "issue:42175|issue:45542", + "issue:44462|issue:45812", + "issue:44509|issue:46909", + "issue:43296|issue:46821", + "issue:42175|issue:43296", + "issue:44079|issue:44534", + "issue:43317|issue:43856", + "issue:43482|issue:45538", + "issue:43611|issue:43646", + "issue:43377|issue:45491" + ], + "prepared_review_unit_hash": "fbd7ead646887ba455f2219f738e8a409a331f7bc710571dea7c99011e6db35a", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011285, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37125, + "estimated_input_tokens": 9282, + "estimated_eval_tokens": 18820 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a grab-bag of Transformers v5 regression reports, with a smaller tokenizer subgroup. The strongest duplicate-like center is the `_is_hf_initialized` loading regression, while most other soft links are only broad semantic similarity and should stay separate.", + "confidence": 0.57, + "canonical_issue_reason": "issue:44291 is the clearest, most central report of the v5 `_is_hf_initialized` regression, and it aligns with several nearby loading failures that appear to stem from the same initialization change.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44291 is the best overall representative because it names the shared root symptom directly and is broad enough to anchor the related v5 loading/init reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Same underlying v5 init regression: `_is_hf_initialized` leaks into downstream constructors and breaks both bitsandbytes and init-empty-weights loading." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "Both are v5 regressions, but they describe different failure modes in model loading vs buffer initialization." + }, + { + "left": "issue:44991", + "right": "issue:46315", + "accept": false, + "reason": "Tokenizer loading correctness and tokenizer conversion performance are different bugs." + }, + { + "left": "issue:43716", + "right": "issue:46899", + "accept": false, + "reason": "Both involve multimodal dtype issues, but the reported code paths and symptoms differ." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Noise during load and tokenizer selection/loading are unrelated." + }, + { + "left": "issue:45812", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but Granite wrong IDs and CodeLlama leading-space round-trip are different concrete behaviors." + }, + { + "left": "issue:42796", + "right": "issue:43746", + "accept": false, + "reason": "Tokenizer BPE-marker handling and GraniteSpeech checkpoint loading are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Eval-mode checkpointing restriction and missing gradient-checkpointing flag are different issues." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Both are Qwen VL training issues, but multi-GPU training and iterable-dataset multi-image failure are not the same bug." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "Both are v5 init/load regressions, but the reported failure mechanisms differ and are not clearly the same code path." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "Perplexity on a language model and Whisper batch decode behavior are unrelated." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "`_is_hf_initialized` flag handling and mmap OOM on Strix Halo are unrelated." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper model runtime failure and float8 storage lookup failure are different problems." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Missing tied-weights metadata and tokenizer ID regression are unrelated." + }, + { + "left": "issue:42796", + "right": "issue:46710", + "accept": false, + "reason": "Different model families and different regressions." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with embeds/past KV and Qwen2.5-VL iterable-dataset training are unrelated." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment and Gemma4 FSDP2 shared_kv_states are different bugs." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Sliding-window MoE behavior and `_is_hf_initialized` loading failure are unrelated." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "Different model-loading failures with different missing attributes." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Runtime special-token post-processor updates and add_special_tokens BOS/EOS behavior are related only broadly, not the same bug." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Qwen3 auto device mapping crash and Mistral regex patch crash are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Both concern TensorFlow packaging, but one is missing TF in the torch extra and the other is an undefined backend caused by a different dependency mix." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": true, + "reason": "Likely same tokenizer-loading bug: ignoring repo tokenizer.json can produce the wrong token IDs reported for Granite models." + }, + { + "left": "issue:44509", + "right": "issue:46909", + "accept": false, + "reason": "Removed pipeline-task docs and a broken DIA example are documentation issues, but not the same one." + }, + { + "left": "issue:43296", + "right": "issue:46821", + "accept": false, + "reason": "PaddleOCR-VL load failure and TimesFM window_size AttributeError are different model-specific bugs." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "TensorFlow packaging and PaddleOCR-VL loading are unrelated." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key bookkeeping and non-persistent buffer corruption are different regressions." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Auto device-map offload failure and Qwen3 MoE memory usage are different issues." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "GGUF loading failure and CLIPTokenizer model_max_length behavior are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 model-loading regressions, but the titles point to different breakages and not one concrete shared code path." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "MIMI padding-mask batching bug and Gemma3 sliding-window NaNs are different multimodal/audio failures." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays mostly conservative. The `_is_hf_initialized` cluster is correctly identified as the clearest center, and the other pair judgments are framed narrowly rather than over-claiming exact duplicates." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 14, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:40444", + "issue:40990", + "issue:41553", + "issue:41720", + "issue:42617", + "issue:42796", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43262", + "issue:43454", + "issue:43493", + "issue:43550", + "issue:43582", + "issue:43606", + "issue:43644", + "issue:43701", + "issue:43746", + "issue:43818", + "issue:43819", + "issue:43828", + "issue:43873", + "issue:43994", + "issue:44079", + "issue:44186", + "issue:44265", + "issue:44291", + "issue:44466", + "issue:44479", + "issue:44829", + "issue:44877", + "issue:45072", + "issue:45325", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45584", + "issue:45701", + "issue:45823", + "issue:45834", + "issue:45923", + "issue:46209", + "issue:46402", + "issue:46821", + "issue:47217" + ], + "soft_pairs": [ + "issue:43818|issue:46402", + "issue:44265|issue:45072", + "issue:43644|issue:44079", + "issue:45325|issue:45834", + "issue:40444|issue:45381", + "issue:43493|issue:43994", + "issue:43818|issue:45357", + "issue:45325|issue:45381", + "issue:43454|issue:44466", + "issue:44291|issue:44877", + "issue:44829|issue:45479", + "issue:40444|issue:47217", + "issue:43873|issue:45701", + "issue:43701|issue:45325", + "issue:42796|issue:45381", + "issue:43606|issue:44265", + "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:44186|issue:44265", + "issue:41720|issue:45823", + "issue:43606|issue:43819", + "issue:43454|issue:43550", + "issue:45823|issue:46821", + "issue:43257|issue:45923", + "issue:42617|issue:42915", + "issue:42796|issue:46209", + "issue:41553|issue:43582", + "issue:40990|issue:42947" + ], + "prepared_review_unit_hash": "4f07cd722c5ddbc1fef80520ff15f7d91ddd4bfcb4528f09212d596476c3abcc", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011285, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36823, + "estimated_input_tokens": 9206, + "estimated_eval_tokens": 18668 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are broadly about Transformers model/runtime regressions, but the soft-linked pairs mostly point to different models, subsystems, or failure modes rather than the same underlying bug. No PRs are present.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43873 is the best representative because it has the broadest user-facing impact in this set, high discussion/inbound reference activity, and a concrete runtime behavior regression around offloading/quantization.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the strongest single issue to anchor the cluster: it is substantive, active, and describes a clear reproducible bug rather than a narrow or mostly cosmetic report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43818", + "right": "issue:46402", + "accept": false, + "reason": "Different models and bugs: missing temporal attention/shared weights in Video-LLaVA vs text-encoder weights not loaded in Sam3Model." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "Different code paths: torch.export failure with torch_compilable_check vs dtype mismatch in bfloat16 inference." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Unrelated defects: non-persistent buffers filled with junk vs ModelOutput key assignment when a previous value was None." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Different model families and failures: Qwen2.5-VL position-id scaling vs Kosmos2.5 OCR long-input index error." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Both are multimodal, but one fails with multiple images during finetuning and the other has wrong video position ids; not the same bug." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": false, + "reason": "Same model family, but one is a HF-vs-JAX implementation discrepancy and the other is a bad AutoModel/pipeline result; too indirect to merge." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Different problems: Video-LLaVA architecture issue vs Qwen3.5 save_pretrained key regression." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Related Qwen2.5-VL positional-id area, but one is still-image temporal scaling and the other is video vision_position_ids; not clearly the same defect." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Weight tying in model loading/generation vs inconsistent serialization depending on device; similar theme, different bug." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Different failures: unexpected init_empty_weights argument vs strict config blocking granite_speech loading." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Different training/loss issues: flash_attention_3 degeneration vs num_labels=1 single-label classification zero-loss behavior." + }, + { + "left": "issue:40444", + "right": "issue:47217", + "accept": false, + "reason": "Both involve vision-language inputs, but one is multi-image finetuning and the other is image-placeholder handling in user text." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Offloading/quantization runtime bug vs tokenization changing across versions; different subsystems." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL rope index computation." + }, + { + "left": "issue:42796", + "right": "issue:45381", + "accept": false, + "reason": "Tokenizer BPE marker handling vs video position-id regression; different layers of the stack." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU offload device mismatch in a model run vs torch.export failure from torch_compilable_check." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Different model regressions: Qwen video-input issue vs Gemma4 PLE device mismatch." + }, + { + "left": "issue:43828", + "right": "issue:46821", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE vs TimesFM2.5 window_size AttributeError." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "Completely different symptoms and models: high perplexity on gpt-oss-20b vs Whisper empty-transcription failure." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sampling-rate default bug vs GraniteSpeech checkpoint loading issue." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "Bark voice_preset bug vs progressive generation with inputs_embeds/past_key_values; unrelated." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Progressive generation bug vs Qwen3 auto device mapping cudaErrorAssert; different failure modes." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer padding/NER crash vs export failure with torch_compilable_check; not the same issue." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Different models and runtime paths: Qwen3 device-mapping assert vs Gemma4 forward device mismatch." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "Both are runtime mismatches, but one is CPU offload/device placement and the other is DAC latent/STE mismatch." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "AyaVision lm_head tying bug vs Bamba-9B-v2 torch.compile+SDPA failure; different code paths." + }, + { + "left": "issue:45823", + "right": "issue:46821", + "accept": false, + "reason": "Gemma4 device mismatch and TimesFM2.5 window_size AttributeError are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "Qwen3 MoE weight conversion with accelerate/deepspeed vs missing supports_gradient_checkpointing flag; unrelated." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "3d_parallel.py execution issue vs Qwen3Moe FineGrainedFP8Config failure; different models/features." + }, + { + "left": "issue:42796", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer BPE-marker bug vs FP8 inference failure on B200; different problem class." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Bad AutoTokenizer error message for Voxtral vs Apple Silicon TypeError in caching_allocator_warmup; unrelated." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "Perplexity regression on gpt-oss-20b vs gradient checkpointing ineffectiveness with PEFT LoRA." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 15, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:26413", + "issue:28530", + "issue:36331", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43065", + "issue:43295", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43450", + "issue:43454", + "issue:43550", + "issue:43572", + "issue:43720", + "issue:43749", + "issue:43873", + "issue:44186", + "issue:44387", + "issue:44451", + "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:45920", + "issue:46050", + "issue:46305", + "issue:46315", + "issue:46402", + "issue:46612", + "issue:46821", + "issue:46858", + "issue:46897", + "issue:47020", + "issue:47317" + ], + "soft_pairs": [ + "issue:44568|issue:45920", + "issue:43377|issue:44610", + "issue:43454|issue:45072", + "issue:43749|issue:44534", + "issue:43317|issue:43873", + "issue:43454|issue:43720", + "issue:36331|issue:42617", + "issue:43377|issue:44898", + "issue:41720|issue:43322", + "issue:43572|issue:45759", + "issue:46305|issue:46315", + "issue:36331|issue:42915", + "issue:43322|issue:46050", + "issue:44877|issue:44991", + "issue:41720|issue:44977", + "issue:44387|issue:45704", + "issue:40990|issue:45701", + "issue:41720|issue:42617", + "issue:43450|issue:45701", + "issue:46897|issue:47317", + "issue:44466|issue:45357", + "issue:43873|issue:44756", + "issue:26413|issue:28530", + "issue:44186|issue:45072", + "issue:45685|issue:46821", + "issue:43065|issue:46402", + "issue:44451|issue:47020", + "issue:43295|issue:45701", + "issue:46612|issue:46858", + "issue:43550|issue:43720" + ], + "prepared_review_unit_hash": "f04fad86a552bcf10e0331ace073bf6fc2fb17244ec8dd88bf14b98456bbe77b", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011285, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36749, + "estimated_input_tokens": 9188, + "estimated_eval_tokens": 18632 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is largely heterogeneous: it mixes tokenizer regressions, quantization/loading issues, vision-model bugs, and training-loop edge cases. I do not see any soft pair that is confidently the same underlying bug, so all soft edges should be rejected. The broadest representative issue is the v5 AutoTokenizer regression affecting multiple model families.", + "confidence": 0.73, + "canonical_issue_reason": "Issue 45920 is the broadest and most central bug report here: a concrete v5 AutoTokenizer regression affecting multiple model families and directly about wrong token IDs.", + "canonical_pr_reason": null, + "best_issue_reason": "It best represents the recurring tokenizer-regression theme in this set and has the widest stated impact/inbound references among the tokenizer-related issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Both are tokenizer regressions, but one is about missing BOS/EOS insertion and the other is about wrong token IDs across several models; different failure modes." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "One is a MIMI encoder padding-mask/batched output bug; the other is a video processor shape issue. Different components and symptoms." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "AyaVision weight tying vs bfloat16 dtype mismatch in inference are unrelated code paths." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "Both concern loading behavior, but one is FSDP CPU RAM-efficient loading and the other is non-persistent buffer initialization. Not the same bug." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Both mention offloading/quantization, but one is a device_map dequantized load failure and the other is a general offloading regression; too broad to merge." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "AyaVision lm_head tying and BitNet packed-weight unpacking are different model/load paths." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "CustomTrainer compute_loss kwarg breakage and a 3d_parallel.py launch failure are unrelated." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "MIMI padding-mask discrepancy and Perceiver non-default-resolution failure are different model families and bugs." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3 auto device mapping CUDA assert and Llava Next segmentation fault are distinct loading/runtime failures." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression and Qwen multimodal text_config unwrapping are separate config-loading problems." + }, + { + "left": "issue:46305", + "right": "issue:46315", + "accept": false, + "reason": "Moonshine streaming mask off-by-one and tokenizer conversion slowdown are unrelated." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Compute-loss signature breakage and Qwen3Moe FP8 failure are different bugs." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Llava Next load crash and sinq save/load breakage concern different model/loading mechanisms." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Granite speech strict-config loading and EMBEDDIA tokenizer loading are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "CUDA assert during device-mapped loading and flash-attention generation failure are separate Qwen issues with different code paths." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Int4 quantization OOM and T5 apex RMSNorm memory leak are both memory-related but not the same underlying defect." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "High perplexity on gpt-oss-20b and a tokenizer-version-change regression are not the same bug." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Auto device-mapping CUDA assert and 3d_parallel.py launch failure are unrelated." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Video processor batching shape bug and tokenization behavior change are different subsystems." + }, + { + "left": "issue:46897", + "right": "issue:47317", + "accept": false, + "reason": "Both are training-loss bugs, but there is no evidence they share the same model, shift logic, or code path." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both involve save_pretrained regressions, but one is lm_head serialization and the other is visual encoder key saving; different artifacts." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Quantization offloading and disabling mmap for Strix Halo OOM are unrelated memory/load concerns." + }, + { + "left": "issue:26413", + "right": "issue:28530", + "accept": false, + "reason": "Checkpoint resume epoch_iterator failure and early-stopping metric lookup are distinct training-loop issues." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer crashes on NER/batched truncation and bf16 dtype mismatches are unrelated." + }, + { + "left": "issue:45685", + "right": "issue:46821", + "accept": false, + "reason": "MPS histogram-on-Int failure in MoE and TimesFM window_size AttributeError are different backend/model bugs." + }, + { + "left": "issue:43065", + "right": "issue:46402", + "accept": false, + "reason": "Sam3 dummy Conv2d in pixel decoder and Sam3 text encoder weights not loaded are separate parts of the model." + }, + { + "left": "issue:44451", + "right": "issue:47020", + "accept": false, + "reason": "ScandiBERT loading failure and XLMRobertaTokenizer Unigram init type mismatch are not shown to be the same root cause." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Processor.tokenizer regression and tokenization-version-change bug are too different in scope and symptom." + }, + { + "left": "issue:46612", + "right": "issue:46858", + "accept": false, + "reason": "Beam-search cache reorder skipping and static-cache prefill slice-arithmetic failure are different generation/cache bugs." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "torch.compile+SDPA failure in Bamba and accelerate loading of packed BitNet weights are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 16, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:28530", + "issue:29159", + "issue:30064", + "issue:33666", + "issue:36032", + "issue:41720", + "issue:42915", + "issue:43316", + "issue:43317", + "issue:43404", + "issue:43441", + "issue:43531", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43646", + "issue:43708", + "issue:43716", + "issue:43881", + "issue:44008", + "issue:44186", + "issue:44361", + "issue:44423", + "issue:44464", + "issue:44488", + "issue:44610", + "issue:44671", + "issue:44734", + "issue:44743", + "issue:44898", + "issue:44913", + "issue:44991", + "issue:45161", + "issue:45357", + "issue:45406", + "issue:45479", + "issue:45632", + "issue:45684", + "issue:45823", + "issue:46291", + "issue:46665", + "issue:46821", + "issue:46858", + "issue:46869", + "issue:46894", + "issue:47317", + "issue:47337" + ], + "soft_pairs": [ + "issue:43646|issue:46665", + "issue:43577|issue:43708", + "issue:44186|issue:44610", + "issue:43550|issue:43606", + "issue:43881|issue:44488", + "issue:46821|issue:46869", + "issue:43404|issue:45357", + "issue:42915|issue:43317", + "issue:44610|issue:44898", + "issue:41720|issue:45161", + "issue:44008|issue:45823", + "issue:44423|issue:45406", + "issue:28530|issue:33666", + "issue:43531|issue:43572", + "issue:42915|issue:46291", + "issue:43441|issue:47337", + "issue:44734|issue:46858", + "issue:45479|issue:47317", + "issue:44186|issue:44361", + "issue:44464|issue:46858", + "issue:44671|issue:44743", + "issue:45632|issue:45684", + "issue:43716|issue:46821", + "issue:46894|issue:47317", + "issue:28530|issue:30064", + "issue:43316|issue:44913", + "issue:29159|issue:36032", + "issue:43881|issue:44991" + ], + "prepared_review_unit_hash": "e596078c2b00bede8e36677f10a4c4fe66a4b21b74925fd2333199687e8c769a", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011285, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36197, + "estimated_input_tokens": 9050, + "estimated_eval_tokens": 18356 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster looks heterogeneous: most soft pairs share only broad subsystem similarity (tokenizers, loading, device maps, multimodal serving) rather than the same concrete bug, so I rejected all soft edges and found no clear canonical issue/PR.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43646", + "right": "issue:46665", + "accept": false, + "reason": "Both involve model initialization/from_pretrained behavior, but one is a broad Transformers 5.0 regression and the other is a Python-class usage inconsistency; no concrete shared code-path is evident." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "Blip2 dtype-loading and Trainer resume/max_steps are unrelated bugs in different subsystems." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Tokenizer crashes on NER/padding versus processor image-size mismatch; different components and failure modes." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Different model-specific runtime failures: torch.compile+SDPA versus CPU offload device mismatch." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Both are load failures, but they affect different models and likely different root causes." + }, + { + "left": "issue:46821", + "right": "issue:46869", + "accept": false, + "reason": "TimesFM window_size AttributeError and YOLO multi-GPU device-map failure are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Both touch multimodal model behavior, but one is weight tying in generation and the other is save_pretrained key persistence; not the same bug." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "FineGrainedFP8Config failure and dequantized model offload failure are different loading/device-map problems." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Both concern vision input sizing, but OmDet-Turbo's processor/model size mismatch is not the same as Perceiver's non-default-resolution interpolation failure." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Both involve large-model parallelism, but the reported failures and code paths differ substantially." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3n variable-name collision and Gemma4 PLE device mismatch are different forward-pass bugs." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Both are serve-time multimodal crashes, but one is a string/tensor handling issue and the other is a missing processor attribute; not the same root cause." + }, + { + "left": "issue:44464", + "right": "issue:46858", + "accept": false, + "reason": "Both mention compiled/cache paths, but one is inconsistent chunked generation output and the other is a backend-specific seq-length tensor arithmetic bug." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Unrelated model bugs: sliding_window behavior in Qwen3-MoE versus missing pad_token_idx in StableLmConfig." + }, + { + "left": "issue:43441", + "right": "issue:47337", + "accept": false, + "reason": "FlashAttention model failure and a flaky bbox-range test are unrelated." + }, + { + "left": "issue:44734", + "right": "issue:46858", + "accept": false, + "reason": "Both involve cache handling, but the concrete failures differ: KV-cache continuation indexing versus static-cache seq-length device tensors." + }, + { + "left": "issue:45479", + "right": "issue:47317", + "accept": false, + "reason": "Both are training-loss reports, but the model families and described bug patterns are too different to treat as duplicates." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Different tokenizer classes and different crash contexts; only a broad tokenizer theme is shared." + }, + { + "left": "issue:44464", + "right": "issue:46858", + "accept": false, + "reason": "Compiled-forward issues in different generation paths; no clear single bug." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT MLM prediction drift and Qwen3.5 recurrent-state reset are unrelated." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "One is a cache-path collision, the other is permissions propagation in save_pretrained; different file-handling bugs." + }, + { + "left": "issue:43716", + "right": "issue:46821", + "accept": false, + "reason": "Mistral-3 image-preprocessor dtype mismatch and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:46894", + "right": "issue:47317", + "accept": false, + "reason": "Both are training-loss issues, but only one is explicitly a double-shift bug; the other lacks enough evidence to be the same defect." + }, + { + "left": "issue:28530", + "right": "issue:30064", + "accept": false, + "reason": "Early-stopping metric selection and void segmentation-map processing are unrelated." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Config API discrepancy and rotary_pct reload regression are different configuration bugs." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "Slow/fast tokenizer inconsistency and T5 tokenizer load-time attribute conflict are not the same issue." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Both are load failures, but they affect different models/tokenizer layers and do not look like the same concrete bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 17, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:30064", + "issue:33357", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:43257", + "issue:43322", + "issue:43329", + "issue:43388", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43606", + "issue:43644", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43873", + "issue:43883", + "issue:44077", + "issue:44451", + "issue:44492", + "issue:44509", + "issue:44534", + "issue:44589", + "issue:44625", + "issue:44991", + "issue:45059", + "issue:45357", + "issue:45406", + "issue:45464", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:46402", + "issue:46665", + "issue:46821", + "issue:46858", + "issue:47020", + "issue:47145", + "issue:47254" + ], + "soft_pairs": [ + "issue:30064|issue:34634", + "issue:43452|issue:47020", + "issue:45701|issue:47145", + "issue:42915|issue:43322", + "issue:33357|issue:35707", + "issue:43873|issue:45704", + "issue:43526|issue:43883", + "issue:43540|issue:43782", + "issue:43531|issue:45759", + "issue:44492|issue:44509", + "issue:43550|issue:43653", + "issue:44534|issue:46665", + "issue:41720|issue:43746", + "issue:43257|issue:47254", + "issue:43606|issue:43720", + "issue:42490|issue:43329", + "issue:45406|issue:45464", + "issue:34567|issue:35707", + "issue:43531|issue:46821", + "issue:34634|issue:41720", + "issue:43531|issue:44589", + "issue:43606|issue:43653", + "issue:43388|issue:45059", + "issue:45759|issue:45859", + "issue:44451|issue:44991", + "issue:43540|issue:46858", + "issue:45357|issue:46402", + "issue:43644|issue:46665", + "issue:44077|issue:44625" + ], + "prepared_review_unit_hash": "282e9778d689160762d59ba2e4a58a7b9e30de56e4701ab4a342510f1a8aa997", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011285, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36388, + "estimated_input_tokens": 9097, + "estimated_eval_tokens": 18450 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The candidate pairs are mostly topical lookalikes, but none look like the same underlying bug or change closely enough to merge. This cluster is a loose collection of unrelated issues across models, tokenizers, loading, offloading, and docs.", + "confidence": 0.93, + "canonical_issue_reason": "No true duplicate cluster emerges from these issues. If a single representative is needed, issue:43873 is the strongest general bug report because it has the most discussion and references and describes a concrete, reusable offloading/quantization failure.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best issue representative: it is high-signal, well-discussed, and describes a specific runtime regression with broader impact than the other items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Different components and symptoms: image segmentation-map processing vs Bark voice_preset handling." + }, + { + "left": "issue:43452", + "right": "issue:47020", + "accept": false, + "reason": "Both involve loading/tokenization, but one is gguf auto-loading and the other is a Unigram init bug in XLM-Roberta." + }, + { + "left": "issue:45701", + "right": "issue:47145", + "accept": false, + "reason": "One is a broad tokenization regression report; the other is a specific FP8 frozen-checkpoint weight_scale omission." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Both are loading failures, but one is Qwen3Moe FP8 config handling and the other is a Llava Next segfault." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "MacOS bus error with a CLIP model is unrelated to progressive generation with inputs_embeds/past_key_values." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization/offloading regression vs an apex FusedRMSNorm memory leak in T5; different code paths." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "BEiT image label reduction bug is unrelated to a missing all_tied_weights_keys attribute in Molmo." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Different Qwen multimodal failures: video input processing vs weight_only loading error." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is not the same as composite config unwrapping for AutoModelForCausalLM.from_config." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A typo in cache strategies and removed docs pipeline tasks are unrelated documentation issues." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is unrelated to BigBirdTokenizer special-token registration." + }, + { + "left": "issue:44534", + "right": "issue:46665", + "accept": false, + "reason": "Both mention loading behavior, but one is non-persistent buffers in v5 and the other is from_pretrained inside user-defined Python classes." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "A800 device-mapping cudaErrorAssert is unrelated to GraniteSpeech PEFT local-checkpoint loading." + }, + { + "left": "issue:43257", + "right": "issue:47254", + "accept": false, + "reason": "Qwen3 MOE weight conversion during accelerate/deepspeed loading is a different failure from PEFT+ZeRO-3 checkpointing errors." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "CPU offload device mismatch for Bark-small is not the same as BitNet packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Local-path trailing-slash import warning is unrelated to undefined variables in multimodal token counting." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer in serve is a different bug from Qwen3.5 streaming chat/completions failure." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState token counter bug is unrelated to progressive generation with inputs_embeds and past_key_values." + }, + { + "left": "issue:43531", + "right": "issue:46821", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and TimesFM window_size AttributeError are different model-specific bugs." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor voice_preset handling and Qwen3 auto device-mapping crashes are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Sliding-window Qwen3-MoE bug is unrelated to FP8 storage-object lookup failures." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "CPU offload device mismatch and tokenizer special-token registration are different subsystems." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Metric-gathering label truncation is unrelated to SAM3 text/bbox behavior." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Composite-config unwrapping for Qwen3.5/3.6 is unrelated to CPU-offload incompatibility in rotary embedding." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer/model loading regressions, but they affect different models and appear to have different root causes." + }, + { + "left": "issue:43540", + "right": "issue:46858", + "accept": false, + "reason": "Qwen3OmniMoe video-processing ValueError is different from static-cache slice arithmetic on non-CUDA backends." + }, + { + "left": "issue:45357", + "right": "issue:46402", + "accept": false, + "reason": "Incorrect visual-encoder keys on save_pretrained is unrelated to missing text-encoder weight loading." + }, + { + "left": "issue:43644", + "right": "issue:46665", + "accept": false, + "reason": "Non-persistent-buffer corruption in v5 is a different defect from inconsistent from_pretrained behavior inside classes." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "patchtsmixer post_init policy and Qwen3.5 num_labels propagation are unrelated configuration issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 18, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:39692", + "issue:41720", + "issue:42886", + "issue:43381", + "issue:43421", + "issue:43493", + "issue:43653", + "issue:43673", + "issue:43746", + "issue:43782", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:43994", + "issue:44062", + "issue:44368", + "issue:44451", + "issue:44464", + "issue:44514", + "issue:44545", + "issue:44610", + "issue:44625", + "issue:44671", + "issue:44843", + "issue:44898", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45356", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45704", + "issue:45923", + "issue:46032", + "issue:46050", + "issue:46463", + "issue:46655", + "issue:46693", + "issue:47050", + "issue:47333", + "issue:47337" + ], + "soft_pairs": [ + "issue:45923|issue:47333", + "issue:44987|issue:45042", + "issue:44062|issue:44451", + "issue:44898|issue:45072", + "issue:44625|issue:45479", + "issue:44918|issue:44936", + "issue:39692|issue:44610", + "issue:41720|issue:45704", + "issue:43381|issue:43844", + "issue:42886|issue:44843", + "issue:44368|issue:45357", + "issue:43746|issue:46050", + "issue:43381|issue:45704", + "issue:44514|issue:44545", + "issue:46655|issue:46693", + "issue:43421|issue:43927", + "issue:43746|issue:43873", + "issue:30064|issue:36010", + "issue:39692|issue:43493", + "issue:43421|issue:43653", + "issue:43673|issue:47337", + "issue:43994|issue:44671", + "issue:45081|issue:45356", + "issue:46032|issue:46463", + "issue:44464|issue:47050", + "issue:43782|issue:45381" + ], + "prepared_review_unit_hash": "a76c14175cfb1387166c173baafe9f8b830e83bdb4fb33c6bf70db8f79d5c4b8", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011285, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35328, + "estimated_input_tokens": 8832, + "estimated_eval_tokens": 17920 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated Transformers issues spanning tokenization, vision processors, generation, training, and offloading. Only two pairs look like true duplicates: the Qwen2_5_VL batched `apply_chat_template` crash, and the HF_HUB_OFFLINE / `_patch_mistral_regex` tokenizer cache failure.", + "confidence": 0.73, + "canonical_issue_reason": "issue:42886 is the strongest representative of the one clear duplicate thread here: it\u2019s a concrete, user-facing offline tokenizer failure and is directly matched by issue:44843\u2019s root-cause report in `_patch_mistral_regex`.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the most central standalone issue in the set by activity and breadth (many comments and inbound refs) while still being a concrete product bug rather than a niche follow-up.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45923", + "right": "issue:47333", + "accept": false, + "reason": "Different problems: missing gradient-checkpointing support flag vs inability to save a disk-offloaded Qwen3-30B-A3B model." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "One is a model-loading failure on a specific repo; the other is a PIL image-processor dependency regression. Different code paths." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "`AddedToken()` keyword duplication is a tokenizer API bug, while loading `vesteinn/ScandiBERT` is a model-specific load failure." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Perceiver non-default resolution failure and bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel are unrelated." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "`num_labels` propagation in Qwen3.5 is a config-plumbing bug; the other is a general classification-loss edge case across models." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "TRL SFT embedding unpacking and `trainer.evaluate()` after `trainer.train()` are different trainer behaviors." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "SigLIP2 doc/example issues do not match the OmDet-Turbo processor/model input-size mismatch." + }, + { + "left": "issue:41720", + "right": "issue:45704", + "accept": false, + "reason": "Qwen3 auto device mapping CUDA assert and T5 apex RMSNorm memory leak are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Eval-mode gradient checkpointing restriction is not the same as ZeRO-3 gradient growth during training." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": true, + "reason": "Same underlying offline tokenizer failure in `_patch_mistral_regex` / `model_info()`; both describe HF_HUB_OFFLINE breakage on tokenizer loading." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "A warning about `tie_word_embeddings` in LoRA fine-tuning is not the same as incorrect visual encoder keys being saved." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "PEFT adapter loading from local checkpoints and sinq quantized save/load corruption are different serialization bugs." + }, + { + "left": "issue:43381", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing in eval mode and T5 apex RMSNorm memory leak are not the same issue." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Near-identical title and symptom: `Qwen2_5_VLProcessor.apply_chat_template` crashes on batched input when `padding=False`." + }, + { + "left": "issue:46655", + "right": "issue:46693", + "accept": false, + "reason": "SmolVLM video padding miscalculation and FA2 long-context performance regression are unrelated." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Runtime special-token post-processor updates and DiaConfig losing custom token IDs after save/load are different tokenizer/config problems." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "PEFT adapter checkpoint loading and offloading-with-quantization behavior are not the same bug." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Void segmentation map processing and `GenerationMixin` import failure are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "SigLIP2 docs/example mismatch is not the same as an implementation discrepancy versus JAX." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "A backend post-processor update bug is not the same as BigBirdTokenizer mask-token registration causing empty decode output." + }, + { + "left": "issue:43673", + "right": "issue:47337", + "accept": false, + "reason": "GenerationMixin cache/chunked_prefill and a flaky bbox-range IndexError are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "SigLIP2 bad outputs and CamemBERT masked-LM regression are different model-specific issues." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both touch Mistral-regex-related tokenizer logic, but one is a crash in `_patch_mistral_regex` while the other is a Kimi-K2.5 regression about codec handling/warnings; not clearly the same bug." + }, + { + "left": "issue:46032", + "right": "issue:46463", + "accept": false, + "reason": "Mamba2Mixer `use_cache` incorrect results and T5 decoder-input error messaging are unrelated." + }, + { + "left": "issue:44464", + "right": "issue:47050", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency and Canine ONNX fp16 dtype mismatch are different execution paths." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Qwen3VL weight-only load error and Qwen2.5-VL video `vision_position_ids` bug are separate model behaviors." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the central-issue choice for 43873 is supported by its relatively high discussion activity and inbound references, and the duplicate calls are conservative. The accepted pairs (42886/44843 and 44514/44545) are plausible same-bug duplicates from the titles, while the rest are appropriately rejected as different problems. No soft-edge verdict overstates the evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 19, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:30064", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43295", + "issue:43421", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43596", + "issue:43611", + "issue:43643", + "issue:43653", + "issue:43720", + "issue:43819", + "issue:43873", + "issue:43881", + "issue:43927", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44361", + "issue:44488", + "issue:44661", + "issue:44821", + "issue:44843", + "issue:44857", + "issue:44898", + "issue:44991", + "issue:44995", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45356", + "issue:45381", + "issue:45834", + "issue:45907", + "issue:45987", + "issue:46294", + "issue:46665", + "issue:46693", + "issue:46829", + "issue:46832", + "issue:46858", + "issue:47020", + "issue:47050" + ], + "soft_pairs": [ + "issue:44995|issue:46858", + "issue:43421|issue:44186", + "issue:45356|issue:45907", + "issue:44857|issue:47050", + "issue:43526|issue:43881", + "issue:39692|issue:43873", + "issue:39692|issue:47050", + "issue:43720|issue:43819", + "issue:43596|issue:44220", + "issue:43295|issue:45834", + "issue:43540|issue:46294", + "issue:43550|issue:43927", + "issue:43550|issue:44361", + "issue:43653|issue:43720", + "issue:44062|issue:44488", + "issue:45381|issue:46693", + "issue:43531|issue:43643", + "issue:44488|issue:47020", + "issue:46829|issue:46832", + "issue:45072|issue:47050", + "issue:41720|issue:44991", + "issue:44220|issue:44661", + "issue:43611|issue:46665", + "issue:30064|issue:36331", + "issue:44843|issue:45081", + "issue:44186|issue:44898", + "issue:43653|issue:43819", + "issue:45987|issue:46829", + "issue:44821|issue:45084", + "issue:43550|issue:43819" + ], + "prepared_review_unit_hash": "9ceb7b6f999495ad2e081d61fe5612a906851fef902e1cfd2277c9b5c1674f63", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011285, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36388, + "estimated_input_tokens": 9097, + "estimated_eval_tokens": 18450 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the items span unrelated tokenizer, image processor, model-loading, cache, and quantization bugs. None of the soft pairs look like true duplicates; at most they share broad subsystem keywords. 43873 is the closest anchor only because it is the broadest and most active open issue.", + "confidence": 0.28, + "canonical_issue_reason": "43873 is the broadest, most active open issue in the set, so it is the best rough cluster anchor even though the surrounding items are not duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "43873 has the strongest triage signal for a representative issue: open state, high discussion activity, and multiple inbound references.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44995", + "right": "issue:46858", + "accept": false, + "reason": "Both mention cache-related failures, but one is a stale indexer cache crash in GlmMoeDsa and the other is a static-cache seq-length tensor/type bug in prefill. Different code paths." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "TokenizersBackend post-processor updates for runtime special tokens are unrelated to LayoutLMv2Tokenizer crashes on NER inputs and batched padding/truncation." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Kimi-K2.5 tokenizer codec/fix_mistral_regex regression is unrelated to list_repo_files failing to forward the revision argument." + }, + { + "left": "issue:44857", + "right": "issue:47050", + "accept": false, + "reason": "Both are dtype-related crashes, but one is LwDetrImageLoss AMP/CUDA and the other is CanineModel ONNX export attention mismatch. Different models and failure modes." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug is unrelated to glm-4v-9b loading failure." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "SigLIP2 docs example errors are a specific model/processor and quantization mismatch; 43873 is a broader offloading/quantization behavior issue, not the same bug." + }, + { + "left": "issue:39692", + "right": "issue:47050", + "accept": false, + "reason": "A broken SigLIP2 documentation example and a CanineModel fp16 ONNX export dtype mismatch are different issues." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "BitNet packed-weight loading during accelerate is unrelated to DAC.from_latents missing STE parity with forward." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "deepspeed zero3/BertModel initialization failure is unrelated to _torch_extract_fbank_features()." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "processor.tokenizer/image handling regression is different from Kosmos2.5 long-OCR index errors." + }, + { + "left": "issue:43540", + "right": "issue:46294", + "accept": false, + "reason": "Both involve video inputs, but Qwen3OmniMoe ValueError and Qwen3.5-9B chat-template token/feature mismatch are different model families and different bugs." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "Bamba torch.compile/SDPA crash is unrelated to DiaConfig losing custom token IDs across save/load." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Bamba compile/SDPA failure is unrelated to MLukeTokenizer AttributeError on tasks." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "BigBirdTokenizer special-token decode bug is unrelated to BitNet packed-weight unpacking during loading." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "AddedToken special-argument duplication is a tokenizer construction bug; loading cjvt/sleng-bert is a separate model/tokenizer load failure." + }, + { + "left": "issue:45381", + "right": "issue:46693", + "accept": false, + "reason": "Qwen2.5-VL video position IDs are a model-specific correctness bug, while 46693 is a performance regression in long-context FA2 generation." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and AutoConfig trust_remote_code missing fields are unrelated issues." + }, + { + "left": "issue:44488", + "right": "issue:47020", + "accept": false, + "reason": "Failed loading cjvt/sleng-bert and XLMRobertaTokenizer passing a dict to Unigram are different tokenizer/model-loading bugs." + }, + { + "left": "issue:46829", + "right": "issue:46832", + "accept": false, + "reason": "VideoPrism hidden_states output misuse and RTDetrModel num_feature_levels/backbone-output mismatch are distinct vision-model bugs." + }, + { + "left": "issue:45072", + "right": "issue:47050", + "accept": false, + "reason": "Both are dtype mismatches, but they affect different models and code paths: SwitchTransformers/TimmWrapperModel bf16 inference versus CanineModel fp16 ONNX export." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Qwen3 auto device mapping cudaErrorAssert on A800 is unrelated to transformers 5.0.0 tokenizer loading for EMBEDDIA/est-roberta." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "_torch_extract_fbank_features() and add-new-model-like failing inside TOKENIZER_MAPPING_NAMES are unrelated components." + }, + { + "left": "issue:43611", + "right": "issue:46665", + "accept": false, + "reason": "Base_model_prefix loading breakage in Transformers 5.0.0 is not the same bug as inconsistent from_pretrained behavior inside Python classes." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Image Processor void segmentation-map handling is unrelated to CustomTrainer.compute_loss receiving an unexpected num_items_in_batch argument." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Both touch _patch_mistral_regex, but one is an unconditional model_info offline-mode regression and the other is an AttributeError on a tokenizer object without backend_tokenizer." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "LayoutLMv2Tokenizer NER/padding crashes and Perceiver non-default-resolution interpolation failures are different model/tokenizer issues." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "BigBirdTokenizer special-token decode bug is unrelated to DAC.from_latents missing STE parity." + }, + { + "left": "issue:45987", + "right": "issue:46829", + "accept": false, + "reason": "StaticCache.get_seq_length() returning a shape-(1,) tensor is unrelated to VideoPrism returning the wrong hidden_states tensor." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "AutoImageProcessor URL loading and a TypeError compiling non-template nodes are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure is unrelated to DAC.from_latents missing STE parity with forward." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 20, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:34634", + "issue:36010", + "issue:39692", + "issue:43322", + "issue:43335", + "issue:43421", + "issue:43540", + "issue:43550", + "issue:43577", + "issue:43606", + "issue:43618", + "issue:43643", + "issue:43644", + "issue:43697", + "issue:43716", + "issue:43749", + "issue:43756", + "issue:43782", + "issue:43818", + "issue:44008", + "issue:44186", + "issue:44442", + "issue:44448", + "issue:44479", + "issue:44561", + "issue:44671", + "issue:44805", + "issue:44811", + "issue:44877", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45183", + "issue:45479", + "issue:45584", + "issue:45685", + "issue:45834", + "issue:45987", + "issue:46291", + "issue:46294", + "issue:46463", + "issue:46752", + "issue:46858", + "issue:46932", + "issue:47020", + "issue:47337" + ], + "soft_pairs": [ + "issue:43335|issue:43756", + "issue:43540|issue:44008", + "issue:44991|issue:47020", + "issue:44008|issue:46858", + "issue:34634|issue:36010", + "issue:43643|issue:44877", + "issue:43618|issue:43697", + "issue:45987|issue:46932", + "issue:39692|issue:45834", + "issue:44561|issue:45020", + "issue:44186|issue:44442", + "issue:44448|issue:44671", + "issue:46752|issue:47337", + "issue:43322|issue:45685", + "issue:44805|issue:44936", + "issue:44991|issue:46291", + "issue:45584|issue:45834", + "issue:43421|issue:44811", + "issue:43606|issue:45072", + "issue:46294|issue:46463", + "issue:45183|issue:45479", + "issue:43550|issue:45072", + "issue:44479|issue:45834", + "issue:43577|issue:43818", + "issue:43782|issue:44977", + "issue:43644|issue:43749", + "issue:43716|issue:44008" + ], + "prepared_review_unit_hash": "2a95cbce18c0a5c639ec740f5b475b4fc3b254dcf70a0954d3ad41da4df3df86", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011285, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36028, + "estimated_input_tokens": 9007, + "estimated_eval_tokens": 18270 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly a heterogeneous set of unrelated Transformers bugs; the soft pairs share broad surface area but not the same underlying failure mode, so none should be merged as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue cleanly fits the whole set. If forced to pick the broadest umbrella, issue 45020 is the closest match because it targets general recent-v5 remote_code breakage, but the cluster is too diverse to treat it as a true canonical duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45020 is the most broadly representative of the set\u2019s recurring v5/remote_code regression theme, but it is still not a good true duplicate target for the other issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "Different bugs: sparse-layer construction with zero sparse layers vs RoPE layer dropping in Smollm3." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Both are multimodal failures, but one is a video-input ValueError and the other is an audio-mask variable collision." + }, + { + "left": "issue:44991", + "right": "issue:47020", + "accept": false, + "reason": "Both involve tokenizer loading, but they are distinct failures with different tokenizers and causes." + }, + { + "left": "issue:44008", + "right": "issue:46858", + "accept": false, + "reason": "One is a forward-pass name collision; the other is a cache-length return-type bug affecting arithmetic." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "Bark voice_preset handling and a GenerationMixin import error are unrelated issues." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Both concern config/model loading, but one is missing fields with trust_remote_code and the other is strict config rejection for granite_speech." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "CLIP attentions being unset is unrelated to RTDetrV2 output drift in v5." + }, + { + "left": "issue:45987", + "right": "issue:46932", + "accept": false, + "reason": "StaticCache return-type mismatch and Gemma4 quantized dtype casting are different code paths." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "Documentation example errors and Kosmos2.5 long-OCR index errors are not the same bug." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "44561 names a specific removed API; 45020 is a broad umbrella for remote_code breakages, so they are not clearly the same underlying issue." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "Tokenizer crashes on NER/batched padding are unrelated to AutoTokenizer failing to load a specific tokenizer class." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Different model regressions: Pegasus v4/v5 output drift vs CamemBERT masked-LM prediction errors." + }, + { + "left": "issue:46752", + "right": "issue:47337", + "accept": false, + "reason": "Empty apply_chat_template input and bbox range flaky-test failures are unrelated." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Llava Next load segfault and MPS histogram-on-Int error are unrelated failures." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "A mask/indexing shape error is not the same as trainer.evaluate failing after training." + }, + { + "left": "issue:44991", + "right": "issue:46291", + "accept": false, + "reason": "Tokenizer-loading failure and kernels-v0.15 import failure share no concrete code path." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty-transcription generation and Kosmos2.5 long-input indexing are different bugs." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "One is tokenizer post-processor state not updating; the other is Whisper decode ignoring skip_special_tokens." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "CPU offload device mismatch and bfloat16 dtype mismatches are different underlying problems." + }, + { + "left": "issue:46294", + "right": "issue:46463", + "accept": false, + "reason": "Qwen video-template mismatch and T5 decoder-input validation are unrelated." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Input validation messaging and degenerate zero-loss classification are different bugs." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "torch.compile/SDPA failure is not the same as general bfloat16 dtype mismatch." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Qwen video-input regression and Kosmos2.5 OCR index error are unrelated." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "Blip2 dtype propagation and Video-LLaVA temporal-attention loading are different issues." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Different Qwen3.5-family failures: weight_only load error versus flash-attention generation bug." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Non-persistent buffer junk filling and FSDP CPU RAM efficient loading are separate regressions." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Mistral-3 dtype mismatch and Gemma3n forward variable collision do not share the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 21, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:34634", + "issue:36331", + "issue:42175", + "issue:42915", + "issue:43262", + "issue:43388", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43645", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43782", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43931", + "issue:43994", + "issue:44291", + "issue:44610", + "issue:44671", + "issue:44964", + "issue:45003", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45381", + "issue:45563", + "issue:45701", + "issue:46032", + "issue:46175", + "issue:46285", + "issue:46512", + "issue:46665", + "issue:46697", + "issue:46728", + "issue:46846", + "issue:46932", + "issue:47254", + "issue:47276", + "issue:47332", + "issue:47333", + "issue:47337" + ], + "soft_pairs": [ + "issue:43825|issue:43994", + "issue:45563|issue:47276", + "issue:43582|issue:46512", + "issue:28218|issue:29159", + "issue:43931|issue:46846", + "issue:43540|issue:45381", + "issue:43388|issue:46032", + "issue:47276|issue:47337", + "issue:44610|issue:45072", + "issue:43749|issue:44291", + "issue:43645|issue:46665", + "issue:43720|issue:45072", + "issue:34634|issue:36331", + "issue:47254|issue:47333", + "issue:42175|issue:45081", + "issue:44671|issue:45701", + "issue:46697|issue:46728", + "issue:47254|issue:47332", + "issue:43577|issue:43582", + "issue:44964|issue:47337", + "issue:43742|issue:45020", + "issue:43782|issue:45325", + "issue:43825|issue:43827", + "issue:42915|issue:47333", + "issue:46175|issue:46932", + "issue:43262|issue:43819", + "issue:45003|issue:46285" + ], + "prepared_review_unit_hash": "079fc63f95a0321545a4dd2e071cfe4008f08a61efa0c076e4a8b46bd9966ad1", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011285, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35545, + "estimated_input_tokens": 8887, + "estimated_eval_tokens": 18030 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No duplicate cluster emerges here: the proposed pairs are mostly superficial similarities across unrelated bugs, so all soft edges should be rejected.", + "confidence": 0.96, + "canonical_issue_reason": "No single issue is a safe canonical representative; the items span unrelated tokenizer, model-loading, preprocessing, warning-message, and dtype bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue stands out because there is no coherent underlying duplicate theme to anchor the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "Both mention pipeline/transformers behavior, but one is an error-message bug about removed translation support and the other is a model inference quality issue; different code paths and symptoms." + }, + { + "left": "issue:45563", + "right": "issue:47276", + "accept": false, + "reason": "Both are warnings, but they concern different generation features and different branches; not the same underlying bug." + }, + { + "left": "issue:43582", + "right": "issue:46512", + "accept": false, + "reason": "Apple Silicon warmup TypeError and stale model.config.dtype after from_config are unrelated dtype/loading issues." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": false, + "reason": "The second is a broad slow/fast tokenizer inconsistency report, but the first is a specific added-token spacing bug; not enough evidence they are the same defect." + }, + { + "left": "issue:43931", + "right": "issue:46846", + "accept": false, + "reason": "Different models and different failures: Qwen3-VL weight-shape mismatch vs Qwen3.5 tensor-parallel plan omissions causing OOM/shape errors." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Both involve video/vision position handling, but they target different models and distinct logic failures; too broad to merge." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "Completely different subsystems: metric gathering vs Mamba2 cache handling." + }, + { + "left": "issue:47276", + "right": "issue:47337", + "accept": false, + "reason": "A stale synced_gpus warning is unrelated to a flaky bbox coordinate IndexError." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Processor resolution mismatch and dtype mismatches are separate problems with no shared code-path." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "Both involve loading, but one is FSDP CPU RAM-efficient loading and the other is init_empty_weights argument handling; different breakages." + }, + { + "left": "issue:43645", + "right": "issue:46665", + "accept": false, + "reason": "Both mention custom model initialization, but one is a v5 Jupyter regression and the other is from_pretrained behavior inside Python classes; not the same bug." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "BitNet packed-weight unpacking and dtype mismatch inference issues are unrelated." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "BarkProcessor voice_preset and CustomTrainer compute_loss are entirely separate areas." + }, + { + "left": "issue:47254", + "right": "issue:47333", + "accept": false, + "reason": "Gradient-checkpointing/ZeRO-3 checkpoint errors are unrelated to disk-offloaded model saving." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Backend installation metadata and a Mistral regex patch crash are unrelated." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "Masked LM prediction regressions and tokenization changes are different symptoms with no shared concrete bug." + }, + { + "left": "issue:46697", + "right": "issue:46728", + "accept": false, + "reason": "Both are image-preprocessing bugs, but one over-pads divisible sizes while the other miscounts patches for a specific resolution heuristic." + }, + { + "left": "issue:47254", + "right": "issue:47332", + "accept": false, + "reason": "Checkpointing with PEFT/DeepSpeed is unrelated to saving a disk-offloaded Qwen3-VL model." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Blip2 dtype-casting and Apple Silicon allocator warmup TypeError are unrelated." + }, + { + "left": "issue:44964", + "right": "issue:47337", + "accept": false, + "reason": "A model-loading failure and a flaky bbox-coordinate test are unrelated." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "A key error on one model and a broad remote_code regression are not the same concrete bug." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen VL issues, but one is a from_pretrained weight_only error and the other is a rope-index scaling bug; different code paths." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "One is an error-message correctness issue and the other is stale docs after pipeline removal; related topic, but not the same underlying defect." + }, + { + "left": "issue:42915", + "right": "issue:47333", + "accept": false, + "reason": "FineGrainedFP8Config failure and disk-offloaded save failure are unrelated." + }, + { + "left": "issue:46175", + "right": "issue:46932", + "accept": false, + "reason": "One is a memory blow-up in Gemma4 position embeddings; the other is dtype casting for quantized embedders." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio chat-template sampling-rate defaults and DAC latent/forward mismatch are separate audio bugs." + }, + { + "left": "issue:45003", + "right": "issue:46285", + "accept": false, + "reason": "Unsafe sys.modules access and CLIP text-model structural inconsistency are unrelated code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 22, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:36010", + "issue:36331", + "issue:38175", + "issue:42175", + "issue:42490", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43582", + "issue:43638", + "issue:43643", + "issue:43645", + "issue:43653", + "issue:43696", + "issue:43697", + "issue:43746", + "issue:43819", + "issue:43854", + "issue:43906", + "issue:43927", + "issue:44060", + "issue:44368", + "issue:44554", + "issue:44589", + "issue:44610", + "issue:44811", + "issue:44857", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45042", + "issue:45081", + "issue:45084", + "issue:45372", + "issue:45406", + "issue:45538", + "issue:45600", + "issue:45759", + "issue:46209", + "issue:46291", + "issue:46326", + "issue:47217" + ], + "soft_pairs": [ + "issue:44589|issue:45042", + "issue:43262|issue:47217", + "issue:43653|issue:44912", + "issue:43582|issue:44857", + "issue:45372|issue:46326", + "issue:36010|issue:43645", + "issue:43550|issue:44912", + "issue:36010|issue:36331", + "issue:43638|issue:44936", + "issue:43531|issue:45042", + "issue:43257|issue:43329", + "issue:44060|issue:44368", + "issue:43526|issue:43697", + "issue:42175|issue:46291", + "issue:43452|issue:44991", + "issue:45081|issue:45406", + "issue:43906|issue:46209", + "issue:43819|issue:43927", + "issue:43854|issue:44977", + "issue:43746|issue:44811", + "issue:42490|issue:43257", + "issue:43257|issue:43696", + "issue:38175|issue:44610", + "issue:43526|issue:44554", + "issue:45084|issue:45538", + "issue:43329|issue:45600", + "issue:43643|issue:45759", + "issue:43262|issue:44811" + ], + "prepared_review_unit_hash": "fe76f506e06655c77521cdd5a8839bfd5137eeb91fa07f38ce9894221c2181eb", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011285, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35905, + "estimated_input_tokens": 8977, + "estimated_eval_tokens": 18210 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a true duplicate set; the issues span many unrelated areas (tokenizers, multimodal processors, training, quantization, configs, and model-specific bugs). None of the soft pairs look like the same underlying bug.", + "confidence": 0.96, + "canonical_issue_reason": "No clear canonical issue: the items are heterogeneous and do not share one underlying bug or code path.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good global representative for dedupe; any choice would misrepresent this mixed cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Different failures: Float8 storage lookup vs PIL backend incorrectly requiring torchvision." + }, + { + "left": "issue:43262", + "right": "issue:47217", + "accept": false, + "reason": "Audio chat-template sampling-rate default bug is unrelated to VL image-placeholder handling." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "BigBirdTokenizer special-token decode bug is unrelated to GPT-oss MXFP4 quantization fallback." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError and LwDetr float16 AMP crash are separate code paths." + }, + { + "left": "issue:45372", + "right": "issue:46326", + "accept": false, + "reason": "Both touch mistral-related loading, but one is a ReasoningEffort import error and the other is a continue_final_message tokenizer bug." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "GenerationMixin import failure and Jupyter custom-model initialization breakage are different problems." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "Torch.compile SDPA issue in Bamba-9B-v2 is unrelated to MXFP4 quantization fallback in git-oss-20b." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "ImportError for GenerationMixin and CustomTrainer.compute_loss signature mismatch are unrelated." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "DeepSpeed ZeRO3 index error on non-pretrained BERT is not the same as evaluate() failing after train()." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and PIL backend torchvision dependency are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Qwen3 MOE weight conversion under accelerate+deepspeed is unrelated to an undefined-variable bug in multimodal video token counting." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Both mention Qwen tied-weights warnings, but the concrete warnings and root causes differ." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to RTDetrV2 output differences in v5." + }, + { + "left": "issue:42175", + "right": "issue:46291", + "accept": false, + "reason": "Missing TensorFlow backend from pip extras and kernels dependency validation on import are separate issues." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "gguf_file breaks from_pretrained loading, while EMBEDDIA/est-roberta fails tokenizer loading for a different reason." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Mistral regex patch crash and Gemma4Processor missing _tokenizer are different loader bugs." + }, + { + "left": "issue:43906", + "right": "issue:46209", + "accept": false, + "reason": "An isolated reproduction of an older issue is too generic to match an FP8 inference OOM/correctness report." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "DAC.from_latents mismatch and DiaConfig save/load token-ID loss are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "GLM-4.7-Flash loading failure and Qwen3.5 flash-attention generation bug are distinct model-specific issues." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "GraniteSpeech PEFT checkpoint loading and Whisper batch_decode skip_special_tokens are different subsystems." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Trailing-slash local model path warning is unrelated to Qwen3 MOE weight conversion with accelerate+deepspeed." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Qwen3 MOE weight conversion and GPT-oss CUDA OOM are not the same bug." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Siglip2 zero-probability outputs and OmDet-Turbo input-size mismatch are different model/processor problems." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to the MPS attention correctness issue." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template compilation TypeError and CLIPTokenizer model_max_length are unrelated." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Undefined video-token helper variables and stale auto_mappings references are separate maintenance bugs." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "trust_remote_code config field loss and missing text_config unwrapping in from_config are different config-loading bugs." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio chat_template sampling-rate defaulting and Whisper batch_decode skip_special_tokens are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 23, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:28282", + "issue:29159", + "issue:29870", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:39692", + "issue:40990", + "issue:42915", + "issue:43257", + "issue:43329", + "issue:43425", + "issue:43450", + "issue:43454", + "issue:43525", + "issue:43540", + "issue:43577", + "issue:43650", + "issue:43742", + "issue:43749", + "issue:43906", + "issue:43931", + "issue:44291", + "issue:44387", + "issue:44479", + "issue:44568", + "issue:44589", + "issue:44617", + "issue:44756", + "issue:44821", + "issue:44912", + "issue:44987", + "issue:45042", + "issue:45081", + "issue:45356", + "issue:45459", + "issue:45538", + "issue:45803", + "issue:45859", + "issue:46291", + "issue:46421", + "issue:46424", + "issue:46701", + "issue:47020", + "issue:47050", + "issue:47145", + "issue:47333" + ], + "soft_pairs": [ + "issue:45859|issue:47050", + "issue:39692|issue:44912", + "issue:43329|issue:44479", + "issue:42915|issue:44821", + "issue:43329|issue:43450", + "issue:42915|issue:43742", + "issue:44291|issue:45042", + "issue:34567|issue:40990", + "issue:43257|issue:43931", + "issue:44387|issue:44617", + "issue:29159|issue:34567", + "issue:44589|issue:47333", + "issue:44912|issue:47145", + "issue:45459|issue:45803", + "issue:45081|issue:47020", + "issue:43650|issue:43906", + "issue:44987|issue:45538", + "issue:46421|issue:46424", + "issue:43525|issue:46291", + "issue:43425|issue:46291", + "issue:43540|issue:46701", + "issue:28282|issue:29870", + "issue:43749|issue:44756", + "issue:28282|issue:34689", + "issue:44568|issue:45356", + "issue:43454|issue:43577", + "issue:33357|issue:34567" + ], + "prepared_review_unit_hash": "2f8c5c9e894a3e0f605bf11353b668842361ef75f15ea4ed855a8c3dffbd46ef", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011285, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35358, + "estimated_input_tokens": 8840, + "estimated_eval_tokens": 17936 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No true duplicates stand out from the soft pairs; most are distinct bug reports across tokenizer, loading, quantization, and video-processing paths. The closest subgroup is video-input regressions, but the candidate pairs still point to different concrete failures. No PRs were present.", + "confidence": 0.68, + "canonical_issue_reason": "issue:44479 is the broadest, most representative issue in the set: it describes a concrete v5.3.0 video-input regression affecting multiple Qwen VL/MoE model families, which makes it a stronger anchor than narrower single-path reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the best overall issue candidate because it is specific, user-facing, and spans several affected models while still describing one concrete regression path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45859", + "right": "issue:47050", + "accept": false, + "reason": "Different problems: CPU offload compatibility in a Qwen rotary embedding vs dtype mismatch during Canine ONNX export." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "Docs/example errors for SigLIP2 vs a quantization fallback bug in GPT-OSS loading; unrelated failures." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "Both involve video paths, but one is an undefined-variable bug in multimodal token counting while the other is a broader video-input regression across Qwen VL models." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Unrelated: FineGrainedFP8 loading failure for Qwen3 MoE vs inability to load AutoImageProcessor from URL." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Both are video-related, but one is a token-counting helper bug and the other is batched video processor shape handling; not the same code-path defect." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Different loading bugs affecting different models and mechanisms; no shared concrete root cause." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "Init-empty-weights argument handling vs incorrect torchvision dependency checks in PIL image processors are separate issues." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "Trainer state bookkeeping bug vs perplexity/quality regression; not the same bug." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "MoE weight-conversion issue with accelerate/deepspeed vs Qwen3-VL weight-shape mismatch; different load failures." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "General int4 memory regression vs SAM3Video OOM; same broad symptom class but not one concrete bug." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency vs trainer token counter not updating; unrelated subsystems." + }, + { + "left": "issue:44589", + "right": "issue:47333", + "accept": false, + "reason": "Float8 storage lookup error vs disk-offload save failure; distinct quantization/offload problems." + }, + { + "left": "issue:44912", + "right": "issue:47145", + "accept": false, + "reason": "Both are quantization/loading issues, but MXFP4 fallback-to-bf16 and missing weight_scale on FP8 frozen checkpoints are different failure modes." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both involve error handling, but one is tokenizer protobuf decode masking and the other is a bare except in tensor conversion." + }, + { + "left": "issue:45081", + "right": "issue:47020", + "accept": false, + "reason": "Different tokenizer implementation bugs: Mistral regex patch crash vs Unigram constructor receiving the wrong type." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "Low-information issue vs isolated reproduction report; not a duplicate bug." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Model-loading failure for a specific model vs CLIPTokenizer max_length constant bug; unrelated." + }, + { + "left": "issue:46421", + "right": "issue:46424", + "accept": false, + "reason": "Both touch cache behavior, but lazy-init recompilation and max_cache_length honoring are separate cache issues." + }, + { + "left": "issue:43525", + "right": "issue:46291", + "accept": false, + "reason": "Llama4Config missing pad_token_id vs importing pipelines failing on kernels v0.15; different code paths." + }, + { + "left": "issue:43425", + "right": "issue:46291", + "accept": false, + "reason": "Torch version compatibility issue vs kernels import requirement change; not the same underlying bug." + }, + { + "left": "issue:43540", + "right": "issue:46701", + "accept": false, + "reason": "Video processing ValueError in Qwen3OmniMoe vs a DiffusionGemma pipeline failure; different models and failure surfaces." + }, + { + "left": "issue:28282", + "right": "issue:29870", + "accept": false, + "reason": "Missing PyTorch dependency import error vs Bart generate decoder attention mask bug; unrelated." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "FSDP CPU RAM efficient loading vs disabling mmap on Strix Halo to avoid OOM; different memory/loading issues." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "Missing backend dependency import error vs Llama 3.2 Vision model loading regression; different causes." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Tokenizer special-token behavior bug vs a Kimi-K2.5 codec-handling regression; not the same defect." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "Weight-tying bug causing garbage generation vs dtype not propagating to Blip2 submodules; distinct model-loading issues." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "MacOS bus error in CLIP loading vs trainer token counter update bug; unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 24, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:24643", + "issue:27957", + "issue:28282", + "issue:29127", + "issue:29159", + "issue:34567", + "issue:36331", + "issue:39379", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43404", + "issue:43452", + "issue:43531", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43824", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44554", + "issue:44560", + "issue:44568", + "issue:44589", + "issue:44821", + "issue:44857", + "issue:44936", + "issue:44987", + "issue:44991", + "issue:45127", + "issue:45137", + "issue:45357", + "issue:45381", + "issue:45405", + "issue:45488", + "issue:45538", + "issue:45907", + "issue:46512", + "issue:46693", + "issue:46821", + "issue:46832", + "issue:46869", + "issue:47254", + "issue:47332" + ], + "soft_pairs": [ + "issue:43404|issue:45127", + "issue:43697|issue:45357", + "issue:42175|issue:43824", + "issue:44936|issue:46821", + "issue:39379|issue:44554", + "issue:43742|issue:44291", + "issue:44479|issue:46693", + "issue:28282|issue:29127", + "issue:45137|issue:45405", + "issue:44857|issue:46832", + "issue:44589|issue:47332", + "issue:43582|issue:47254", + "issue:44291|issue:44821", + "issue:24643|issue:29159", + "issue:42915|issue:45538", + "issue:44062|issue:44991", + "issue:42915|issue:43749", + "issue:44568|issue:45488", + "issue:45538|issue:46869", + "issue:43452|issue:43582", + "issue:27957|issue:28282", + "issue:43540|issue:44560", + "issue:41720|issue:43540", + "issue:43540|issue:44479", + "issue:43577|issue:46512", + "issue:44987|issue:45907", + "issue:44479|issue:45381", + "issue:34567|issue:36331", + "issue:43531|issue:44821" + ], + "prepared_review_unit_hash": "e16061aad59c4da59ccfa4a8ce69a24513ef9f7b7cffc4fb8f37ebfbf1af5dce", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011285, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36359, + "estimated_input_tokens": 9090, + "estimated_eval_tokens": 18436 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster does not form a real duplicate set. The items are mostly unrelated issues across model loading, tokenizers, video/vision regressions, trainer behavior, dtype handling, and distributed training. All soft edges should be rejected.", + "confidence": 0.96, + "canonical_issue_reason": "No single issue is a credible canonical representative because the cluster is heterogeneous rather than a same-bug duplicate group.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is suitable as a global best/canonical issue for this cluster; the topics do not converge on one underlying bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Both mention tied weights, but one is a Mistral3 lm_head tying bug and the other is a LoRA merge/vocab extension collapse; different failure modes." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "RT-DETR output mismatch and Qwen3.5 visual-encoder save_pretrained key corruption are unrelated models and code paths." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "TensorFlow backend packaging and a Qwen2_5_VL import error are different problems." + }, + { + "left": "issue:44936", + "right": "issue:46821", + "accept": false, + "reason": "trainer.evaluate() after train() and TimesFM window_size AttributeError affect different subsystems." + }, + { + "left": "issue:39379", + "right": "issue:44554", + "accept": false, + "reason": "mllama mask handling and an MPS attention value-head dimension correctness issue are distinct bugs." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "KeyError loading MobileLLM-125M and init_empty_weights rejecting _is_hf_initialized are separate loading issues." + }, + { + "left": "issue:44479", + "right": "issue:46693", + "accept": false, + "reason": "A video-input regression in Qwen models is not the same as a FA2 long-context performance regression." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "PyTorch missing ImportError and LayoutLMv3 error-message clarity are unrelated." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque failure and a MIN_PEFT_VERSION release mismatch are not the same bug." + }, + { + "left": "issue:44857", + "right": "issue:46832", + "accept": false, + "reason": "Both touch RT-DETR/LwDetr, but one crashes in AMP loss computation while the other is a feature-level forward TypeError." + }, + { + "left": "issue:44589", + "right": "issue:47332", + "accept": false, + "reason": "Missing Float8 storage support and disk-offloaded Qwen3-VL save failure are different issues." + }, + { + "left": "issue:43582", + "right": "issue:47254", + "accept": false, + "reason": "Apple Silicon caching_allocator_warmup TypeError and PEFT+DeepSpeed checkpointing failure are unrelated." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "init_empty_weights argument handling and AutoImageProcessor-from-URL loading are different code paths." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed training weight-shape error and tokenizer inconsistency are not the same underlying bug." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and CLIPTokenizer model_max_length are unrelated." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "AddedToken keyword collision and tokenizer loading failure for est-roberta are distinct tokenizer problems." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "Qwen3Moe FP8 config and FSDP CPU RAM efficient loading are separate distributed/loading bugs." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "mdeberta special-token behavior and LlamaTokenizer pre-tokenizer override are different tokenizer regressions." + }, + { + "left": "issue:45538", + "right": "issue:46869", + "accept": false, + "reason": "CLIPTokenizer max length and YOLO multi-GPU device-map failure are unrelated." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "gguf_file loading breakage and Apple Silicon warmup TypeError do not share a concrete bug." + }, + { + "left": "issue:27957", + "right": "issue:28282", + "accept": false, + "reason": "XLMRoberta FlashAttention2 and missing PyTorch import are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Qwen3OmniMoe video-input ValueError and Qwen3-vl-embedding StopIteration are different video-processing failures." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Qwen3 auto device mapping cudaErrorAssert and Qwen3OmniMoe video processing are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Both involve video, but one is Qwen3OmniMoe input handling and the other is a broader v5.3.0 regression across multiple Qwen VL families." + }, + { + "left": "issue:43577", + "right": "issue:46512", + "accept": false, + "reason": "Blip2 dtype propagation and from_config dtype/config staleness are related only superficially; not the same concrete bug." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Loading physical-intelligence/fast and list_repo_files revision forwarding are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": false, + "reason": "Both concern Qwen video regressions, but one is a broad multi-model regression and the other is a specific qwen2.5-vl vision_position_ids bug; not enough to treat as the same issue." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "TrainerState token counting and CustomTrainer.compute_loss() signature breakage are different trainer issues." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and AutoImageProcessor URL loading are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 25, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29870", + "issue:32090", + "issue:38175", + "issue:42175", + "issue:42796", + "issue:42915", + "issue:43257", + "issue:43452", + "issue:43540", + "issue:43577", + "issue:43716", + "issue:43742", + "issue:43756", + "issue:43906", + "issue:44062", + "issue:44466", + "issue:44488", + "issue:44568", + "issue:44589", + "issue:44625", + "issue:44737", + "issue:44792", + "issue:44849", + "issue:44877", + "issue:44898", + "issue:44964", + "issue:45005", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45405", + "issue:45600", + "issue:45672", + "issue:45674", + "issue:45701", + "issue:45823", + "issue:46399", + "issue:46463", + "issue:46491", + "issue:46693", + "issue:46701", + "issue:46899", + "issue:47276", + "issue:47332", + "issue:47333" + ], + "soft_pairs": [ + "issue:44062|issue:45081", + "issue:42175|issue:44488", + "issue:38175|issue:44898", + "issue:44849|issue:45701", + "issue:42915|issue:47332", + "issue:45042|issue:45081", + "issue:44792|issue:44964", + "issue:43742|issue:44589", + "issue:43257|issue:43756", + "issue:43756|issue:45325", + "issue:43742|issue:47333", + "issue:43756|issue:46399", + "issue:43716|issue:46701", + "issue:46463|issue:47276", + "issue:45672|issue:45674", + "issue:44737|issue:46463", + "issue:45823|issue:46463", + "issue:45405|issue:45600", + "issue:43906|issue:46693", + "issue:44568|issue:46491", + "issue:43577|issue:45072", + "issue:24643|issue:29870", + "issue:43540|issue:46693", + "issue:44625|issue:44877", + "issue:43452|issue:44488", + "issue:43742|issue:47332", + "issue:28282|issue:32090", + "issue:42796|issue:43906", + "issue:46463|issue:46899", + "issue:44466|issue:45005" + ], + "prepared_review_unit_hash": "22eabc8b852aa0968a086bf9514aeb2cac5657102b02f9f25a056dfa2c4510da", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011285, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "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": "This set is mostly heterogeneous and not a single duplicate cluster. The only strong soft match is the tied-weights/v5 regression pair; the rest differ by model, subsystem, or root cause.", + "confidence": 0.79, + "canonical_issue_reason": "Issue 45005 is the broadest representative of the tied-weights regression in v5 and subsumes the more specific serialization symptom described in 44466.", + "canonical_pr_reason": null, + "best_issue_reason": "45005 is the best issue to anchor this small duplicate cluster because it describes the underlying tied-weights problem at a higher level than the device-specific serialization report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Both are tokenizer-related, but one is an AddedToken special-arg error and the other is a Mistral regex/backend_tokenizer crash; different code paths." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "One is a backend dependency packaging issue and the other is a model load failure; not the same bug." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Both affect vision/image models, but the models and failures are unrelated." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Qwen3.5 hidden-state handling and tokenizer regression are different subsystems and symptoms." + }, + { + "left": "issue:42915", + "right": "issue:47332", + "accept": false, + "reason": "Both mention Qwen models, but one is FP8 config failure and the other is disk-offload saving; not the same underlying issue." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "Image processor torchvision dependency vs Mistral tokenizer regex crash are unrelated." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Both are multimodal, but the Janus image-generation test failure and Phi-4 multimodal load failure have different causes." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "Model loading key error and missing Float8 storage are different errors in different paths." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Qwen3 MoE conversion under accelerate/deepspeed and Smollm3 RoPE layer dropping are unrelated." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Both involve RoPE/position logic, but one is missing RoPE layers and the other is temporal position scaling in Qwen2.5-VL; not the same bug." + }, + { + "left": "issue:43742", + "right": "issue:47333", + "accept": false, + "reason": "Different loading/saving failures for different models; no shared code-path evidence." + }, + { + "left": "issue:43756", + "right": "issue:46399", + "accept": false, + "reason": "RoPE layer configuration bug vs missing decorator for apply_rotary_pos_emb registration are distinct." + }, + { + "left": "issue:43716", + "right": "issue:46701", + "accept": false, + "reason": "Different multimodal failures: dtype mismatch in Mistral image preprocessing vs DiffusionGemma pipeline breakage." + }, + { + "left": "issue:46463", + "right": "issue:47276", + "accept": false, + "reason": "Both are about messages, but one is T5 decoder validation and the other is a synced_gpus warning." + }, + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Both concern 4-bit inference, but one is a uint8 torch.finfo crash in Gemma4 audio modules and the other is BitsAndBytes skip-module exclusion logic; different root causes." + }, + { + "left": "issue:44737", + "right": "issue:46463", + "accept": false, + "reason": "XLNet CPU allocation bug and T5 error-message issue are unrelated." + }, + { + "left": "issue:45823", + "right": "issue:46463", + "accept": false, + "reason": "Gemma4 device_map mismatch and T5 decoder validation are different code paths." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "PEFT version pinning and removed Sam3LiteText config references are unrelated maintenance issues." + }, + { + "left": "issue:43906", + "right": "issue:46693", + "accept": false, + "reason": "An isolated reproduction of an older issue and a long-context FA2 performance regression are not the same bug." + }, + { + "left": "issue:44568", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different tokenizers and behaviors." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both involve dtype mismatches, but the models and failure mechanisms differ." + }, + { + "left": "issue:24643", + "right": "issue:29870", + "accept": false, + "reason": "DeepSpeed weight shape error and Bart generate decoder mask bug are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:46693", + "accept": false, + "reason": "Video input processing in Qwen3OmniMoe is unrelated to FA2 generation performance regression." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Config propagation for Qwen3.5 and strict-config loading for granite_speech are separate issues." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "gguf_file path handling and a specific sleng-bert loading failure do not appear to be the same bug." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "PyTorch-not-found import error and GPU broadcast NoneType error are unrelated." + }, + { + "left": "issue:42796", + "right": "issue:43906", + "accept": false, + "reason": "Tokenizer BPE-marker handling and an isolated reproduction of another issue are unrelated." + }, + { + "left": "issue:46463", + "right": "issue:46899", + "accept": false, + "reason": "An incorrect T5 validation error message and Gemma4 multimodal 4-bit casting breakage are different issues." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": true, + "reason": "Both describe the same tied-weights regression in v5: inconsistent lm_head serialization on one side and tied-weight issues in translation models on the other." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is well grounded in the packet, and the soft-edge rejections stay conservative. The 44466\u219445005 match is the only clearly supported duplicate-style pair from the titles, and selecting 45005 as the broader canonical issue is reasonable." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 26, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:29159", + "issue:33357", + "issue:38175", + "issue:40444", + "issue:41762", + "issue:43295", + "issue:43452", + "issue:43525", + "issue:43643", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43749", + "issue:43994", + "issue:44361", + "issue:44442", + "issue:44493", + "issue:44737", + "issue:44756", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44857", + "issue:44898", + "issue:44913", + "issue:44936", + "issue:44991", + "issue:45216", + "issue:45356", + "issue:45357", + "issue:45372", + "issue:45375", + "issue:45588", + "issue:45663", + "issue:45701", + "issue:45704", + "issue:45920", + "issue:46050", + "issue:46121", + "issue:46170", + "issue:46701", + "issue:46821", + "issue:46829", + "issue:46846", + "issue:47000", + "issue:47332" + ], + "soft_pairs": [ + "issue:43452|issue:44843", + "issue:43697|issue:46829", + "issue:44913|issue:46121", + "issue:41762|issue:44936", + "issue:45663|issue:46846", + "issue:44737|issue:45588", + "issue:43697|issue:45216", + "issue:43720|issue:44898", + "issue:45357|issue:45920", + "issue:44493|issue:46050", + "issue:43653|issue:44361", + "issue:38175|issue:43295", + "issue:44361|issue:44442", + "issue:43688|issue:43749", + "issue:43643|issue:45375", + "issue:43994|issue:44898", + "issue:44843|issue:44991", + "issue:40444|issue:44811", + "issue:44821|issue:46821", + "issue:29159|issue:33357", + "issue:44756|issue:47332", + "issue:45372|issue:46170", + "issue:44857|issue:47000", + "issue:43688|issue:45704", + "issue:43525|issue:46701", + "issue:43295|issue:45356", + "issue:43688|issue:45701" + ], + "prepared_review_unit_hash": "d253b92caaa3e7871c0624b46f66bebdc8428b2f6c33176c1e5bde9e3661b1f9", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011285, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35556, + "estimated_input_tokens": 8889, + "estimated_eval_tokens": 18034 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is loosely centered on tokenizer/config/model-loading regressions, but the issues span many distinct code paths and model families. None of the soft pairs looks like the same underlying bug or change, so I would not merge any of them as duplicates.", + "confidence": 0.66, + "canonical_issue_reason": "issue:45920 is the broadest representative of the cluster\u2019s tokenizer-regression theme: it affects multiple models, impacts token IDs directly, and reads like the most general user-facing tokenizer failure among the candidates.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the best single issue to keep as the cluster representative because it covers a wide tokenizer regression across several models and versions, making it the most central and reusable reference point for related reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "Both are loading-related tokenizer regressions, but one is about gguf_file breaking AutoTokenizer/AutoModel loading and the other is an offline-mode failure in _patch_mistral_regex; different code paths and symptoms." + }, + { + "left": "issue:43697", + "right": "issue:46829", + "accept": false, + "reason": "These are different model-specific output bugs: RTDetrV2 output changes vs VideoPrism hidden_states being populated incorrectly." + }, + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "One is GPTNeoX config persistence for rotary_pct, the other is a TypeError in rope-parameter conversion; related area, but not the same bug." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Gemma3 ZeRO-3 loading and trainer.evaluate() after train are unrelated failures in different parts of the stack." + }, + { + "left": "issue:45663", + "right": "issue:46846", + "accept": false, + "reason": "Different models and mechanisms: Gemma-4 FSDP2 shared_kv_states vs Qwen3.5 tensor-parallel plan entries." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU device placement and flash_attention s_aux=None are unrelated bugs." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "RTDetrV2 inference differences and Qwen3.5 save_pretrained regression are not the same concrete issue." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "BitNet packed-weight loading and Perceiver interpolation failure involve different models and different failure modes." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Qwen3.5 save_pretrained writes wrong visual encoder keys; the other is a tokenizer ID regression across multiple models." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Unexpected position-id keys and sinq quantization save/load breakage are different serialization issues." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "Both are tokenizer-related, but one is BigBirdTokenizer special-token registration and the other is MLukeTokenizer attribute errors; not the same bug." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Siglip2 zero probabilities and processor.tokenizer regression are unrelated model/API problems." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Different tokenizer failures: MLukeTokenizer task AttributeError vs AutoTokenizer loading FastSpeech2ConformerTokenizer." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Aux-loss normalization and FSDP_CPU_RAM_EFFICIENT_LOADING are unrelated training/runtime bugs." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Both mention missing fields, but one is trust_remote_code losing fields on AutoConfig load and the other is a specific Qwen3_5MoeVisionConfig field dropped by strict serialization." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Siglip2 nonsensical outputs and Perceiver non-default-resolution failure are different inference bugs." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Both concern tokenizer loading, but the offline model_info call and the EMBEDDIA/est-roberta tokenizer regression are not the same concrete defect." + }, + { + "left": "issue:40444", + "right": "issue:44811", + "accept": false, + "reason": "Qwen2.5-VL iterable dataset multi-image training and Whisper batch_decode skip_special_tokens are unrelated." + }, + { + "left": "issue:44821", + "right": "issue:46821", + "accept": false, + "reason": "AutoImageProcessor URL loading and TimesFM window_size AttributeError are unrelated API failures." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Slow/fast tokenizer inconsistency and a MacOS bus error in a CLIP model are not the same bug." + }, + { + "left": "issue:44756", + "right": "issue:47332", + "accept": false, + "reason": "Both are memory/offloading adjacent, but one is mmap/OOM on Strix Halo and the other is saving a disk-offloaded Qwen3-VL model." + }, + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "Gemma 4 processor import failure and Windows ROCm torch.distributed import issues are different platform/import problems." + }, + { + "left": "issue:44857", + "right": "issue:47000", + "accept": false, + "reason": "LwDetr float16 AMP crash and RTDetrLoss infeasible cost matrix are distinct detection-loss failures." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Aux-loss normalization and T5 apex FusedRMSNorm memory leak are unrelated model/training bugs." + }, + { + "left": "issue:43525", + "right": "issue:46701", + "accept": false, + "reason": "Llama4Config pad_token_id AttributeError and DiffusionGemmaGenerationOutput pipeline failure are different model-specific issues." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer/processor regressions, but one is a custom processor.tokenizer regression and the other is Kimi-K2.5 codec handling plus warning behavior; not the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 27, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:32090", + "issue:33666", + "issue:36010", + "issue:36331", + "issue:41720", + "issue:42898", + "issue:43278", + "issue:43452", + "issue:43504", + "issue:43550", + "issue:43577", + "issue:43606", + "issue:43643", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43720", + "issue:43749", + "issue:43756", + "issue:43761", + "issue:43782", + "issue:43927", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44484", + "issue:44561", + "issue:44568", + "issue:44625", + "issue:44704", + "issue:44734", + "issue:44743", + "issue:44977", + "issue:45405", + "issue:45440", + "issue:45542", + "issue:46050", + "issue:46178", + "issue:46402", + "issue:46491", + "issue:46612", + "issue:46693", + "issue:46829", + "issue:46832", + "issue:46932", + "issue:47013", + "issue:47254", + "issue:47276" + ], + "soft_pairs": [ + "issue:43756|issue:46402", + "issue:43646|issue:43749", + "issue:43653|issue:44568", + "issue:45542|issue:46178", + "issue:43761|issue:46829", + "issue:46832|issue:46932", + "issue:43653|issue:43927", + "issue:43761|issue:47013", + "issue:44464|issue:44743", + "issue:44479|issue:44625", + "issue:33666|issue:36010", + "issue:43452|issue:43577", + "issue:42898|issue:46491", + "issue:32090|issue:33666", + "issue:44466|issue:46050", + "issue:44977|issue:46693", + "issue:41720|issue:44464", + "issue:33666|issue:36331", + "issue:43688|issue:45440", + "issue:43504|issue:43550", + "issue:44464|issue:44977", + "issue:44484|issue:44704", + "issue:43643|issue:44561", + "issue:44734|issue:46612", + "issue:45405|issue:47254", + "issue:43278|issue:43688", + "issue:43504|issue:43720", + "issue:43782|issue:46693", + "issue:43720|issue:43927", + "issue:44625|issue:47276", + "issue:43606|issue:43927" + ], + "prepared_review_unit_hash": "7fe9fb35a5615c27a1bb5a64f29342759db597d409a9f620fbd8810cd6df902b", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011285, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37250, + "estimated_input_tokens": 9313, + "estimated_eval_tokens": 18882 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: it mixes unrelated Transformers bugs across loading, tokenization, generation, dtype, and model-specific regressions. None of the soft pairs look like true duplicates; they only share broad subsystem similarity.", + "confidence": 0.78, + "canonical_issue_reason": "If an anchor is needed, issue 43646 is the broadest and most umbrella-like report in the set: a general v5 custom-model initialization breakage that fits the overall regression theme better than the narrower, model-specific bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43646 is the best representative issue because it is the most general, user-facing regression and can serve as a cluster anchor even though the cluster does not contain a clear duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43756", + "right": "issue:46402", + "accept": false, + "reason": "Different problems: RoPE layer count mismatch vs. text-encoder weight loading failure. Same broad model-loading area, but not the same bug." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "General custom-model init regression vs. FSDP CPU RAM efficient loading breakage. Related to loading, but distinct code paths and symptoms." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Both tokenizer-related, but one is a BigBird special-token registration bug and the other is BOS/EOS insertion behavior for mdeberta-v3. Not the same underlying issue." + }, + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "Both involve backend detection, but one is missing TensorFlow backend handling and the other is an invalid tensorflow_text backend entry. Distinct causes." + }, + { + "left": "issue:43761", + "right": "issue:46829", + "accept": false, + "reason": "Both mention hidden_states, but they are opposite failures in different vision models and output classes. Not mergeable as one fix." + }, + { + "left": "issue:46832", + "right": "issue:46932", + "accept": false, + "reason": "RT-DETR feature-level mismatch vs. Gemma4 quantized embedder dtype casting. Completely different subsystems." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "Tokenizer special-token bug vs. DiaConfig losing custom token IDs on save/load. Similar surface area, different bug and fix." + }, + { + "left": "issue:43761", + "right": "issue:47013", + "accept": false, + "reason": "Hidden-state output regression vs. xLSTM train-mode return shape mismatch. Both are state/output bugs, but not the same code path." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Both affect generation with stateful/compiled behavior, but one is chunked generation under compiled forward and the other is xLSTM recurrent-state reset. Different models and mechanisms." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Both Qwen-family issues, but one is a video-input regression and the other is num_labels propagation. Different components." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Multi-GPU training for Qwen2-VL vs. GenerationMixin import failure. No shared underlying bug." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "gguf_file/from_pretrained loading regression vs. Blip2 dtype mismatch. Both are loading-related, but unrelated failures." + }, + { + "left": "issue:42898", + "right": "issue:46491", + "accept": false, + "reason": "Both tokenizer behavior regressions, but one is a global clean_up_tokenization_spaces change and the other is a CodeLlama leading-space round-trip bug." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer GPU broadcast NoneType error is a training bug; Qwen2-VL multi-GPU training is a model/setup-specific request. Not the same defect." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "Both involve save/load semantics, but one is tied-weight serialization and the other is quantized sinq persistence. Different implementation paths." + }, + { + "left": "issue:44977", + "right": "issue:46693", + "accept": false, + "reason": "Both touch flash-attention/Qwen3.5 generation, but one is correctness and the other is a performance regression. Too different to merge as one fix." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Auto device mapping cuda assert on A800 vs. compiled chunked-generation inconsistency. Different failure modes and code paths." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Qwen2-VL multi-GPU training vs. CustomTrainer compute_loss signature mismatch. No shared underlying bug." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Both MoE-related, but one is auxiliary-loss normalization and the other is DeepseekV3MoE divergence from remote implementation. Related domain, not same fix." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Legacy field loading bug in BEiT vs. torch.compile + SDPA failure in Bamba. Different models and code paths." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Both are generation regressions, but one is compiled chunked generation inconsistency and the other is flash-attention failure in Qwen3.5. Not the same bug." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "save_pretrained max shard-size question vs. AutoProcessor kwarg forwarding bug. Different concerns entirely." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "AutoConfig missing fields with trust_remote_code=True vs. v5 removal of is_torch_fx_available breaking trust_remote_code models. Both affect remote code, but not the same issue." + }, + { + "left": "issue:44734", + "right": "issue:46612", + "accept": false, + "reason": "KV-cache continuation tensor indexing crash in serve vs. beam-search cache reorder skipped for certain models. Both involve cache handling, but distinct bugs." + }, + { + "left": "issue:45405", + "right": "issue:47254", + "accept": false, + "reason": "PEFT version pin complaint vs. PEFT+DeepSpeed ZeRO-3 checkpoint error. No overlap in underlying defect." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Embedding dtype drift in evaluation vs. MoE auxiliary-loss normalization. Completely different areas." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Legacy-field load failure in BEiT vs. BitNet packed-weight unpacking during accelerate loading. Both are loading bugs, but unrelated." + }, + { + "left": "issue:43782", + "right": "issue:46693", + "accept": false, + "reason": "Qwen3VL weight_only load error vs. FA2 long-context performance regression. Different layers of the stack and different symptoms." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "BitNet packed-weight loading failure vs. DiaConfig custom token ID loss. Both can surface during load, but they are different defects." + }, + { + "left": "issue:44625", + "right": "issue:47276", + "accept": false, + "reason": "Qwen3.5 num_labels propagation bug vs. misleading synced_gpus warning in continuous batching. Not the same problem." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch in bark-small vs. DiaConfig save/load token ID loss. Different model subsystems and failures." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 28, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:28218", + "issue:33357", + "issue:39692", + "issue:42796", + "issue:43278", + "issue:43295", + "issue:43334", + "issue:43493", + "issue:43504", + "issue:43525", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43611", + "issue:43646", + "issue:43701", + "issue:43720", + "issue:43825", + "issue:43844", + "issue:43927", + "issue:43994", + "issue:44291", + "issue:44361", + "issue:44466", + "issue:44488", + "issue:44514", + "issue:44554", + "issue:44568", + "issue:44610", + "issue:44843", + "issue:44964", + "issue:44977", + "issue:45290", + "issue:45405", + "issue:45491", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:46002", + "issue:46050", + "issue:46192", + "issue:46209", + "issue:46365", + "issue:46489", + "issue:46710", + "issue:46846", + "issue:47332" + ], + "soft_pairs": [ + "issue:43504|issue:44610", + "issue:43577|issue:44554", + "issue:43720|issue:44361", + "issue:43611|issue:46846", + "issue:43525|issue:43572", + "issue:44964|issue:45405", + "issue:44514|issue:45290", + "issue:28218|issue:33357", + "issue:43493|issue:43825", + "issue:44977|issue:46209", + "issue:45823|issue:46050", + "issue:45491|issue:46002", + "issue:44554|issue:46365", + "issue:39692|issue:43295", + "issue:44488|issue:44843", + "issue:43994|issue:46192", + "issue:42796|issue:44977", + "issue:45405|issue:47332", + "issue:43334|issue:45759", + "issue:43278|issue:43844", + "issue:44568|issue:46489", + "issue:43334|issue:43572", + "issue:43646|issue:44466", + "issue:44568|issue:45812", + "issue:43278|issue:43701", + "issue:43493|issue:43844", + "issue:46209|issue:46710", + "issue:43927|issue:44361", + "issue:43572|issue:44291", + "issue:43504|issue:43606" + ], + "prepared_review_unit_hash": "7a13751fc0f18eb7b0e7d093fab9bf9ded0d55f08e78f00bc2c30d90869431da", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011285, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36499, + "estimated_input_tokens": 9125, + "estimated_eval_tokens": 18506 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster appears heterogeneous: most items are unrelated model-specific regressions, tokenizer edge cases, or docs/example failures rather than duplicates. I did not find any soft pair that clearly shares the same concrete bug or code path.", + "confidence": 0.19, + "canonical_issue_reason": "Issue 45812 is the strongest cluster anchor: it describes a broad, concrete tokenizer regression with multiple inbound references and a clear v4\u2192v5 impact.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45812 is the best representative issue because it is specific enough to be actionable yet broad enough to stand in for a major tokenizer regression theme in this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Different subsystems and failures: model preset loading with a legacy field vs processor/model image-size mismatch." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "Unrelated bugs: Blip2 dtype propagation vs an MPS attention correctness issue." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "Packed-weight loading failure and tokenizer AttributeError are different code paths and model areas." + }, + { + "left": "issue:43611", + "right": "issue:46846", + "accept": false, + "reason": "One is about base_model_prefix loading, the other about missing tensor-parallel plan entries; not the same bug." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Both are config attribute errors, but for different models and different missing fields; no clear shared root bug." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Model loading failure and an unreleased dependency version bump are unrelated." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both involve chat template paths, but the triggers differ materially: batched padding handling vs assistant tool-call content handling." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer spacing bug and a MacOS bus error in a CLIP model are unrelated." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 implementation mismatch and a pipeline error-message regression are different issues." + }, + { + "left": "issue:44977", + "right": "issue:46209", + "accept": false, + "reason": "Different model/runtime problems: flash-attention generation issues vs FP8 inference on B200." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Device-mismatch during forward and broken quantized reload after save_pretrained are separate failures." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Different NaN scenarios in different training/eval contexts; not the same underlying bug." + }, + { + "left": "issue:44554", + "right": "issue:46365", + "accept": false, + "reason": "Attention correctness on MPS is unrelated to the Trainer import conflict with datasets." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "Docs/example mistakes are not the same as a regression in processor.tokenizer/image handling." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "General model load failure vs a specific offline-mode Mistral regex/model_info regression." + }, + { + "left": "issue:43994", + "right": "issue:46192", + "accept": false, + "reason": "Wrong SigLIP2 outputs and ignored return_tensors in multimodal kwargs are different API bugs." + }, + { + "left": "issue:42796", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer BPE-marker handling and Qwen3.5 flash-attention generation are unrelated." + }, + { + "left": "issue:45405", + "right": "issue:47332", + "accept": false, + "reason": "A dependency version policy issue is unrelated to an offloading save failure." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Both concern multimodal config loading, but one is a missing pad_token_id attribute and the other is unwrapping text_config for causal LM construction." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Dtype mismatch in evaluation and a DeepSpeed/ZeRO gradient anomaly are different training issues." + }, + { + "left": "issue:44568", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and different tokenization behaviors." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Missing pad_token_id vs missing pad_token_idx on different configs; too model-specific to merge." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization breakage and inconsistent lm_head serialization are distinct v5 regressions." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Both involve tokenizers, but one is special-token insertion for a specific tokenizer while the other is Granite-wide wrong token IDs; different concrete bugs." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Embedding dtype drift and resume_from_checkpoint key mismatch are unrelated." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and DeepSpeed gradient inflation are separate issues." + }, + { + "left": "issue:46209", + "right": "issue:46710", + "accept": false, + "reason": "Both are model quality/runtime regressions, but one is FP8 hardware inference and the other is a post-upgrade accuracy regression on a specific model." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "Custom token ID persistence/generation failure is unrelated to a tokenizer AttributeError on tasks." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "A missing config attribute after v5 update and an init_empty_weights constructor argument error are different failures." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Legacy preset loading and CPU offload device mismatch are not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 29, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:29159", + "issue:32090", + "issue:34567", + "issue:38175", + "issue:42490", + "issue:42947", + "issue:43381", + "issue:43504", + "issue:43606", + "issue:43653", + "issue:43696", + "issue:43824", + "issue:43844", + "issue:43873", + "issue:43937", + "issue:43994", + "issue:44112", + "issue:44423", + "issue:44464", + "issue:44493", + "issue:44589", + "issue:44734", + "issue:44849", + "issue:44964", + "issue:45072", + "issue:45084", + "issue:45200", + "issue:45229", + "issue:45245", + "issue:45357", + "issue:45520", + "issue:45584", + "issue:45588", + "issue:45823", + "issue:46050", + "issue:46209", + "issue:46285", + "issue:46399", + "issue:46701", + "issue:46710", + "issue:46821", + "issue:46832", + "issue:46846", + "issue:47013", + "issue:47145", + "issue:47254" + ], + "soft_pairs": [ + "issue:46821|issue:46832", + "issue:43824|issue:44589", + "issue:44589|issue:45520", + "issue:44493|issue:46285", + "issue:45245|issue:46710", + "issue:43504|issue:43653", + "issue:44849|issue:46209", + "issue:43606|issue:44112", + "issue:44849|issue:45357", + "issue:45072|issue:46832", + "issue:43994|issue:44493", + "issue:42490|issue:43696", + "issue:43873|issue:46050", + "issue:43844|issue:44964", + "issue:44464|issue:45584", + "issue:15354|issue:38175", + "issue:42947|issue:43381", + "issue:45229|issue:45823", + "issue:46399|issue:46846", + "issue:47013|issue:47254", + "issue:29159|issue:32090", + "issue:44849|issue:47145", + "issue:28218|issue:34567", + "issue:45084|issue:45520", + "issue:45200|issue:45229", + "issue:45588|issue:46050", + "issue:44423|issue:44734", + "issue:43937|issue:46701" + ], + "prepared_review_unit_hash": "86e222dad0a9b8c8711c257c3d3b167ca4cee264a35129fe6f98a8e33e1add3a", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011285, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36246, + "estimated_input_tokens": 9062, + "estimated_eval_tokens": 18380 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All 28 soft pairs are rejects. The cluster is heterogeneous: the items cover unrelated tokenizer, model-loading, training, serving, quantization, and checkpointing bugs, so the similarity is only superficial broad-subsystem overlap.", + "confidence": 0.98, + "canonical_issue_reason": "No clear canonical issue; this cluster is a grab bag of unrelated bugs and regressions rather than one duplicate thread.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a safe representative for the cluster because the topics span multiple independent code paths.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46821", + "right": "issue:46832", + "accept": false, + "reason": "Different models and failure modes; unrelated bugs." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "ImportError for a Qwen class vs FP8 storage lookup failure; no shared root cause." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "FP8 storage type lookup bug vs flash_attn import key error; unrelated." + }, + { + "left": "issue:44493", + "right": "issue:46285", + "accept": false, + "reason": "Unexpected position-id key warning vs CLIP model structure change; different issues." + }, + { + "left": "issue:45245", + "right": "issue:46710", + "accept": false, + "reason": "Category-count runtime limit vs post-upgrade accuracy regression; not the same bug." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "BEiT legacy-field loading bug vs BigBirdTokenizer special-token registration bug." + }, + { + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 hidden-states bug vs FP8 inference OOM on B200; unrelated." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "Runtime CPU-offload device mismatch vs CI test flake in GraniteSpeech; not a duplicate." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Different Qwen3.5 regressions: output_hidden_states handling vs save_pretrained key serialization." + }, + { + "left": "issue:45072", + "right": "issue:46832", + "accept": false, + "reason": "bfloat16 dtype mismatch in inference vs RTDetr feature-level forward error; different code paths." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP nonsensical outputs vs position-id key warning; no common defect." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "Trailing-slash import warning vs CUDA OOM; completely unrelated." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Quantization/offloading behavior vs broken quantized save/load; related theme but different concrete bugs." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "ZeRO-3 gradient explosion vs Phi-4 multimodal loading failure; unrelated." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Compiled-forward chunked generation mismatch vs Whisper empty-transcription failure; different paths." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript GeneratorExp export problem vs zero-probability SigLIP output; unrelated." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "LoRA gradient-checkpointing ineffectiveness vs eval-mode prohibition; distinct bugs." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Gemma4 OOM vs Gemma4 device-map mismatch; different failure modes." + }, + { + "left": "issue:46399", + "right": "issue:46846", + "accept": false, + "reason": "Rotary-pos-emb registration crash vs missing TP-plan entries; not the same issue." + }, + { + "left": "issue:47013", + "right": "issue:47254", + "accept": false, + "reason": "xLSTM tensor-unpacking crash vs PEFT/DeepSpeed checkpoint error; unrelated." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency vs Trainer NoneType broadcast error; different subsystems." + }, + { + "left": "issue:44849", + "right": "issue:47145", + "accept": false, + "reason": "Qwen3.5 hidden-states bug vs FP8 weight_scale omission on load; unrelated." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer added-space bug vs TrainerState token counter not updating; different concerns." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Compile-time non-template-node error vs Python 3.13 flash_attn import KeyError; no shared root cause." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "mm_token_type_ids defaulting issue vs multi-GPU OOM; unrelated." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "flash_attention s_aux=None crash vs quantized checkpoint reload failure; different code paths." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Continuous-batching multimodal crash vs KV-cache indexing bug; not the same defect." + }, + { + "left": "issue:43937", + "right": "issue:46701", + "accept": false, + "reason": "Invalid GenerationConfig vs DiffusionGemma pipeline failure; unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 30, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:29870", + "issue:29942", + "issue:30333", + "issue:37428", + "issue:39692", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:43065", + "issue:43295", + "issue:43334", + "issue:43404", + "issue:43450", + "issue:43493", + "issue:43525", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43575", + "issue:43701", + "issue:43824", + "issue:43844", + "issue:43873", + "issue:43957", + "issue:44186", + "issue:44521", + "issue:44554", + "issue:44610", + "issue:44869", + "issue:44977", + "issue:45072", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45406", + "issue:45446", + "issue:45520", + "issue:45588", + "issue:45759", + "issue:45823", + "issue:46121", + "issue:46178", + "issue:46192", + "issue:46369", + "issue:46701", + "issue:46710", + "issue:46752", + "issue:46821" + ], + "soft_pairs": [ + "issue:43493|issue:43701", + "issue:41720|issue:46710", + "issue:44554|issue:45446", + "issue:43065|issue:46369", + "issue:37428|issue:43957", + "issue:44977|issue:46701", + "issue:44869|issue:46752", + "issue:43295|issue:43450", + "issue:29942|issue:30333", + "issue:43404|issue:46710", + "issue:45072|issue:45198", + "issue:45588|issue:45759", + "issue:45406|issue:46121", + "issue:43295|issue:43873", + "issue:43572|issue:46821", + "issue:43540|issue:45200", + "issue:44186|issue:46192", + "issue:43295|issue:44610", + "issue:45823|issue:46192", + "issue:43550|issue:43844", + "issue:43572|issue:43957", + "issue:43450|issue:43575", + "issue:45520|issue:46178", + "issue:45200|issue:45823", + "issue:29870|issue:29942", + "issue:37428|issue:43824", + "issue:42490|issue:43493", + "issue:39692|issue:46192", + "issue:43295|issue:43493", + "issue:42915|issue:43824", + "issue:43334|issue:43525", + "issue:44521|issue:45290" + ], + "prepared_review_unit_hash": "ada702dc2b1658b5ac15b19183e9a1afcd46472ba0c582d7767228f5c0fb5572", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011285, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37414, + "estimated_input_tokens": 9354, + "estimated_eval_tokens": 18964 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are soft-similarity false positives, not a duplicate cluster: the issues span unrelated models, APIs, and failure modes, so none of the candidate pairs should be merged.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 implementation discrepancy vs. a resume_from_checkpoint key mismatch; unrelated bugs." + }, + { + "left": "issue:41720", + "right": "issue:46710", + "accept": false, + "reason": "Qwen3 device-map CUDA assert vs. a DeepSeek accuracy regression; different code paths and symptoms." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness issue vs. a PyTorch version check/import bug in flex_attention; not the same bug." + }, + { + "left": "issue:43065", + "right": "issue:46369", + "accept": false, + "reason": "Dummy Conv2d placeholder in Sam3PixelDecoder vs. memory overflow in sam3-litetext; distinct problems." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Flash-attention symbol import failure vs. meta-device model loading breakage; separate regressions." + }, + { + "left": "issue:44977", + "right": "issue:46701", + "accept": false, + "reason": "Qwen3.5 flash-attention generation issue vs. DiffusionGemma pipeline failure; different model families and failures." + }, + { + "left": "issue:44869", + "right": "issue:46752", + "accept": false, + "reason": "Whisper timestamp decode crash vs. apply_chat_template empty-list crash; unrelated text-processing bugs." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Processor/tokenizer regression vs. video processor output shape mismatch; not the same underlying defect." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 test failures vs. MLFlow reporting on failed training jobs; no shared code-path." + }, + { + "left": "issue:43404", + "right": "issue:46710", + "accept": false, + "reason": "Weight-tying bug in Mistral3 conditional generation vs. an accuracy regression in DeepSeek; different issues." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "bfloat16 dtype mismatch bugs in inference vs. save_pretrained/tokenization failures; different subsystems." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "Sink-less flash-attention AttributeError vs. composite config unwrapping for AutoModelForCausalLM; not the same fix." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer vs. rope validation TypeError; unrelated code paths." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor/tokenizer regression vs. quantization offloading behavior; too broad and not the same bug." + }, + { + "left": "issue:43572", + "right": "issue:46821", + "accept": false, + "reason": "StableLmConfig missing pad_token_idx vs. TimesFM window_size AttributeError; similar shape but different models and fixes." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Qwen3OmniMoe video-processing ValueError vs. Gemma 4 mm_token_type_ids defaulting; distinct multimodal issues." + }, + { + "left": "issue:44186", + "right": "issue:46192", + "accept": false, + "reason": "LayoutLMv2Tokenizer NER/batching crash vs. return_tensors ignored with text_kwargs; different tokenizer behaviors." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Custom processor/tokenizer regression vs. OmDet-Turbo processor size mismatch; unrelated models and symptoms." + }, + { + "left": "issue:45823", + "right": "issue:46192", + "accept": false, + "reason": "Gemma4 device-map mismatch during forward vs. return_tensors handling; different failure modes." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "Bamba torch.compile + SDPA failure vs. DeepSpeed ZeRO-3 gradient abnormality; separate training stack bugs." + }, + { + "left": "issue:43572", + "right": "issue:43957", + "accept": false, + "reason": "Missing config field after 5.0 update vs. meta-device loading breakage; not the same underlying issue." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Video processor batching shape bug vs. tensor-parallel OOM on Qwen2-57B; no overlap." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "flash_attn import key error on Python 3.13 vs. backend mapping validation for tensorflow_text; unrelated import issues." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Default mm_token_type_ids for text-only fine-tuning vs. Gemma4 device placement mismatch; different bugs." + }, + { + "left": "issue:29870", + "right": "issue:29942", + "accept": false, + "reason": "BART generate() UnboundLocalError vs. Flash Attention 2 test failures; not the same defect." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Missing internal flash-attention symbol import vs. missing Qwen2.5-VL class export; different import failures." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "Trailing-slash local path warning vs. SigLIP2 implementation discrepancy; unrelated." + }, + { + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 doc example errors vs. return_tensors/text_kwargs behavior; documentation example and API behavior are different." + }, + { + "left": "issue:43295", + "right": "issue:43493", + "accept": false, + "reason": "Processor/tokenizer regression vs. SigLIP2 HF/JAX discrepancy; different models and fixes." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Qwen3Moe FP8 failure vs. missing Qwen2.5-VL import; unrelated model/runtime issues." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Two different configs missing pad_token_id, but for different models (Qwen3-VL vs Llama4); not a single duplicate bug." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "assistant_masks zeroed for multimodal prompts vs. tool-call empty-content chat-template crash; different chat-template edge cases." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 31, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:28218", + "issue:35141", + "issue:37428", + "issue:41720", + "issue:43262", + "issue:43278", + "issue:43335", + "issue:43425", + "issue:43450", + "issue:43452", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43653", + "issue:43819", + "issue:43824", + "issue:43827", + "issue:43856", + "issue:43901", + "issue:43950", + "issue:43975", + "issue:44112", + "issue:44442", + "issue:44466", + "issue:44561", + "issue:44610", + "issue:44737", + "issue:44792", + "issue:44857", + "issue:44898", + "issue:45083", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45325", + "issue:45381", + "issue:45412", + "issue:45520", + "issue:45563", + "issue:45593", + "issue:46192", + "issue:46209", + "issue:46234", + "issue:46285", + "issue:46512", + "issue:46894", + "issue:46899", + "issue:46932" + ], + "soft_pairs": [ + "issue:43278|issue:43856", + "issue:28218|issue:35141", + "issue:45381|issue:46209", + "issue:44466|issue:45127", + "issue:43824|issue:43975", + "issue:44737|issue:46894", + "issue:43975|issue:45520", + "issue:43262|issue:43450", + "issue:43950|issue:46285", + "issue:43653|issue:44112", + "issue:43452|issue:46512", + "issue:44561|issue:46234", + "issue:44442|issue:45198", + "issue:45200|issue:46899", + "issue:43526|issue:46192", + "issue:45200|issue:45325", + "issue:44898|issue:45412", + "issue:43819|issue:44112", + "issue:43335|issue:43550", + "issue:45200|issue:46932", + "issue:41720|issue:46209", + "issue:44610|issue:44857", + "issue:43819|issue:45083", + "issue:44792|issue:45563", + "issue:43606|issue:45083", + "issue:37428|issue:43425", + "issue:43335|issue:43653", + "issue:43827|issue:43901", + "issue:44857|issue:45593" + ], + "prepared_review_unit_hash": "c846bd60af4fd9a59f838afa68d37aba1094cc594b7d1c9686ee875121e435e3", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011285, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36738, + "estimated_input_tokens": 9185, + "estimated_eval_tokens": 18626 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: tokenizer spacing, embedding init/dtype, processor shape/template bugs, import regressions, and model-specific training/inference failures. None of the soft pairs looks like the same underlying bug, so all should stay separate.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 43950 is the broadest standalone regression in the set (a v5 from_pretrained loading/corruption bug) and is the most plausible anchor if one issue must represent the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43950 is the strongest overall candidate to keep as the representative issue: it is concrete, regression-like, and broadly impactful compared with the more niche model- or doc-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Different root causes and surfaces: embedding dtype mismatch during evaluate vs memory usage in Qwen3 MoE training." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer detokenization spacing bug vs embedding resizing/post_init reinitialization bug; unrelated code paths." + }, + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "Qwen2.5-VL vision position IDs bug vs FP8/B200 inference failure; different models and failure modes." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Both mention tied weights, but one is serialization/device-dependent lm_head weight saving and the other is LoRA merge with extended vocabulary; not the same bug." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "Import error for a missing class vs incorrect detokenization for a specific model; no shared underlying fix." + }, + { + "left": "issue:44737", + "right": "issue:46894", + "accept": false, + "reason": "XLNet CPU device placement bug vs ASR training-loss double-shift bug; unrelated subsystems." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Tokenizer detokenization issue vs import_utils KeyError on flash_attn; completely different problems." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio apply_chat_template sampling-rate default bug vs batched video processor shape bug; different processors and logic." + }, + { + "left": "issue:43950", + "right": "issue:46285", + "accept": false, + "reason": "Both touch model-loading/structure in v5, but one is non-persistent buffer corruption on from_pretrained and the other is CLIP text-model structure inconsistency." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "Tokenizer special-token registration bug vs a stale CI device-override test; unrelated." + }, + { + "left": "issue:43452", + "right": "issue:46512", + "accept": false, + "reason": "gguf_file loading failure vs from_config(dtype=...) leaving config dtype stale; different APIs and defects." + }, + { + "left": "issue:44561", + "right": "issue:46234", + "accept": false, + "reason": "Both are import_utils symbol regressions, but they affect different missing helpers and different downstream breakages." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "FastSpeech2Conformer AutoTokenizer load failure vs Wav2Vec2 save_pretrained/tokenization failure; different models and code paths." + }, + { + "left": "issue:45200", + "right": "issue:46899", + "accept": false, + "reason": "Gemma4 mm_token_type_ids defaulting bug vs unsafe dtype cast in quantized multimodal embedders; related family, but not the same underlying change." + }, + { + "left": "issue:43526", + "right": "issue:46192", + "accept": false, + "reason": "reduce_labels truncation bug vs return_tensors being ignored when text_kwargs is passed; different processor API issues." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Default mm_token_type_ids behavior vs Qwen2.5-VL rope index scaling; unrelated multimodal bugs." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver resolution handling bug vs RT-DETR memory leak; different models and bug classes." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC latent reconstruction mismatch vs stale CI device override test; no shared code path." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug vs Bamba torch.compile/SDPA failure; different model internals." + }, + { + "left": "issue:45200", + "right": "issue:46932", + "accept": false, + "reason": "Both are Gemma4-related, but one is missing default mm_token_type_ids and the other is quantized vision/audio dtype casting; separate fixes." + }, + { + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3 auto device mapping cudaErrorAssert vs FP8 inference incompatibility on B200; different hardware-path failures." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "OmDet-Turbo processor size mismatch vs LwDetrImageLoss AMP CUDA crash; unrelated detection bugs." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "DAC.from_latents/STE mismatch vs qwen3_omni_moe feature-length helper behavior; different modules." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Janus image-generation test failure vs stale paged-generate warning for num_return_sequences; not the same issue." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU offload device mismatch in Bark-small vs qwen3_omni_moe length helper bug; unrelated." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "Missing import symbol regression vs torch 2.10 incompatibility; one is a code/API break, the other is a dependency version issue." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "SwitchTransformers sparse layer creation bug vs BigBirdTokenizer special-token registration bug; different components." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are documentation cleanup items, but they concern different pages and different deprecated pipeline arguments; not the same underlying bug." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "AMP/CUDA crash in LwDetrImageLoss vs missing auxiliary losses in D-FINE when denoising is off; different model logic." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 32, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:28282", + "issue:29942", + "issue:32090", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:42490", + "issue:43335", + "issue:43388", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43819", + "issue:43854", + "issue:44112", + "issue:44206", + "issue:44351", + "issue:44448", + "issue:44466", + "issue:44493", + "issue:44514", + "issue:44521", + "issue:44617", + "issue:44743", + "issue:44855", + "issue:45083", + "issue:45290", + "issue:45412", + "issue:45520", + "issue:45584", + "issue:45588", + "issue:45759", + "issue:45859", + "issue:46170", + "issue:46285", + "issue:46326", + "issue:46424", + "issue:46431", + "issue:46512", + "issue:46566", + "issue:46697", + "issue:46821", + "issue:46858" + ], + "soft_pairs": [ + "issue:44206|issue:45584", + "issue:45759|issue:46285", + "issue:38175|issue:45412", + "issue:46512|issue:46821", + "issue:28282|issue:33357", + "issue:43388|issue:43526", + "issue:29942|issue:32090", + "issue:43335|issue:43504", + "issue:46424|issue:46858", + "issue:43611|issue:44466", + "issue:43550|issue:44112", + "issue:44855|issue:45083", + "issue:43335|issue:45083", + "issue:43335|issue:44112", + "issue:45520|issue:46170", + "issue:46431|issue:46566", + "issue:43335|issue:43606", + "issue:44448|issue:44743", + "issue:45290|issue:46326", + "issue:42490|issue:43854", + "issue:37428|issue:44351", + "issue:44617|issue:46697", + "issue:45588|issue:45859", + "issue:34689|issue:35141", + "issue:43819|issue:44493", + "issue:44514|issue:44521", + "issue:39692|issue:43526" + ], + "prepared_review_unit_hash": "dd8e9cd7b569a9cad520eeb41ee52517f5c3f64ae2977a17dc10407e21e4b4a9", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011285, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36294, + "estimated_input_tokens": 9074, + "estimated_eval_tokens": 18404 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose grab-bag of Transformers issues (model loading, chat templates, cache handling, image processors, import errors). The soft links are largely lexical/subsystem similarity rather than true duplicates, so I\u2019d keep them separate.", + "confidence": 0.24, + "canonical_issue_reason": "issue:44521 is the most broadly applicable user-facing bug here: multimodal `apply_chat_template` produces incorrect assistant masks, has multiple inbound references, and sits in a commonly duplicated API surface.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the best representative issue in this set because it is active, widely impacted, and centered on a reusable high-level API rather than a narrow model-specific edge case.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Different code paths and symptoms: a feature extractor argument mismatch versus Whisper generation failing after token alignment." + }, + { + "left": "issue:45759", + "right": "issue:46285", + "accept": false, + "reason": "Both involve model structure/config loading, but they are different models and different bugs, not one shared code-path fix." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "Unrelated problems: zero probabilities in a specific SigLIP2 model versus RT-DETR memory not being released." + }, + { + "left": "issue:46512", + "right": "issue:46821", + "accept": false, + "reason": "Both mention configuration attributes, but the actual failures are unrelated (`dtype` stale state vs TimesFM `window_size` attribute error)." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "ImportError about missing PyTorch and a MacOS bus error in CLIP are unrelated failure modes." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Both touch labels, but one is a metrics batching bug and the other is a Beit image processor label reduction bug." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 test failures and `_gpu_broadcast_one` NoneType errors are different subsystems and different bugs." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "Different models and different defects: SwitchTransformers sparse layer creation versus BEiT legacy-field loading." + }, + { + "left": "issue:46424", + "right": "issue:46858", + "accept": false, + "reason": "Both are cache-related, but one is about `max_cache_length` semantics and the other about device tensors breaking slice arithmetic." + }, + { + "left": "issue:43611", + "right": "issue:44466", + "accept": false, + "reason": "Both concern model loading/serialization regressions, but they are distinct issues with different underlying mechanics." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure is unrelated to a GraniteSpeech stale device override CI test." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Python 3.13 import parsing failure and a Qwen3 Omni helper-function bug are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "No shared underlying bug: SwitchTransformers sparse-layer config versus qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "Different models and different failure mechanisms; only a broad CI/model bug theme is shared." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "Both are import/dependency problems, but they arise from different platforms and different missing dependencies." + }, + { + "left": "issue:46431", + "right": "issue:46566", + "accept": false, + "reason": "Chat-template absence and DiffusionGemma meta-device loading are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:43606", + "accept": false, + "reason": "No common code path: SwitchTransformers config creation versus Bark CPU offload device mismatch." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Pegasus v4/v5 output differences and Qwen3 recurrent-state reset are separate behavioral regressions." + }, + { + "left": "issue:45290", + "right": "issue:46326", + "accept": false, + "reason": "Both are chat-template-related, but one crashes on tool-call assistant messages and the other is about `continue_final_message` for mistral_common tokenizers." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "Path-trailing-slash import warning and GLM-4.7-Flash unit-test loading failure are not the same bug." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols and different API surfaces." + }, + { + "left": "issue:44617", + "right": "issue:46697", + "accept": false, + "reason": "CUDA OOM in Sam3Video and Swin2SR over-padding are unrelated." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Both are attention/rotary-related, but one is a flash-attention integration crash and the other is CPU-offload incompatibility in Qwen3_5MoeTextRotaryEmbedding." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Different regression classes: Llama 3.2 Vision loading breakage versus token-embedding resize reinitialization." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC forward/from_latents mismatch and unexpected position-id keys are unrelated model bugs." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Same API area, but different concrete failures: batched padding crash versus multimodal assistant masks being all zero." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "Documentation/model mismatch and quantization errors are unrelated to BeitImageProcessorFast label reduction." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 33, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:26413", + "issue:27957", + "issue:28218", + "issue:29127", + "issue:29870", + "issue:29942", + "issue:31501", + "issue:32090", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:38175", + "issue:39692", + "issue:42490", + "issue:43278", + "issue:43329", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43701", + "issue:43720", + "issue:43825", + "issue:44112", + "issue:44206", + "issue:44360", + "issue:44448", + "issue:44464", + "issue:44493", + "issue:44561", + "issue:44779", + "issue:44857", + "issue:45072", + "issue:45083", + "issue:45127", + "issue:45245", + "issue:45290", + "issue:45310", + "issue:45381", + "issue:45459", + "issue:45478", + "issue:45593", + "issue:45823", + "issue:46234", + "issue:46424", + "issue:47000" + ], + "soft_pairs": [ + "issue:43606|issue:44857", + "issue:29127|issue:32090", + "issue:44206|issue:45823", + "issue:39692|issue:44493", + "issue:28218|issue:32090", + "issue:43278|issue:43825", + "issue:43720|issue:44112", + "issue:43701|issue:45083", + "issue:10000|issue:15354", + "issue:26413|issue:31501", + "issue:44448|issue:44779", + "issue:45310|issue:45478", + "issue:45127|issue:45245", + "issue:44857|issue:45072", + "issue:43550|issue:45083", + "issue:44360|issue:44561", + "issue:32090|issue:33357", + "issue:38175|issue:44493", + "issue:45459|issue:46234", + "issue:42490|issue:43575", + "issue:45593|issue:47000", + "issue:29942|issue:35141", + "issue:27957|issue:34689", + "issue:29870|issue:32090", + "issue:45290|issue:45381", + "issue:44464|issue:46424", + "issue:43278|issue:43329" + ], + "prepared_review_unit_hash": "4a91b0b63a267d9f295ca2513fd75df03ce8f30f1a79eaf0ca85eb17070f5ada", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011285, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35267, + "estimated_input_tokens": 8817, + "estimated_eval_tokens": 17890 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is broadly heterogeneous. Most soft edges are correctly rejected as same-subsystem but different bugs. The Qwen3.5 Moe pair is the only near-duplicate; it looks like the same failure family, but the packet does not show an explicit duplicate link, so the wording should stay conservative.", + "confidence": 0.93, + "canonical_issue_reason": "issue:45310 is the best canonical issue because it is one side of the strongest near-duplicate pair: issue:45478 has an identical title and describes the same Qwen3.5 Moe from_pretrained regression on transformers>=5.4.0, though the packet does not explicitly prove an exact duplicate relation.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the best issue anchor since it most clearly captures the shared Qwen3.5 Moe from_pretrained failure and is the strongest candidate for grouping the pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "Different failures: CPU offload device mismatch for bark-small vs AMP/CUDA crash in LwDetrImageLoss." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "Unrelated bugs: LayoutLMv3 error clarity vs Trainer `_gpu_broadcast_one` NoneType crash." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Different code paths and symptoms: unsupported `center` arg in LasrFeatureExtractor vs Gemma4 PLE device mismatch under `device_map=\"auto\"`." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "Different issues: SigLIP2 docs/model-processor mismatch and quantization example failures vs position-id key warnings across models." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer spacing bug is unrelated to Trainer broadcast handling." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Different regressions: dtype drift in evaluation vs misleading pipeline translation-task error message." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "Both are CI/training-related, but they involve different models and different failures." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Same broad area only; checkpoint key mismatch is not the same bug as qwen3_omni_moe feature-length behavior." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "Completely different models and failure modes." + }, + { + "left": "issue:26413", + "right": "issue:31501", + "accept": false, + "reason": "Resume-from-checkpoint epoch_iterator failure is unrelated to FineWeb training not starting." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Different versions and different components: Pegasus generation output change vs Deepseek tokenizer regression." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Likely duplicate / same issue family: identical title and the same Qwen3.5 Moe from_pretrained regression on transformers>=5.4.0, but the packet does not explicitly confirm an exact duplicate link." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "No concrete overlap: LoRA + extended vocabulary collapse vs categorical limit RuntimeError." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Both mention dtype/precision, but they affect different models and different execution paths." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure is unrelated to qwen3_omni_moe feature extraction behavior." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "Different changes: DSA indexer missing ReLU vs removal of `is_torch_fx_available` breaking trust_remote_code models." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Different failures: NoneType broadcast in Trainer vs MacOS bus error with community CLIP model." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 is not the same as position-id key warnings." + }, + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "Tokenizer protobuf error handling vs missing import_utils symbol are separate issues." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Local path slash warning and tensor-parallel OOM are unrelated." + }, + { + "left": "issue:45593", + "right": "issue:47000", + "accept": false, + "reason": "Different detection-model losses and different crash causes." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 test failures are unrelated to token-embedding resize reinitialization." + }, + { + "left": "issue:27957", + "right": "issue:34689", + "accept": false, + "reason": "Different model families and different regressions." + }, + { + "left": "issue:29870", + "right": "issue:32090", + "accept": false, + "reason": "BART generate UnboundLocalError is unrelated to the Trainer broadcast TypeError." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Chat-template crash with tool calls is a different path from qwen2.5-vl video position-id bugs." + }, + { + "left": "issue:44464", + "right": "issue:46424", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency is unrelated to cache max length handling." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Evaluation dtype drift and multimodal token-count video-branch undefined references are unrelated." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The overall clustering is plausible, but the duplicate claim is a bit too strong for the packet: issue:45310 and issue:45478 have identical titles, yet the packet does not explicitly confirm an exact duplicate relation. Please downgrade that to a more conservative \u2018likely duplicate\u2019/\u2018same issue family\u2019 unless you have direct linkage evidence. The other soft-edge rejections look conservative and grounded." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 34, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:25251", + "issue:29127", + "issue:29870", + "issue:29942", + "issue:30064", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34567", + "issue:37428", + "issue:39692", + "issue:40444", + "issue:41720", + "issue:42175", + "issue:42490", + "issue:43257", + "issue:43278", + "issue:43299", + "issue:43381", + "issue:43526", + "issue:43701", + "issue:43873", + "issue:43927", + "issue:43976", + "issue:44186", + "issue:44361", + "issue:44448", + "issue:44466", + "issue:44530", + "issue:44561", + "issue:44779", + "issue:44855", + "issue:44871", + "issue:44977", + "issue:45198", + "issue:45229", + "issue:45290", + "issue:45440", + "issue:45588", + "issue:45698", + "issue:45823", + "issue:45920", + "issue:46192", + "issue:46399", + "issue:46421", + "issue:46655", + "issue:46858", + "issue:47276" + ], + "soft_pairs": [ + "issue:37428|issue:42175", + "issue:43257|issue:43299", + "issue:44448|issue:44977", + "issue:29870|issue:33290", + "issue:40444|issue:43526", + "issue:44855|issue:46399", + "issue:43278|issue:43381", + "issue:45290|issue:46655", + "issue:32090|issue:33290", + "issue:25251|issue:32090", + "issue:43927|issue:45698", + "issue:44977|issue:45229", + "issue:45920|issue:46192", + "issue:44561|issue:44779", + "issue:44530|issue:47276", + "issue:42490|issue:43873", + "issue:43873|issue:45229", + "issue:46421|issue:46858", + "issue:29127|issue:34567", + "issue:44871|issue:44977", + "issue:44448|issue:44466", + "issue:43381|issue:43701", + "issue:33357|issue:39692", + "issue:44186|issue:45198", + "issue:43976|issue:45440", + "issue:29942|issue:30064", + "issue:45588|issue:45823", + "issue:44361|issue:45198", + "issue:41720|issue:45229" + ], + "prepared_review_unit_hash": "86b779e4c429e3be275fee9608729352a5d4f91e9c9b0d9edf07ab1b06e2ef1e", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011285, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "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 set is a heterogeneous mix of unrelated bug reports across tokenizers, generation, training, quantization, cache, and packaging. None of the soft pairs look like the same underlying issue, so there is no safe duplicate collapse here.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:37428", + "right": "issue:42175", + "accept": false, + "reason": "Different failures: a flash-attention import error vs missing TensorFlow backend in an installation extra." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both involve Qwen3 MoE loading, but one is an accelerate+deepspeed weight conversion issue and the other is a v5 regression for Qwen3VL MoE loading; not the same concrete bug." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Different model paths and symptoms: Pegasus output differences across versions vs Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:29870", + "right": "issue:33290", + "accept": false, + "reason": "BART generate() UnboundLocalError is unrelated to deepspeed Adafactor OOM." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Different components and bugs: multi-image iterable dataset finetuning vs BeitImageProcessorFast label reduction." + }, + { + "left": "issue:44855", + "right": "issue:46399", + "accept": false, + "reason": "Both hit Python 3.13-related import/script issues, but on different models and different root causes." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Embedding dtype drift during eval is unrelated to gradient checkpointing being disallowed in eval mode." + }, + { + "left": "issue:45290", + "right": "issue:46655", + "accept": false, + "reason": "Chat template tool-call handling and SmolVLM video padding are separate code paths and bugs." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Trainer broadcast NoneType error is unrelated to Adafactor memory OOM." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nesting regression is unrelated to Trainer broadcast NoneType handling." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Both are save/load related, but one loses custom token IDs while the other loads the wrong custom module; different failure modes." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Qwen3.5 flash-attention generation failure is unrelated to Gemma4 multi-GPU CUDA OOM." + }, + { + "left": "issue:45920", + "right": "issue:46192", + "accept": false, + "reason": "Wrong token IDs from AutoTokenizer and ignored return_tensors handling are distinct tokenizer API bugs." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Removal of is_torch_fx_available breaking trust_remote_code is unrelated to Deepseek tokenizer output regression." + }, + { + "left": "issue:44530", + "right": "issue:47276", + "accept": false, + "reason": "PagedAttentionCache crash and a misleading synced_gpus warning are different problems." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Local-path import warning and quantization offloading behavior are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Quantization offloading issue is unrelated to Gemma4 multi-GPU OOM." + }, + { + "left": "issue:46421", + "right": "issue:46858", + "accept": false, + "reason": "Both involve cache behavior, but one is recompilation from lazy init and the other is device-tensor seq length breaking slice arithmetic." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error message clarity and TrainerState token counting are unrelated." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Gemma eos_token_id config mismatch is unrelated to Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Pegasus v4/v5 output differences and lm_head serialization inconsistency are separate model-behavior bugs." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Gradient checkpointing in eval mode and resume_from_checkpoint key mismatch are different training-state issues." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS CLIP bus error and SigLIP2 documentation errors are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes and Wav2Vec2 save/tokenization failures are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python version compatibility issue is unrelated to DeepseekV3MoE implementation divergence." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures and void segmentation map processing are unrelated." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "flash_attention.py s_aux=None crash and Gemma4 device mismatch are different code paths." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLukeTokenizer AttributeError and Wav2Vec2 save/tokenization fail are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Qwen3 auto device-map cuda assert and Gemma4 multi-GPU OOM are distinct runtime failures." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 35, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:29127", + "issue:29870", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43065", + "issue:43278", + "issue:43334", + "issue:43381", + "issue:43412", + "issue:43421", + "issue:43526", + "issue:43531", + "issue:43575", + "issue:43611", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43994", + "issue:44077", + "issue:44206", + "issue:44265", + "issue:44387", + "issue:44442", + "issue:44479", + "issue:44568", + "issue:44743", + "issue:44977", + "issue:45198", + "issue:45372", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:45712", + "issue:45803", + "issue:46121", + "issue:46693", + "issue:46701", + "issue:47217", + "issue:47276" + ], + "soft_pairs": [ + "issue:43278|issue:43575", + "issue:43611|issue:46121", + "issue:44206|issue:44479", + "issue:45198|issue:45803", + "issue:44568|issue:45491", + "issue:43412|issue:45588", + "issue:29870|issue:34689", + "issue:44077|issue:47276", + "issue:43756|issue:45440", + "issue:44977|issue:45563", + "issue:43653|issue:44743", + "issue:43653|issue:44442", + "issue:44265|issue:45198", + "issue:42915|issue:42994", + "issue:43065|issue:43994", + "issue:43575|issue:43701", + "issue:29127|issue:33357", + "issue:45491|issue:46693", + "issue:43065|issue:45412", + "issue:42490|issue:43381", + "issue:43994|issue:45412", + "issue:29127|issue:35141", + "issue:45372|issue:45588", + "issue:43575|issue:44387", + "issue:45440|issue:45593", + "issue:43526|issue:47217", + "issue:45406|issue:46701", + "issue:45459|issue:45712", + "issue:43421|issue:45491", + "issue:43334|issue:43531" + ], + "prepared_review_unit_hash": "eff2f0d96337a28e0ac7eca24fa635da6d043ee4d4049f670ea1fdfa998d8b4a", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011285, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36992, + "estimated_input_tokens": 9248, + "estimated_eval_tokens": 18752 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Loose cluster of mostly unrelated Transformers bug reports across loading, tokenization, generation, export, quantization, and warnings. None of the soft pairs look like the same underlying defect, so no duplicate merges are warranted.", + "confidence": 0.91, + "canonical_issue_reason": "issue:46693 is the most central, high-signal report in this loose set: it has the most discussion/inbound references and describes a concrete, user-facing generation regression.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46693 is the best representative issue because it is well-scoped, broadly impactful, and clearly framed as a real regression rather than a peripheral symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "Different bugs: embedding dtype drift in eval vs tensor-parallel OOM on model load." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "Unrelated failures: base_model_prefix loading regression vs rope-validation TypeError on a JSON-loaded list." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Different code paths and symptoms: unsupported feature-extractor arg vs VL video-input regression across Qwen models." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 save/tokenization failure is not the same as a bare-except bug in Fuyu tensor conversion." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer special-token insertion bug and Gemma3 NaN embeddings are separate problems." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Executorch export guard/erfinv issue is unrelated to flash-attention's s_aux=None crash." + }, + { + "left": "issue:29870", + "right": "issue:34689", + "accept": false, + "reason": "BART generate UnboundLocalError and Llama 3.2 Vision loading breakage affect different paths." + }, + { + "left": "issue:44077", + "right": "issue:47276", + "accept": false, + "reason": "PatchTSMixer post_init policy and a stale synced_gpus warning are not the same bug." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Smollm3 RoPE-layer misconfiguration and DeepseekV3MoE divergence are different model-specific defects." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Flash-attention generation breakage is unrelated to a stale num_return_sequences warning." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and Qwen3.5 recurrent-state reset are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "Tokenizer special-token bug vs AutoTokenizer loading failure for FastSpeech2ConformerTokenizer." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export failure on torch_compilable_check is unrelated to Wav2Vec2 save/tokenization errors." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "FineGrainedFP8Config failure and quantized model saving failure are different quantization bugs." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Dummy Conv2d cleanup in Sam3PixelDecoder does not match a Siglip2 incorrect-output issue." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "Tensor-parallel OOM on load and resume_from_checkpoint key mismatch are distinct issues." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and MacOS CLIP bus error are unrelated." + }, + { + "left": "issue:45491", + "right": "issue:46693", + "accept": false, + "reason": "Gemma3 NaNs in sliding-window attention and FA2 long-context performance regression are different bugs." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Dummy pixel-decoder layer cleanup is unrelated to RT-DETR memory not being released." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Import-warning behavior for trailing slashes and gradient-checkpointing-in-eval are separate problems." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "Incorrect Siglip2 outputs and RT-DETR GC/memory retention are not the same defect." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "LayoutLMv3 box-information error messaging is unrelated to embedding reinitialization after resize." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma 4 processor loading import error and flash_attention s_aux=None crash are different root causes." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Model load OOM on tensor parallelism is distinct from an int4 CUDA reserved-memory regression." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepseekV3MoE divergence and D-FINE auxiliary-loss behavior are unrelated model bugs." + }, + { + "left": "issue:43526", + "right": "issue:47217", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug is unrelated to VL failures when the image placeholder appears in user text." + }, + { + "left": "issue:45406", + "right": "issue:46701", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer in serve and DiffusionGemma pipeline failure are different code paths." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Tokenizer exception masking and leftover dummy classes are unrelated maintenance vs error-handling issues." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Runtime post-processor updates and Gemma3 NaN embeddings are not the same bug." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Qwen3-VL pad_token_id attribute error and Qwen3-MoE sliding_window behavior are separate model issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 36, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:27957", + "issue:29127", + "issue:33290", + "issue:34689", + "issue:35141", + "issue:42915", + "issue:43066", + "issue:43262", + "issue:43316", + "issue:43381", + "issue:43526", + "issue:43646", + "issue:43761", + "issue:43824", + "issue:43873", + "issue:43931", + "issue:43994", + "issue:44077", + "issue:44206", + "issue:44279", + "issue:44442", + "issue:44462", + "issue:44514", + "issue:44625", + "issue:44857", + "issue:44898", + "issue:45072", + "issue:45245", + "issue:45250", + "issue:45325", + "issue:45372", + "issue:45381", + "issue:45406", + "issue:45412", + "issue:45459", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45834", + "issue:45859", + "issue:46121", + "issue:46369", + "issue:46399", + "issue:46640", + "issue:46693", + "issue:46697", + "issue:46821", + "issue:47312" + ], + "soft_pairs": [ + "issue:44442|issue:45072", + "issue:44625|issue:45584", + "issue:45372|issue:45406", + "issue:45250|issue:46640", + "issue:45412|issue:46369", + "issue:45245|issue:45563", + "issue:43066|issue:44462", + "issue:45372|issue:45459", + "issue:43526|issue:45834", + "issue:43526|issue:46693", + "issue:27957|issue:33290", + "issue:43994|issue:46369", + "issue:27957|issue:29127", + "issue:43824|issue:44279", + "issue:33290|issue:34689", + "issue:33290|issue:35141", + "issue:43381|issue:43873", + "issue:42915|issue:43931", + "issue:44857|issue:45588", + "issue:45588|issue:46821", + "issue:44514|issue:45381", + "issue:46121|issue:46399", + "issue:43646|issue:44077", + "issue:43316|issue:47312", + "issue:43262|issue:44206", + "issue:43761|issue:45859", + "issue:44442|issue:44898", + "issue:45325|issue:46697" + ], + "prepared_review_unit_hash": "bc2452fc20aa31a62c2b5bf712945f01aae34a9e4e069ea4fa172d44de599011", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011285, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35905, + "estimated_input_tokens": 8977, + "estimated_eval_tokens": 18210 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: the soft pairs share broad subsystem keywords (Qwen, tokenizer, Flash Attention, vision, offloading), but not the same concrete bug or mergeable fix. I rejected all soft edges and picked the most active unresolved issue as the anchor only by triage usefulness, not true duplication.", + "confidence": 0.96, + "canonical_issue_reason": "issue:43873 is the most active open report in the set, with the highest discussion and inbound-reference footprint, so it is the best anchor if one issue must represent this mixed cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the strongest global issue candidate because it is still open and has the most evidence and follow-up activity, even though the surrounding items are not true duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "Different failures: tokenizer loading vs dtype mismatch in bfloat16 inference. Same broad library, not the same bug." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Unrelated code paths: label propagation in Qwen3.5 config vs Whisper empty-transcription generation failure." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Both involve Gemma 4, but one is an import/version break and the other is a processor attribute crash; not the same concrete fix." + }, + { + "left": "issue:45250", + "right": "issue:46640", + "accept": false, + "reason": "Too generic to merge safely; both mention Flash Attention 2, but no evidence they describe the same concrete bug." + }, + { + "left": "issue:45412", + "right": "issue:46369", + "accept": false, + "reason": "Different memory problems in different models: RT-DETR deletion/leak vs SAM3 litetext overflow." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category cardinality error and a stale warning in paged generation are unrelated." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Both tokenizer-related, but one is decoder-type handling in v5 and the other is ignoring tokenizer.json; different fixes." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Gemma 4 processor import failure is unrelated to protobuf error masking in tokenizer exception handling." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "Different processors and symptoms: Beit label reduction vs Kosmos2.5 OCR long-input indexing." + }, + { + "left": "issue:43526", + "right": "issue:46693", + "accept": false, + "reason": "Image label handling and Flash Attention long-context performance are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:33290", + "accept": false, + "reason": "XLMRoberta Flash Attention support and Adafactor+DeepSpeed OOM are different issues." + }, + { + "left": "issue:43994", + "right": "issue:46369", + "accept": false, + "reason": "Siglip2 AutoModel/pipeline output issue is unrelated to SAM3 litetext memory overflow." + }, + { + "left": "issue:27957", + "right": "issue:29127", + "accept": false, + "reason": "Flash Attention support and LayoutLMv3 error messaging are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Importing Qwen2_5_VLForConditionalGeneration is not the same as a generic dependency issue." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "OOM with Adafactor/DeepSpeed and a Llama 3.2 Vision model-loading regression are not the same bug." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "Optimizer OOM and token-embedding reinitialization are separate problems." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing in eval mode is unrelated to quantization/offloading behavior." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3Moe FP8 failure and Qwen3-VL weight-shape mismatch are different model-loading issues." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "LwDetr AMP/CUDA crash and flash-attention sinkless-model AttributeError are unrelated." + }, + { + "left": "issue:45588", + "right": "issue:46821", + "accept": false, + "reason": "Flash-attention sink auxiliary handling and TimesFM window_size AttributeError are different code paths." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL, but one crashes on batched chat templates and the other has wrong video position IDs; different bugs." + }, + { + "left": "issue:46121", + "right": "issue:46399", + "accept": false, + "reason": "Rope-parameter validation TypeError and missing decorator registration for apply_rotary_pos_emb are not the same fix." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Generic custom model initialization breakage and patchtsmixer post_init policy are not identical." + }, + { + "left": "issue:43316", + "right": "issue:47312", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy is not the same as kernel-version incompatibility." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio processor chat-template sampling-rate default and LastFeatureExtractor center-arg crash are unrelated." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "CLIPVision hidden_states regression and Qwen3_5Moe CPU-offload rotary embedding incompatibility are different bugs." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "FastSpeech2 tokenizer loading and Perceiver interpolation failure are unrelated." + }, + { + "left": "issue:45325", + "right": "issue:46697", + "accept": false, + "reason": "Qwen2.5-VL rope indexing and Swin2SR over-padding are different image/video preprocessing bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 37, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:28282", + "issue:29870", + "issue:32090", + "issue:42175", + "issue:42490", + "issue:42617", + "issue:43316", + "issue:43493", + "issue:43525", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43643", + "issue:43701", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:44062", + "issue:44077", + "issue:44079", + "issue:44190", + "issue:44442", + "issue:44479", + "issue:44496", + "issue:44743", + "issue:44811", + "issue:44855", + "issue:44871", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:44987", + "issue:45137", + "issue:45216", + "issue:45245", + "issue:45440", + "issue:45759", + "issue:45803", + "issue:45907", + "issue:46178", + "issue:46234", + "issue:46506" + ], + "soft_pairs": [ + "issue:44977|issue:45245", + "issue:44743|issue:44811", + "issue:43720|issue:44442", + "issue:42175|issue:46234", + "issue:42490|issue:44743", + "issue:44077|issue:44479", + "issue:27957|issue:29870", + "issue:43873|issue:44871", + "issue:43493|issue:43827", + "issue:44062|issue:45907", + "issue:43643|issue:44913", + "issue:44964|issue:45440", + "issue:43316|issue:45759", + "issue:43316|issue:43525", + "issue:25251|issue:28282", + "issue:43749|issue:43931", + "issue:44987|issue:46178", + "issue:44855|issue:45137", + "issue:42617|issue:43575", + "issue:43550|issue:43701", + "issue:43931|issue:45216", + "issue:44190|issue:44496", + "issue:43701|issue:46506", + "issue:43761|issue:44079", + "issue:43606|issue:43701", + "issue:43575|issue:43742", + "issue:44442|issue:45803", + "issue:27957|issue:32090" + ], + "prepared_review_unit_hash": "8ce45d4d7948d23e8354f22d2df0165853133ef4496e21f36f04607d8b383aa6", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011285, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36159, + "estimated_input_tokens": 9040, + "estimated_eval_tokens": 18336 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are mostly unrelated transformer bugs, regressions, and model-specific loading failures. None of the soft pairs look like the same underlying bug/change, so all soft edges are rejected. The best representative issue is the broad, still-active offloading/quantization report (43873), but there is no strong duplicate canonical in this set.", + "confidence": 0.84, + "canonical_issue_reason": "No clear duplicate cluster emerges from these titles; if one issue must anchor the set, 43873 is the strongest representative because it is open, heavily discussed, and has the most inbound references.", + "canonical_pr_reason": null, + "best_issue_reason": "43873 is the best issue candidate as a cluster representative: it is broad, actively discussed, and looks like the most central runtime/loading problem among otherwise unrelated one-off reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Different failures: a Qwen3.5 flash-attention generation bug vs a categorical embedding limit error. No shared code path or concrete bug." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Recurrent-state cache reset in Qwen3.5 is unrelated to Whisper processor batch_decode skip_special_tokens handling." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "Packed-weight unpacking during accelerate loading is a different loading path than AutoTokenizer failing on FastSpeech2ConformerTokenizer." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "One is backend packaging for pip extras; the other is a missing import_utils availability helper. Same ecosystem, not the same bug." + }, + { + "left": "issue:42490", + "right": "issue:44743", + "accept": false, + "reason": "Local-path trailing-slash import warning is unrelated to Qwen recurrent state reset behavior." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "Optional post_init in patchtsmixer is unrelated to the v5.3.0 video input regression in Qwen video models." + }, + { + "left": "issue:27957", + "right": "issue:29870", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta is not the same issue as Bart generate() using decoder_attention_mask before assignment." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization/offloading behavior is unrelated to Gemma-3 eos_token_id configuration inconsistency." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 implementation drift vs JAX is unrelated to docs still referencing pipeline() after v5 removals." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer AddedToken duplicate keyword error is unrelated to list_repo_files failing to forward revision." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Missing fields from trust_remote_code AutoConfig return values is unrelated to GPTNeoX rotary_pct not persisting on reload." + }, + { + "left": "issue:44964", + "right": "issue:45440", + "accept": false, + "reason": "Phi-4 multimodal load failure is a different model-loading issue than DeepSeekV3MoE divergence from remote implementation." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy is not the same concrete bug as AutoModelForCausalLM.from_config failing to unwrap text_config for Qwen multimodal configs." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Gemma3TextConfig API mismatch and Llama4Config missing pad_token_id are separate config-schema problems." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Nested-list pipeline output regression is unrelated to an AutoModel ImportError due to missing PyTorch." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "FSDP CPU RAM efficient loading breakage is different from a Qwen3-VL weight-shape mismatch during loading." + }, + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "Loading failure for physical-intelligence/fast does not match the tensorflow_text backend mapping error." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 TorchScript parse/IndentationError is unrelated to DeepSpeed ZeRO3 deque underflow." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "3d_parallel.py execution failure is not the same bug as tp loading OOM for Qwen2-57B-A14B-Instruct." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba-9B-v2 is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "A model weight-shape mismatch is not the same concrete bug as Qwen3.5 save_pretrained producing a bad checkpoint." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Local dataset loading in an example script is unrelated to an unrecognized model/configuration error for Olmo-Hybrid-Instruct-SFT-7B." + }, + { + "left": "issue:43701", + "right": "issue:46506", + "accept": false, + "reason": "Checkpoint key mismatch during resume_from_checkpoint is unrelated to CPU/CUDA output differences in PPDocLayoutV3." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression and ModelOutput key assignment when values are None are related at a high level, but they are not clearly the same concrete bug or fix path." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch in bark-small is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "OOM when tensor-parallel loading Qwen2-57B-A14B-Instruct is a different failure mode than a key error loading MobileLLM-125M." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "FastSpeech2ConformerTokenizer loading failure is unrelated to FuyuBatchFeature swallowing KeyboardInterrupt and masking errors." + }, + { + "left": "issue:27957", + "right": "issue:32090", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 support is unrelated to Trainer gpu_broadcast_one rejecting NoneType." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 38, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:42490", + "issue:42907", + "issue:43065", + "issue:43232", + "issue:43295", + "issue:43316", + "issue:43352", + "issue:43388", + "issue:43404", + "issue:43441", + "issue:43452", + "issue:43540", + "issue:43646", + "issue:43716", + "issue:43761", + "issue:43825", + "issue:44077", + "issue:44162", + "issue:44188", + "issue:44242", + "issue:44464", + "issue:44496", + "issue:44514", + "issue:44521", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44792", + "issue:44871", + "issue:44913", + "issue:45381", + "issue:45584", + "issue:45698", + "issue:45803", + "issue:46050", + "issue:46234", + "issue:46291", + "issue:46365", + "issue:46369", + "issue:46421", + "issue:46640", + "issue:46829", + "issue:46894", + "issue:46932", + "issue:47217", + "issue:47276" + ], + "soft_pairs": [ + "issue:46829|issue:46932", + "issue:43232|issue:43388", + "issue:42490|issue:47276", + "issue:43761|issue:44188", + "issue:43295|issue:44871", + "issue:43295|issue:43825", + "issue:44871|issue:45584", + "issue:43316|issue:43716", + "issue:44521|issue:47217", + "issue:42907|issue:45698", + "issue:16998|issue:22355", + "issue:44077|issue:44534", + "issue:43646|issue:44913", + "issue:46234|issue:46291", + "issue:43452|issue:44496", + "issue:44871|issue:46050", + "issue:44464|issue:46421", + "issue:43404|issue:43441", + "issue:44162|issue:44792", + "issue:43352|issue:46640", + "issue:45803|issue:46365", + "issue:43540|issue:44514", + "issue:43065|issue:44617", + "issue:44610|issue:46369", + "issue:45381|issue:47217", + "issue:44242|issue:46894" + ], + "prepared_review_unit_hash": "c36d35aced8b81ddee1a928a881fc42d7e395e9a93026ff1a7c4aed193c714b0", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011285, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35377, + "estimated_input_tokens": 8845, + "estimated_eval_tokens": 17946 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items do not form a single duplicate cluster; they span many unrelated Transformers bugs, regressions, and model-specific issues. All soft links look like superficial similarity rather than the same underlying change or defect.", + "confidence": 0.95, + "canonical_issue_reason": "No clear canonical issue: the set is heterogeneous across unrelated models, APIs, and failure modes, so there is no single issue that best represents the cluster.", + "canonical_pr_reason": "No pull requests are present in the cluster.", + "best_issue_reason": "No strong best issue candidate: several items are broad or high-impact, but none is a reliable umbrella for the others because the underlying bugs are different.", + "best_pr_reason": "No pull requests are present in the cluster.", + "soft_edge_verdicts": [ + { + "left": "issue:46829", + "right": "issue:46932", + "accept": false, + "reason": "Different bugs: one is a hidden_states output issue in VideoPrism classification, the other is dtype casting for Gemma4 quantized embedders." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Different code paths: generation kwargs handling after synced GPUs vs metric gathering dropping tuple labels in the last batch." + }, + { + "left": "issue:42490", + "right": "issue:47276", + "accept": false, + "reason": "Both mention warnings, but one is a local-model path import warning and the other is a synced_gpus warning message in continuous batching." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "Unrelated failures: CLIPVisionModel hidden_states bug vs torch.compile attention-kernel divergence." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Different regressions: processor.tokenizer access/passing images vs eos_token_id config inconsistency." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "One is a custom model/processor regression; the other is a pipeline task-support error message issue." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Different model and mechanism: Gemma eos_token_id config mismatch vs Whisper empty-transcription generation failure." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Different issues: Gemma3TextConfig API inconsistency vs Mistral-3 image preprocessor/model dtype mismatch." + }, + { + "left": "issue:44521", + "right": "issue:47217", + "accept": false, + "reason": "Both are multimodal/template-related, but one is assistant_masks being all zero and the other is image placeholder handling in user text." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Different load/save bugs: path-with-slash import warning vs wrong custom module restored after save_pretrained." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "Unrelated: model_max_length question for DeBERTa-V3 vs missing transformers.onnx module import." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "Both are v5-related, but one is about optional post_init enforcement and the other about non-persistent buffers being initialized incorrectly." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "General v5 breakage is not enough: custom model initialization failure vs GPTNeoX rotary_pct not persisting on reload." + }, + { + "left": "issue:46234", + "right": "issue:46291", + "accept": false, + "reason": "Different dependency/import problems: missing import_utils helper vs pipelines import failing on kernels version/revision requirements." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "Both affect loading, but one is gguf_file handling in from_pretrained and the other is an unrecognized-model config.json model_type error." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "Different serialization bugs: Gemma eos_token_id mismatch vs quantized model broken after save_pretrained/from_pretrained." + }, + { + "left": "issue:44464", + "right": "issue:46421", + "accept": false, + "reason": "Related to generation/performance, but one is inconsistent outputs from compiled forward and the other is spurious recompilation from cache lazy initialization." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Different model-specific problems: untied lm_head weights vs FlashAttention 2 support failure." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "Completely different models and symptoms: ESM2 is broken vs a janus image-generation test failure." + }, + { + "left": "issue:43352", + "right": "issue:46640", + "accept": false, + "reason": "Too vague and not the same bug: NemotronHForCausalLM FlashAttention 2 support error vs a generic Flash Attention 2 issue." + }, + { + "left": "issue:45803", + "right": "issue:46365", + "accept": false, + "reason": "Different import/error handling bugs: bare except swallowing interrupts vs Trainer import failing until datasets is removed." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Both involve multimodal inputs, but video processing ValueError and batched apply_chat_template padding=False crash are distinct failures." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Same family name only; dummy Conv2d in Sam3PixelDecoder is unrelated to Sam3Video CUDA OOM." + }, + { + "left": "issue:44610", + "right": "issue:46369", + "accept": false, + "reason": "Different models and root causes: OmDet-Turbo input-size mismatch vs sam3-litetext memory overflow." + }, + { + "left": "issue:45381", + "right": "issue:47217", + "accept": false, + "reason": "Both are VL-related, but wrong vision_position_ids in qwen2.5-vl video input is not the same as image-placeholder-in-user-text failure." + }, + { + "left": "issue:44242", + "right": "issue:46894", + "accept": false, + "reason": "Different training bugs: load-balancing loss omission in MoE routing vs CohereASR double-shift loss bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 39, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:29870", + "issue:35141", + "issue:41950", + "issue:42490", + "issue:43388", + "issue:43475", + "issue:43504", + "issue:43525", + "issue:43531", + "issue:43572", + "issue:43650", + "issue:43673", + "issue:43688", + "issue:43827", + "issue:43931", + "issue:43994", + "issue:44060", + "issue:44190", + "issue:44479", + "issue:44534", + "issue:44743", + "issue:44792", + "issue:44855", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:45072", + "issue:45127", + "issue:45200", + "issue:45405", + "issue:45542", + "issue:45588", + "issue:45600", + "issue:45632", + "issue:45698", + "issue:45803", + "issue:46082", + "issue:46170", + "issue:46178", + "issue:46202", + "issue:46234", + "issue:46424", + "issue:46693", + "issue:46697", + "issue:46932", + "issue:47217" + ], + "soft_pairs": [ + "issue:43572|issue:46178", + "issue:43504|issue:45698", + "issue:45632|issue:46424", + "issue:45542|issue:46234", + "issue:44792|issue:44977", + "issue:44479|issue:47217", + "issue:44534|issue:44913", + "issue:44792|issue:45600", + "issue:43525|issue:43531", + "issue:25251|issue:27957", + "issue:45803|issue:46170", + "issue:45127|issue:45200", + "issue:46082|issue:46697", + "issue:43650|issue:46202", + "issue:43931|issue:44060", + "issue:46693|issue:47217", + "issue:43673|issue:44743", + "issue:35141|issue:42490", + "issue:41950|issue:43475", + "issue:43388|issue:43688", + "issue:44190|issue:44964", + "issue:44855|issue:45588", + "issue:44792|issue:45405", + "issue:29870|issue:35141", + "issue:43827|issue:43994", + "issue:45072|issue:46932" + ], + "prepared_review_unit_hash": "6999f46d75be02f0f7f5962a358f4a07d22299c3460ea469b56ea23371370ca0", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011285, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35716, + "estimated_input_tokens": 8929, + "estimated_eval_tokens": 18114 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft pair looks like a true duplicate or the same fixable change; the cluster is mostly a set of unrelated Transformers issues. I would not merge any of the proposed pairs.", + "confidence": 0.9, + "canonical_issue_reason": "Issue 45698 is the strongest standalone anchor in this set: it has the most discussion/inbound references and describes a concrete, high-impact save_pretrained/from_pretrained custom-module loading bug. The rest of the items are too heterogeneous to form a coherent duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45698 is the best overall issue to keep as the representative triage target because it is well-documented, broadly impactful, and has strong community activity. It is the clearest actionable bug among otherwise unrelated items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43572", + "right": "issue:46178", + "accept": false, + "reason": "Different failure modes: one is a missing pad_token_idx config field in StableLmConfig, the other is a backend mapping/import error for tensorflow_text." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Both involve loading, but one is a BEiT legacy-field preset load failure and the other is wrong custom-module selection after save_pretrained; different code paths and fixes." + }, + { + "left": "issue:45632", + "right": "issue:46424", + "accept": false, + "reason": "Cache-path collision for local trust_remote_code models is unrelated to cache max length being honored only for Quantized Cache." + }, + { + "left": "issue:45542", + "right": "issue:46234", + "accept": false, + "reason": "TensorBoard/TensorFlow backend detection and a missing import_utils helper are unrelated dependency/import problems." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "A Janus test failure on image generation is not the same bug as Qwen3.5 flash-attention generation misbehavior." + }, + { + "left": "issue:44479", + "right": "issue:47217", + "accept": false, + "reason": "Both are multimodal regressions, but one is a video-input regression in specific Qwen variants and the other is an image-placeholder handling bug in VL models." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer junk initialization and GPTNeoX rotary_pct reload behavior are different state/serialization bugs." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "A failing Janus image-generation test and stale auto_mappings references to removed configs are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config and a sliding_window issue in Qwen3-MoE affect different configs and runtime paths." + }, + { + "left": "issue:25251", + "right": "issue:27957", + "accept": false, + "reason": "Pipeline top_k output nesting and XLMRoberta Flash Attention 2 are unrelated; one is output-shape behavior, the other is a model/attention backend issue." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "A bare-except in tensor conversion code and a Windows ROCm torch.distributed import problem are not the same underlying bug." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "LoRA merge collapse with tied embeddings and missing mm_token_type_ids defaults are both embedding-adjacent but different mechanisms and fixes." + }, + { + "left": "issue:46082", + "right": "issue:46697", + "accept": false, + "reason": "LlamaConfig head_dim validation and Swin2SR over-padding are unrelated config vs preprocessing bugs." + }, + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "A placeholder issue title and a Gemma pipeline roundtrip failure are not the same change or bug." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch on load and a Qwen3-Next tied-weights warning are different model/config problems." + }, + { + "left": "issue:46693", + "right": "issue:47217", + "accept": false, + "reason": "FA2 long-context performance regression is unrelated to image-placeholder handling in VL models." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Chunked_prefill cache missing and recurrent states resetting with cache are both cache-related, but they concern different mechanisms and code paths." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Embedding reinitialization on resize and slash-ending local model path warnings are unrelated serialization/loading issues." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Video-classification processor selection and a missing fpn_position_embeddings attribute in SAM 3 Video are different vision-model bugs." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Metric-gathering label truncation and auxiliary-loss normalization are unrelated training/evaluation bugs." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Local dataset loading in a no-trainer script and loading a specific multimodal model are not the same problem." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Python 3.13 import parsing failure from a decorator/comment pattern and flash_attention.py crashing on s_aux=None are unrelated." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "A model test failure and a dependency version bump to an unreleased PEFT version are completely different concerns." + }, + { + "left": "issue:29870", + "right": "issue:35141", + "accept": false, + "reason": "Bart generate() decoder_attention_mask scoping and post_init embedding reinitialization are different generation vs initialization bugs." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs still referencing removed pipeline APIs and Siglip2 producing bad outputs with pipeline/AutoModel are not the same underlying issue." + }, + { + "left": "issue:45072", + "right": "issue:46932", + "accept": false, + "reason": "bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel and Gemma4 quantized embedder casting are both dtype-related but affect different models and paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 40, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:25251", + "issue:29870", + "issue:39692", + "issue:41720", + "issue:43065", + "issue:43295", + "issue:43335", + "issue:43526", + "issue:43550", + "issue:43644", + "issue:43673", + "issue:43827", + "issue:43854", + "issue:44190", + "issue:44242", + "issue:44479", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44779", + "issue:44792", + "issue:44855", + "issue:44869", + "issue:44913", + "issue:44933", + "issue:45245", + "issue:45276", + "issue:45362", + "issue:45381", + "issue:45406", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45632", + "issue:46369", + "issue:46399", + "issue:46421", + "issue:46489", + "issue:46617", + "issue:46655", + "issue:46697", + "issue:46832", + "issue:46858", + "issue:46897", + "issue:47013", + "issue:47312", + "issue:47321" + ], + "soft_pairs": [ + "issue:45245|issue:46858", + "issue:43335|issue:44855", + "issue:44734|issue:45406", + "issue:44869|issue:46832", + "issue:46399|issue:47312", + "issue:43644|issue:44913", + "issue:44617|issue:45584", + "issue:45632|issue:46617", + "issue:45588|issue:47013", + "issue:45381|issue:46369", + "issue:41720|issue:45245", + "issue:43550|issue:44190", + "issue:43827|issue:47321", + "issue:44242|issue:46897", + "issue:45563|issue:45584", + "issue:25251|issue:29870", + "issue:43854|issue:44792", + "issue:39692|issue:47321", + "issue:43065|issue:44610", + "issue:45381|issue:46655", + "issue:43335|issue:44190", + "issue:44933|issue:45362", + "issue:44479|issue:44734", + "issue:44617|issue:46369", + "issue:39692|issue:44190", + "issue:43526|issue:46697", + "issue:43295|issue:45276", + "issue:43673|issue:46421", + "issue:44779|issue:46489" + ], + "prepared_review_unit_hash": "fc6cd53510a9d7c0bc673959f2f9ae68dcf1877d65c9245f6c8cb5728d157823", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011285, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35958, + "estimated_input_tokens": 8990, + "estimated_eval_tokens": 18236 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a grab-bag of unrelated issues; there is no single coherent duplicate cluster. The only plausible duplicate pair is the DeepSeek tokenizer regression pair.", + "confidence": 0.74, + "canonical_issue_reason": "issue:46489 is the most specific and actionable of the only near-duplicate pair: it names the exact DeepSeek-Coder v1 v5+ tokenizer regression and points to a gap in an earlier fix.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46489 is the best representative issue here because it is the clearest duplicate-style report with a concrete regression description and prior-fix context.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45245", + "right": "issue:46858", + "accept": false, + "reason": "Different bugs: one is a category-cardinality runtime error, the other is a static-cache/torch.compile slice arithmetic issue." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "Unrelated failures: SwitchTransformers sparse-layer config bug vs Python 3.13 IndentationError in DebertaV2Model import." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "Both affect serve, but the crashes come from different code paths: KV-cache indexing vs missing Gemma4Processor _tokenizer." + }, + { + "left": "issue:44869", + "right": "issue:46832", + "accept": false, + "reason": "Whisper decode crash and RT-DETR feature-level mismatch are unrelated." + }, + { + "left": "issue:46399", + "right": "issue:47312", + "accept": false, + "reason": "Both mention kernels, but one is a specific Qwen3.5 decorator/registration failure and the other is a broad incompatibility report." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Different problems: non-persistent buffer initialization vs GPTNeoX config value not persisting on reload." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "OOM in Sam3Video is unrelated to Whisper empty-transcription generation failure." + }, + { + "left": "issue:45632", + "right": "issue:46617", + "accept": false, + "reason": "Both involve trust_remote_code caching, but one is a leaf-directory collision while the other is a FileNotFoundError from cache loading." + }, + { + "left": "issue:45588", + "right": "issue:47013", + "accept": false, + "reason": "Different models and different failure modes: flash_attention aux handling vs xLSTM unpacking return shape." + }, + { + "left": "issue:45381", + "right": "issue:46369", + "accept": false, + "reason": "Qwen video position-id regression and Sam3LiteText memory overflow are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "CUDA assert on A800 for Qwen3 auto device mapping is unrelated to the 2^24 category limit error." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "torch.compile/SDPA crash in Bamba is unrelated to local dataset loading in the training script." + }, + { + "left": "issue:43827", + "right": "issue:47321", + "accept": false, + "reason": "Documentation references to removed pipelines have nothing to do with the AMD quark class update issue." + }, + { + "left": "issue:44242", + "right": "issue:46897", + "accept": false, + "reason": "Both are training-loss issues, but they affect different mechanisms and models; not the same bug." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "Paged generate warning and Whisper empty-transcription crash are unrelated." + }, + { + "left": "issue:25251", + "right": "issue:29870", + "accept": false, + "reason": "Pipeline top_k nesting bug and Bart decoder_attention_mask UnboundLocalError are different generation issues." + }, + { + "left": "issue:43854", + "right": "issue:44792", + "accept": false, + "reason": "Different model/test failures: GLM-4.7-Flash unit-test loading vs janus image generation test." + }, + { + "left": "issue:39692", + "right": "issue:47321", + "accept": false, + "reason": "SigLIP2 documentation/quantization errors are unrelated to AMD quark class updates." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Sam3PixelDecoder dummy Conv2d and OmDet-Turbo input-size mismatch are different vision-model bugs." + }, + { + "left": "issue:45381", + "right": "issue:46655", + "accept": false, + "reason": "Both are video-processing bugs, but they are model-specific and involve different computations." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug is unrelated to the local dataset script failure." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Missing image_utils import and Qwen3.5 chat crash are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Separate regressions: v5.3.0 video-input regression vs KV-cache continuation tensor indexing." + }, + { + "left": "issue:44617", + "right": "issue:46369", + "accept": false, + "reason": "Both are memory-related in Sam3 models, but the reported causes and model variants differ." + }, + { + "left": "issue:39692", + "right": "issue:44190", + "accept": false, + "reason": "SigLIP2 doc example errors and local dataset loading failure are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:46697", + "accept": false, + "reason": "Different image-processor bugs: Beit reduce_labels truncation vs Swin2SR over-padding." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Processor/tokenizer regression and Gemma4 embedding resize bug are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:46421", + "accept": false, + "reason": "Both mention chunked prefill/cache, but one is missing cache and the other is spurious recompilation from lazy init; not the same concrete bug." + }, + { + "left": "issue:44779", + "right": "issue:46489", + "accept": true, + "reason": "Both report DeepSeek tokenizer regressions on v5+ producing incorrect output; 46489 explicitly frames itself as a gap in the prior fix." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The only accepted soft-edge pair, issue:44779 and issue:46489, is well supported by the titles and the stated prior-fix gap. The other pair rejections are cautious and consistent with the issue descriptions. " + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 41, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:27957", + "issue:32090", + "issue:35141", + "issue:36246", + "issue:41628", + "issue:42175", + "issue:42796", + "issue:43317", + "issue:43335", + "issue:43404", + "issue:43531", + "issue:43540", + "issue:43611", + "issue:43643", + "issue:43673", + "issue:43854", + "issue:43994", + "issue:44112", + "issue:44246", + "issue:44279", + "issue:44462", + "issue:44496", + "issue:44521", + "issue:44734", + "issue:44737", + "issue:44938", + "issue:44964", + "issue:45003", + "issue:45127", + "issue:45216", + "issue:45276", + "issue:45290", + "issue:45357", + "issue:45381", + "issue:45542", + "issue:45584", + "issue:45593", + "issue:45600", + "issue:45632", + "issue:45803", + "issue:45907", + "issue:46234", + "issue:46752", + "issue:46858", + "issue:47145", + "issue:47217", + "issue:47312", + "issue:47321" + ], + "soft_pairs": [ + "issue:45127|issue:45357", + "issue:43540|issue:44734", + "issue:45276|issue:45584", + "issue:44462|issue:45907", + "issue:47145|issue:47321", + "issue:43854|issue:44964", + "issue:44521|issue:45381", + "issue:44112|issue:45600", + "issue:43317|issue:47312", + "issue:43643|issue:44496", + "issue:43994|issue:47321", + "issue:45290|issue:46752", + "issue:43673|issue:46858", + "issue:43611|issue:47321", + "issue:44246|issue:45003", + "issue:27957|issue:35141", + "issue:44112|issue:44964", + "issue:44737|issue:45803", + "issue:42175|issue:44279", + "issue:44938|issue:45542", + "issue:44964|issue:45600", + "issue:43404|issue:45216", + "issue:42796|issue:44521", + "issue:32090|issue:35141", + "issue:45632|issue:46234", + "issue:44496|issue:47217", + "issue:43531|issue:45600", + "issue:36246|issue:41628", + "issue:43335|issue:45593" + ], + "prepared_review_unit_hash": "0a5f681eb880a7a2de2c15048966dc6925e7b83296bf64a8ac28fd731abc2095", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011285, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36585, + "estimated_input_tokens": 9147, + "estimated_eval_tokens": 18550 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All proposed soft edges look like distinct bugs or regressions rather than duplicates, so no mergeable duplicate cluster emerges here.", + "confidence": 0.95, + "canonical_issue_reason": "No clear canonical issue: the candidate pairs span unrelated topics such as tokenizer behavior, multimodal template handling, cache/generation internals, model loading, and CI/backend setup.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a strong cluster representative because none of the soft pairs appear to describe the same underlying problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "Both concern Qwen3.5 save/tie-weight behavior, but one is about LoRA/extended-vocab collapse and the other about incorrect visual encoder keys; different failure modes." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "One is a Qwen3OmniMoe video-input error, the other is a serve/KV-cache continuation indexing crash; unrelated code paths." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Gemma4 resize-token-embeddings behavior and Whisper empty-transcription handling are unrelated bugs in different subsystems." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer.json loading and list_repo_files revision forwarding affect different APIs and do not describe the same bug." + }, + { + "left": "issue:47145", + "right": "issue:47321", + "accept": false, + "reason": "FP8 weight_scale loading corruption and AMD quark class updates are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Both are model-load failures, but they affect different models with different causes and fixes." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "assistant_masks being all zero is a chat-template bug; wrong vision_position_ids is a Qwen2.5-VL video-positioning bug." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "Both involve CI breakage, but one is a stale GraniteSpeech test and the other is outdated auto_mappings references; different problems." + }, + { + "left": "issue:43317", + "right": "issue:47312", + "accept": false, + "reason": "device_map/offload loading failure and kernel-compatibility issues are not the same underlying bug." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "trust_remote_code returning missing fields and unrecognized-model config loading are distinct config-loading issues." + }, + { + "left": "issue:43994", + "right": "issue:47321", + "accept": false, + "reason": "SigLIP2 inference corruption and AMD quark class updates are unrelated." + }, + { + "left": "issue:45290", + "right": "issue:46752", + "accept": false, + "reason": "Both hit apply_chat_template, but one is tool-call messages with no content and the other is an empty-input IndexError; different edge cases." + }, + { + "left": "issue:43673", + "right": "issue:46858", + "accept": false, + "reason": "Both touch generation cache, but one is a missing cache in chunked_prefill and the other is device-tensor seq_length arithmetic under static cache/compile." + }, + { + "left": "issue:43611", + "right": "issue:47321", + "accept": false, + "reason": "A base_model_prefix loading regression and an AMD quark class update are unrelated." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import slowness and unsafe sys.modules access are different problems; one is performance, the other is correctness/safety." + }, + { + "left": "issue:27957", + "right": "issue:35141", + "accept": false, + "reason": "XLMRoberta Flash Attention support and token-embedding reinitialization after resize are unrelated." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "GraniteSpeech CI test staleness and Phi-4 multimodal loading failure do not share a concrete bug." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "XLNet CPU placement bug and Fuyu bare-except error swallowing are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "TensorFlow backend packaging and a generic dependency issue are too different to be duplicates." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 import failure and missing TensorFlow backend due to tensorboard-only install are unrelated." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Phi-4 multimodal load failure and stale Sam3LiteText auto-mappings references are different issues." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Mistral3 lm_head tying and Qwen3.5 save_pretrained regression affect different models and serialization paths." + }, + { + "left": "issue:42796", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer BPE marker handling and multimodal chat-template assistant masks are unrelated." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer GPU broadcast NoneType error and output embedding reinitialization are different bugs." + }, + { + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "trust_remote_code cache-path collisions and a missing import_utils helper are unrelated." + }, + { + "left": "issue:44496", + "right": "issue:47217", + "accept": false, + "reason": "Unrecognized model loading and VL placeholder handling are different model/input issues." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and removed-config references in auto_mappings do not match." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "A missing Qwen2_5_VLImageProcessor export and inability to import AutoImageProcessor are related only at a very broad import level, not the same concrete bug." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction and D-FINE auxiliary-loss behavior are unrelated model-specific bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 42, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:36246", + "issue:38617", + "issue:39692", + "issue:41950", + "issue:42907", + "issue:42994", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43441", + "issue:43479", + "issue:43526", + "issue:43650", + "issue:43673", + "issue:43824", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44220", + "issue:44279", + "issue:44295", + "issue:44327", + "issue:44336", + "issue:44496", + "issue:44683", + "issue:44792", + "issue:44933", + "issue:44987", + "issue:45042", + "issue:45083", + "issue:45216", + "issue:45335", + "issue:45375", + "issue:45446", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45759", + "issue:46082", + "issue:46121", + "issue:46424", + "issue:46506", + "issue:46515", + "issue:46752", + "issue:46932", + "issue:47332", + "issue:47333" + ], + "soft_pairs": [ + "issue:36246|issue:38617", + "issue:44496|issue:45042", + "issue:45083|issue:46506", + "issue:44295|issue:46506", + "issue:43295|issue:45335", + "issue:41950|issue:44016", + "issue:43976|issue:44987", + "issue:43673|issue:46424", + "issue:44683|issue:45446", + "issue:39692|issue:46932", + "issue:46082|issue:46121", + "issue:43673|issue:44336", + "issue:43526|issue:43901", + "issue:44496|issue:45759", + "issue:42994|issue:47333", + "issue:44016|issue:44220", + "issue:43381|issue:45593", + "issue:42907|issue:43441", + "issue:43650|issue:44220", + "issue:44016|issue:44062", + "issue:44327|issue:46752", + "issue:44792|issue:46424", + "issue:43441|issue:45588", + "issue:44279|issue:46515", + "issue:42994|issue:47332", + "issue:43976|issue:44279", + "issue:43824|issue:44933", + "issue:43479|issue:45375", + "issue:45335|issue:45584", + "issue:43299|issue:45216", + "issue:43901|issue:44496" + ], + "prepared_review_unit_hash": "cd5f089acc63ace55016c7702a89578e18cc17b399fe5049baea5850d011f883", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011285, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36968, + "estimated_input_tokens": 9242, + "estimated_eval_tokens": 18740 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a grab bag of unrelated Transformers issues: import/export regressions, model loading/saving problems, pipeline bugs, docs, and a few model-specific edge cases. None of the soft-linked pairs look like the same underlying bug or change.", + "confidence": 0.92, + "canonical_issue_reason": "issue:43824 is the strongest representative of the cluster\u2019s most prominent pattern: a user-facing import/export regression with real downstream impact and inbound references. It is also cleaner and more central than the more niche model- or docs-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43824 has the best signal for a canonical issue: clear repro, broad API surface, and multiple references indicating it is a meaningful regression rather than a narrow one-off.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Different missing symbols in different modules; unrelated import errors." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Unrecognized model loading vs PIL/torchvision backend requirement; different code paths." + }, + { + "left": "issue:45083", + "right": "issue:46506", + "accept": false, + "reason": "Different models and failures: helper length logic vs CPU/CUDA output mismatch." + }, + { + "left": "issue:44295", + "right": "issue:46506", + "accept": false, + "reason": "Position_ids buffer handling is unrelated to PPDocLayoutV3 CPU/CUDA divergence." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Custom processor/tokenizer regression vs embedding resize bug; not the same issue." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Pipeline image-processor bug vs notebook syntax error; unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Python version compatibility issue vs model-loading failure for a specific repo; different problems." + }, + { + "left": "issue:43673", + "right": "issue:46424", + "accept": false, + "reason": "Both mention cache, but one is chunked prefill cache missing and the other is max_cache_length semantics; different bugs." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Same subsystem, but compiled flex_attention failure and AuxRequest version-check bug are different code-path issues." + }, + { + "left": "issue:39692", + "right": "issue:46932", + "accept": false, + "reason": "Docs example errors vs quantized vision/audio dtype casting; not the same bug." + }, + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "Llama head_dim validation vs rope parameter type handling; unrelated config bugs." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Generation cache regression vs ANSI output in loading_report; no overlap." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "Beit image processor label reduction bug vs text-classification docs mismatch; unrelated." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Different model-loading failures in different model families and code paths." + }, + { + "left": "issue:42994", + "right": "issue:47333", + "accept": false, + "reason": "Both concern saving, but quantized-model saving and disk-offloaded model saving are distinct issues." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error vs feature-extraction helper failure; unrelated." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing eval-mode restriction is unrelated to D-FINE auxiliary-loss behavior." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Saving dequantized Ministral/Devstral models vs FlashAttention failure in Ministral-3; different bugs." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "Placeholder title vs audio feature extraction bug; no relation." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error vs AddedToken keyword argument error; unrelated." + }, + { + "left": "issue:44327", + "right": "issue:46752", + "accept": false, + "reason": "Different empty-input/indexing crashes in different APIs; not the same code path." + }, + { + "left": "issue:44792", + "right": "issue:46424", + "accept": false, + "reason": "Janus image-generation test failure vs cache config semantics; unrelated." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both involve flash attention, but one is a model-specific RC regression and the other is an s_aux=None crash; not the same bug." + }, + { + "left": "issue:44279", + "right": "issue:46515", + "accept": false, + "reason": "Generic dependency issue vs specific torch 2.4.1 incompatibility; different scope and root cause." + }, + { + "left": "issue:42994", + "right": "issue:47332", + "accept": false, + "reason": "Quantized save failure vs disk-offloaded Qwen3-VL save failure; different save paths and models." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "Python support regression vs generic dependency issue; unrelated." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Top-level Qwen import failure vs missing image_utils import; both are import errors but not the same symbol or fix." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Different multimodal config bugs: default-init handling vs missing strict field serialization." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Token embedding resize bug vs Whisper empty transcription generation crash; unrelated." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Qwen3VL load regression vs Qwen3.5 save_pretrained regression; different operations and failure modes." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Documentation mismatch vs model config loading error; unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 43, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:39692", + "issue:41950", + "issue:42796", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43577", + "issue:43644", + "issue:43650", + "issue:43653", + "issue:43854", + "issue:43901", + "issue:43931", + "issue:43976", + "issue:44016", + "issue:44075", + "issue:44242", + "issue:44279", + "issue:44291", + "issue:44351", + "issue:44368", + "issue:44462", + "issue:44466", + "issue:44683", + "issue:44779", + "issue:45020", + "issue:45081", + "issue:45200", + "issue:45216", + "issue:45276", + "issue:45278", + "issue:45357", + "issue:45405", + "issue:45542", + "issue:45593", + "issue:45812", + "issue:45823", + "issue:46082", + "issue:46123", + "issue:46209", + "issue:46369", + "issue:46399", + "issue:46512", + "issue:46614", + "issue:47000", + "issue:47085", + "issue:47145", + "issue:47217" + ], + "soft_pairs": [ + "issue:43901|issue:47217", + "issue:44279|issue:45405", + "issue:43295|issue:44779", + "issue:41950|issue:45020", + "issue:39692|issue:43901", + "issue:46123|issue:46369", + "issue:42796|issue:43650", + "issue:46614|issue:47085", + "issue:43577|issue:45216", + "issue:44779|issue:45812", + "issue:44075|issue:44368", + "issue:43976|issue:45405", + "issue:41950|issue:45823", + "issue:44466|issue:45276", + "issue:43299|issue:45357", + "issue:43381|issue:47000", + "issue:43653|issue:45593", + "issue:46082|issue:46399", + "issue:46082|issue:46512", + "issue:44351|issue:45278", + "issue:44462|issue:45081", + "issue:43299|issue:43854", + "issue:43650|issue:46209", + "issue:44242|issue:45200", + "issue:43644|issue:47145", + "issue:44016|issue:44291", + "issue:43931|issue:47145", + "issue:44683|issue:45542" + ], + "prepared_review_unit_hash": "1b18b855b3d73b9fa467883c13f6a2b2ce87a65b4377272f3688c9e1f3a3ee80", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011285, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36216, + "estimated_input_tokens": 9054, + "estimated_eval_tokens": 18364 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a true duplicate set: the issues span many unrelated regressions, tokenizer bugs, docs errors, loading failures, and dependency problems across different models and subsystems. All soft links look like superficial similarity rather than the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue is appropriate because the cluster is heterogeneous; the items do not share one concrete code-path or root cause.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue: none of these issues can represent the cluster as a whole since they are unrelated defects across different areas.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43901", + "right": "issue:47217", + "accept": false, + "reason": "Docs text about return_all_scores is unrelated to a VL placeholder-in-text runtime failure." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "Both are dependency-related, but one is a generic transformers dependency issue and the other is an unreleased peft version bump; different problems." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Both involve tokenizer regressions, but they affect different APIs/models and describe different failure modes." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Video-classification processor lookup and remote_code model breakage are different code paths with different symptoms." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Two unrelated documentation issues; no shared bug or fix target." + }, + { + "left": "issue:46123", + "right": "issue:46369", + "accept": false, + "reason": "MaskGenerationPipeline partial-batch handling is unrelated to sam3-litetext memory overflow." + }, + { + "left": "issue:42796", + "right": "issue:43650", + "accept": false, + "reason": "Tokenizer BPE marker handling and a generic 'ADD THE DATA' issue are clearly unrelated." + }, + { + "left": "issue:46614", + "right": "issue:47085", + "accept": false, + "reason": "Stale phonemizer backend state is a different subsystem from tokenizer thread-safety." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "Blip2 dtype propagation on load and Qwen3.5 save_pretrained serialization are different bugs." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they concern different models and likely different root causes." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "Optimizer argument handling is unrelated to a tied-embeddings warning." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python version compatibility and an unreleased dependency version are unrelated." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Image-processor lookup in a video pipeline is unrelated to Gemma4 device-map placement." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Serialization inconsistency and embedding resize propagation are distinct behaviors, not the same bug." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Both involve Qwen3-family models, but one is loading failure and the other is save_pretrained key serialization; not the same issue." + }, + { + "left": "issue:43381", + "right": "issue:47000", + "accept": false, + "reason": "Gradient checkpointing eval-mode behavior is unrelated to RTDetrLoss infeasibility." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and D-FINE auxiliary-loss omission are different defects." + }, + { + "left": "issue:46082", + "right": "issue:46399", + "accept": false, + "reason": "LlamaConfig head_dim validation and Qwen3.5 kernel registration are unrelated." + }, + { + "left": "issue:46082", + "right": "issue:46512", + "accept": false, + "reason": "Explicit head_dim validation has no overlap with from_config dtype/config staleness." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "A missing HybridCache export and broad import errors after upgrade are related only at a very high level, not the same concrete bug." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json and a Mistral regex patch crash are different tokenizer-loading issues." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Qwen3-VL loading failure and GLM-4.7-Flash test loading failure are model-specific, separate bugs." + }, + { + "left": "issue:43650", + "right": "issue:46209", + "accept": false, + "reason": "A placeholder issue and an FP8 inference bug are unrelated." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Router load-balancing loss and Gemma4 mm_token_type_ids defaults are different model-training issues." + }, + { + "left": "issue:43644", + "right": "issue:47145", + "accept": false, + "reason": "Non-persistent buffer junk fill and FP8 weight_scale omission are both corruption issues, but with different mechanisms and fixes." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "A notebook syntax error and an init_empty_weights TypeError are unrelated." + }, + { + "left": "issue:43931", + "right": "issue:47145", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch is unrelated to FP8 compressed-tensors scaling." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Compiled flex_attention on torch 2.9 and a TensorBoard/TensorFlow backend issue are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 44, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:33290", + "issue:42175", + "issue:42796", + "issue:42994", + "issue:43317", + "issue:43441", + "issue:43479", + "issue:43525", + "issue:43575", + "issue:43643", + "issue:43673", + "issue:43761", + "issue:43784", + "issue:43824", + "issue:43873", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44186", + "issue:44188", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44336", + "issue:44623", + "issue:44671", + "issue:44749", + "issue:44779", + "issue:45081", + "issue:45103", + "issue:45325", + "issue:45372", + "issue:45397", + "issue:45542", + "issue:45588", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45800", + "issue:45823", + "issue:45834", + "issue:45859", + "issue:45907", + "issue:46851", + "issue:47000", + "issue:47145", + "issue:47217" + ], + "soft_pairs": [ + "issue:45081|issue:45907", + "issue:45588|issue:47000", + "issue:44336|issue:46851", + "issue:43441|issue:45834", + "issue:45859|issue:46851", + "issue:45103|issue:45372", + "issue:43479|issue:43525", + "issue:43873|issue:47145", + "issue:33290|issue:45656", + "issue:42994|issue:43317", + "issue:44623|issue:44749", + "issue:42175|issue:43976", + "issue:44246|issue:47217", + "issue:44623|issue:45397", + "issue:44671|issue:44779", + "issue:44261|issue:44263", + "issue:44016|issue:45823", + "issue:45542|issue:45800", + "issue:44186|issue:47000", + "issue:43673|issue:43761", + "issue:43525|issue:43881", + "issue:43784|issue:45542", + "issue:45600|issue:45712", + "issue:44188|issue:44336", + "issue:43901|issue:44246", + "issue:43525|issue:43643", + "issue:42796|issue:43441", + "issue:45325|issue:46851", + "issue:43575|issue:47145", + "issue:43824|issue:43976" + ], + "prepared_review_unit_hash": "17307341a9d6a329ebe440cd95fa5379304a2998ec999b672c85d53a7767c5cd", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011285, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36712, + "estimated_input_tokens": 9178, + "estimated_eval_tokens": 18612 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a heterogeneous cluster of mostly unrelated Transformer issues; they span packaging, tokenizers, model loading, offloading/quantization, docs, and runtime regressions. I do not see any soft pair that is clearly the same underlying bug or change.", + "confidence": 0.91, + "canonical_issue_reason": "issue:43873 is the most active open report with multiple inbound references and a broad runtime theme (quantization/offloading), so it is the best representative anchor for this otherwise unrelated set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the strongest issue anchor by activity/refs and centrality, but only as a representative\u2014not as a true duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Different areas: Mistral tokenizer regex patching vs a Hub file-listing revision-forwarding bug." + }, + { + "left": "issue:45588", + "right": "issue:47000", + "accept": false, + "reason": "FlashAttention sink handling crash and RTDetr loss infeasible-cost-matrix are unrelated code paths." + }, + { + "left": "issue:44336", + "right": "issue:46851", + "accept": false, + "reason": "ANSI escape output in loading reports is unrelated to Qwen3.5 variable-length position_ids behavior." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "Ministral FlashAttention failure and Kosmos2.5 OCR index error do not describe the same defect." + }, + { + "left": "issue:45859", + "right": "issue:46851", + "accept": false, + "reason": "Both mention position/rotary behavior, but one is CPU offload compatibility and the other is variable-length inputs; not the same bug." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "auto_docstring annotation handling and a mistral_common import error are unrelated." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Phi4Multimodal config defaulting and Llama4Config missing pad_token_id are different config initialization bugs." + }, + { + "left": "issue:43873", + "right": "issue:47145", + "accept": false, + "reason": "General offloading/quantization issues, but one is behavior not working and the other is silent FP8 weight_scale corruption; not the same concrete bug." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Deepspeed optimizer OOM and double optimizer-step invocation are distinct training-loop problems." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Quantized model saving failure and dequantized load with cpu offload failure are different lifecycle stages and failure modes." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Missing processor save files and a training-data filtering slowdown are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "TensorFlow backend packaging and Python version compatibility are separate environment issues." + }, + { + "left": "issue:44246", + "right": "issue:47217", + "accept": false, + "reason": "Intermittent slow import and VL image-placeholder handling are unrelated runtime problems." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "processor.save_pretrained missing files and gemma-4 zero3 from_pretrained failure are different bugs." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "CamemBERT masked LM regression and Deepseek tokenizer regression are model-specific and not the same issue." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "MLA q_a_layernorm precision/config issue and GlmMoeDsaIndexer split return-values issue are unrelated." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error and Gemma4 device-mismatch during forward are unrelated." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "Missing TensorFlow backend installation and torch/transformers incompatibility are different environment/setup problems." + }, + { + "left": "issue:44186", + "right": "issue:47000", + "accept": false, + "reason": "LayoutLMv2 tokenization crash and RTDetr loss infeasible-cost-matrix are unrelated model components." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Generation cache missing in chunked prefill and CLIPVision hidden_states regression are different v5 regressions in different modules." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Llama4Config pad_token_id missing and glm-4v-9b loading failure are not the same failure path." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "sentence-transformers import NameError and TensorFlow backend packaging issue are unrelated." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "auto_mappings stale config references and leftover dummy classes are different maintenance/CI problems." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "torch.compile attention-kernel divergence and ANSI codes in loading_report are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "docs mismatch for return_all_scores and sporadic slow import are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Missing pad_token_id on Llama4Config and missing fields with trust_remote_code are similar in theme but not the same defect." + }, + { + "left": "issue:42796", + "right": "issue:43441", + "accept": false, + "reason": "Tokenizer BPE-marker handling and FlashAttention failure are different issues." + }, + { + "left": "issue:45325", + "right": "issue:46851", + "accept": false, + "reason": "Both involve position_ids, but one is Qwen2.5-VL rope scaling and the other is Qwen3.5 variable-length input handling; not a duplicate." + }, + { + "left": "issue:43575", + "right": "issue:47145", + "accept": false, + "reason": "Tensor-parallel OOM on load and FP8 checkpoint corruption are different quantization/loading failures." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "ImportError for Qwen2_5_VLForConditionalGeneration and Python 3.9+/3.10+ compatibility are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 45, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:42491", + "issue:42617", + "issue:42915", + "issue:43299", + "issue:43526", + "issue:43540", + "issue:43550", + "issue:43723", + "issue:43976", + "issue:44162", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44297", + "issue:44336", + "issue:44373", + "issue:44485", + "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:45593", + "issue:46291", + "issue:46399", + "issue:46506", + "issue:46614", + "issue:46655", + "issue:46665", + "issue:46726", + "issue:46752", + "issue:46821", + "issue:46829", + "issue:46851", + "issue:47145", + "issue:47176", + "issue:47177", + "issue:47217", + "issue:47312", + "issue:47333" + ], + "soft_pairs": [ + "issue:44589|issue:45362", + "issue:47176|issue:47177", + "issue:44336|issue:44373", + "issue:43723|issue:44162", + "issue:45362|issue:47333", + "issue:44297|issue:45397", + "issue:44246|issue:44496", + "issue:45083|issue:46851", + "issue:44871|issue:47145", + "issue:42617|issue:43976", + "issue:46291|issue:46399", + "issue:46655|issue:46726", + "issue:46399|issue:46851", + "issue:45003|issue:47217", + "issue:42491|issue:43299", + "issue:45072|issue:46829", + "issue:43526|issue:45003", + "issue:43540|issue:46752", + "issue:45103|issue:46399", + "issue:44295|issue:45397", + "issue:45588|issue:46851", + "issue:45561|issue:45563", + "issue:44246|issue:44871", + "issue:46614|issue:46665", + "issue:45003|issue:46821", + "issue:44336|issue:44485", + "issue:43550|issue:46506", + "issue:44242|issue:45593", + "issue:43540|issue:46655", + "issue:42915|issue:47312" + ], + "prepared_review_unit_hash": "072bd4afcb0e9219f26bcdcb4428123634b1925f71eddad3c48a6c6a575c9266", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011285, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 35950, + "estimated_input_tokens": 8988, + "estimated_eval_tokens": 18232 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous and the soft-similarity edges are false positives. The only visible mini-theme is Qwen/MoE/version-regression loading issues, but even there the reports point at different code paths and failure modes, so I would not merge any pair. If a single issue has to anchor the cluster, 42491 is the best representative because it is the broadest and earliest Qwen3 MoE compatibility regression report.", + "confidence": 0.66, + "canonical_issue_reason": "issue:42491 is the earliest and broadest report in the Qwen3 MoE compatibility/version-regression mini-theme; it reads like the most general user-facing loading failure among the related reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42491 is the best issue anchor because it captures the core compatibility break between older hf4.x-trained Qwen3 MoE LoRA artifacts and the current hf5.x branch, which is broader than the more specialized follow-up reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Different failures: FP8 storage lookup vs Qwen3.5 chat crash; no shared code-path evidence." + }, + { + "left": "issue:47176", + "right": "issue:47177", + "accept": false, + "reason": "Both are security-related, but they are different vulnerability classes (shell-operator bypass vs archive path traversal)." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "Unrelated bugs: ANSI output handling vs a wrong docstring." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Different problems in different model/tokenizer paths; same broad library area is not enough." + }, + { + "left": "issue:45362", + "right": "issue:47333", + "accept": false, + "reason": "Different features and failures: chat crash on one model vs offloading save failure on another." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer config mismatch vs ZeRO-3 from_pretrained issue; different code paths." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Performance/import latency issue vs model type/config recognition failure; not the same bug." + }, + { + "left": "issue:45083", + "right": "issue:46851", + "accept": false, + "reason": "Both are Qwen-related, but one is a feature-length helper bug and the other is a position_ids variable-length failure." + }, + { + "left": "issue:44871", + "right": "issue:47145", + "accept": false, + "reason": "Gemma EOS config inconsistency and FP8 compressed-tensors weight_scale loss are unrelated." + }, + { + "left": "issue:42617", + "right": "issue:43976", + "accept": false, + "reason": "3d_parallel.py runtime failure and Python-version incompatibility are different issues." + }, + { + "left": "issue:46291", + "right": "issue:46399", + "accept": false, + "reason": "Both mention kernels, but one is import-time dependency validation and the other is a Qwen3.5 registration crash; not the same concrete fix." + }, + { + "left": "issue:46655", + "right": "issue:46726", + "accept": false, + "reason": "Incorrect video padding calculation vs missing vision backend handling for AutoProcessor." + }, + { + "left": "issue:46399", + "right": "issue:46851", + "accept": false, + "reason": "Different Qwen3.5 failures: kernel registration error vs variable-length position_ids behavior." + }, + { + "left": "issue:45003", + "right": "issue:47217", + "accept": false, + "reason": "Sys.modules access bug and VL image-placeholder parsing failure are unrelated." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both are Qwen3 MoE loading regressions, but the titles point to different artifacts and failure contexts; not enough to treat as one concrete bug." + }, + { + "left": "issue:45072", + "right": "issue:46829", + "accept": false, + "reason": "Different model families and different output/dtype problems." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "Beit reduce_labels bug vs modeling_utils sys.modules access; no overlap beyond being library bugs." + }, + { + "left": "issue:43540", + "right": "issue:46752", + "accept": false, + "reason": "Video-input ValueError in Qwen3OmniMoe vs empty-list chat template IndexError; unrelated." + }, + { + "left": "issue:45103", + "right": "issue:46399", + "accept": false, + "reason": "Auto-docstring annotation parsing crash and Qwen3.5 kernel-registration crash are separate subsystems." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "Position_ids buffer access issue vs gemma-4 ZeRO-3 loading; different code paths." + }, + { + "left": "issue:45588", + "right": "issue:46851", + "accept": false, + "reason": "Flash-attention s_aux=None crash and variable-length position_ids bug are distinct failures." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "Testing-utils xdist race and stale generate warning are unrelated." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import latency vs EOS token configuration mismatch; no shared bug." + }, + { + "left": "issue:46614", + "right": "issue:46665", + "accept": false, + "reason": "Stale phonemizer language backend vs inconsistent from_pretrained behavior inside Python classes." + }, + { + "left": "issue:45003", + "right": "issue:46821", + "accept": false, + "reason": "Unsafe sys.modules access and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "ANSI code generation and GLM-5 RoPE discussion are not the same issue." + }, + { + "left": "issue:43550", + "right": "issue:46506", + "accept": false, + "reason": "Different model/runtime failures: torch.compile with SDPA vs CPU/CUDA result divergence." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Load-balancing loss gating and D-FINE auxiliary-loss suppression are different model-specific behaviors." + }, + { + "left": "issue:43540", + "right": "issue:46655", + "accept": false, + "reason": "Different preprocessing bugs in different multimodal models." + }, + { + "left": "issue:42915", + "right": "issue:47312", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure and kernels 0.16 incompatibility are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 46, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:36246", + "issue:41950", + "issue:42757", + "issue:42886", + "issue:43257", + "issue:43295", + "issue:43352", + "issue:43475", + "issue:43596", + "issue:43901", + "issue:44038", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44220", + "issue:44295", + "issue:44351", + "issue:44451", + "issue:44466", + "issue:44479", + "issue:44623", + "issue:44749", + "issue:44779", + "issue:44877", + "issue:44987", + "issue:44995", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45250", + "issue:45292", + "issue:45335", + "issue:45375", + "issue:45459", + "issue:45561", + "issue:45600", + "issue:45701", + "issue:45759", + "issue:46132", + "issue:46170", + "issue:46369", + "issue:46506", + "issue:46655", + "issue:46726", + "issue:46752", + "issue:47217", + "issue:47321" + ], + "soft_pairs": [ + "issue:42886|issue:46132", + "issue:44779|issue:45292", + "issue:41950|issue:44220", + "issue:46726|issue:47217", + "issue:43901|issue:45003", + "issue:43257|issue:45137", + "issue:44479|issue:46655", + "issue:36246|issue:43596", + "issue:36246|issue:42757", + "issue:36246|issue:44351", + "issue:45375|issue:45759", + "issue:44451|issue:46752", + "issue:44295|issue:44749", + "issue:45292|issue:45701", + "issue:44162|issue:45200", + "issue:43295|issue:45292", + "issue:43352|issue:45250", + "issue:45137|issue:45600", + "issue:44466|issue:45335", + "issue:46170|issue:47321", + "issue:44060|issue:44077", + "issue:45003|issue:45561", + "issue:43475|issue:46369", + "issue:44877|issue:45375", + "issue:44623|issue:46726", + "issue:44038|issue:46506", + "issue:44987|issue:45459", + "issue:44995|issue:45200" + ], + "prepared_review_unit_hash": "f33b85928319fd95019b07c0ece3b8fcfc0708b40d9c419dc95f07676d62d1e4", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011285, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35396, + "estimated_input_tokens": 8849, + "estimated_eval_tokens": 17954 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a bag of unrelated transformer bugs and regressions with superficial topical overlap (Qwen, video, Deepspeed, config/import issues). None of the soft pairs look like the same underlying bug or change, so no duplicate merge is justified.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Offline tokenizer cache loading and AttentionInterface.register behavior are unrelated failure modes." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "One is a tokenizer regression; the other is resize_token_embeddings not updating output embeddings." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification processor selection and _torch_extract_fbank_features are different code paths and symptoms." + }, + { + "left": "issue:46726", + "right": "issue:47217", + "accept": false, + "reason": "Missing vision backend import handling is distinct from empty user-text image placeholder handling." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Docs mismatch for return_all_scores is not the same as unsafe sys.modules access." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Both involve DeepSpeed, but one is weight conversion with accelerate and the other is a zero3 deque IndexError." + }, + { + "left": "issue:44479", + "right": "issue:46655", + "accept": false, + "reason": "Broad Qwen video-input regression is different from SmolVLM's video padding bug." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "Qwen2.5-VL import failure and BertModel zero3 IndexError are unrelated." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Missing Qwen image processor symbol is unrelated to huggingface_hub.is_offline_mode import failure." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different missing APIs with different causes." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "A missing config field in Qwen3.5-Moe vision config is not the same as AutoModelForCausalLM text_config unwrapping." + }, + { + "left": "issue:44451", + "right": "issue:46752", + "accept": false, + "reason": "Model loading failure and apply_chat_template empty-list IndexError are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "Position_ids buffer access and a 5.3.0 preprocessing slowdown are different bugs." + }, + { + "left": "issue:45292", + "right": "issue:45701", + "accept": false, + "reason": "resize_token_embeddings behavior is unrelated to tokenization output changes across versions." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage and Gemma 4 token_type_ids defaulting are separate model-specific issues." + }, + { + "left": "issue:43295", + "right": "issue:45292", + "accept": false, + "reason": "Processor/tokenizer regression is not the same as output_embeddings not tracking resized embeddings." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "Lack of FA2 support for NemotronH is different from the generic Flash Attention 2.0 topic." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "DeepSpeed zero3 deque error and removed Sam3LiteText auto-mapping references are unrelated." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "lm_head serialization inconsistency and t5gemma decoder.embed_tokens resizing are different embedding issues." + }, + { + "left": "issue:46170", + "right": "issue:47321", + "accept": false, + "reason": "Windows ROCm torch.distributed import problems are unrelated to AMD quark class updates." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Qwen3-Next tied-weights warning and patchtsmixer post_init policy are unrelated." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Unsafe sys.modules access and pytest-xdist captured_info.txt races are different failure modes." + }, + { + "left": "issue:43475", + "right": "issue:46369", + "accept": false, + "reason": "SAM 3 video encoder missing attribute and SAM 3 LiteText memory overflow are distinct problems." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Strict granite_speech config loading and Qwen vision config field loss are not the same bug." + }, + { + "left": "issue:44623", + "right": "issue:46726", + "accept": false, + "reason": "Missing files in processor.save_pretrained and unrecognized image processor backend handling are different issues." + }, + { + "left": "issue:44038", + "right": "issue:46506", + "accept": false, + "reason": "Qwen3-VL-Moe regression and PPDocLayoutV3 CPU/CUDA divergence are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Model loading failure and tokenizer error masking from protobuf fallback are unrelated." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "GlmMoeDsa stale cache crash is unrelated to Gemma 4 token_type_ids defaults." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 47, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:29870", + "issue:30333", + "issue:42199", + "issue:42886", + "issue:42994", + "issue:43065", + "issue:43408", + "issue:43475", + "issue:43540", + "issue:43653", + "issue:43723", + "issue:43906", + "issue:43931", + "issue:44162", + "issue:44188", + "issue:44242", + "issue:44361", + "issue:44368", + "issue:44479", + "issue:44483", + "issue:44749", + "issue:44857", + "issue:44877", + "issue:44977", + "issue:44995", + "issue:45103", + "issue:45229", + "issue:45397", + "issue:45412", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:45656", + "issue:45685", + "issue:45987", + "issue:46082", + "issue:46123", + "issue:46132", + "issue:46170", + "issue:46202", + "issue:46421", + "issue:46431", + "issue:46710", + "issue:46851", + "issue:46858", + "issue:47068", + "issue:47145", + "issue:47312" + ], + "soft_pairs": [ + "issue:44242|issue:44857", + "issue:44479|issue:46170", + "issue:29870|issue:30333", + "issue:45397|issue:45656", + "issue:44877|issue:46170", + "issue:44368|issue:44977", + "issue:44995|issue:45588", + "issue:43653|issue:44162", + "issue:42199|issue:46851", + "issue:45685|issue:46431", + "issue:43475|issue:43540", + "issue:45412|issue:46123", + "issue:42886|issue:45229", + "issue:42994|issue:47312", + "issue:43723|issue:46710", + "issue:43065|issue:43408", + "issue:44188|issue:46202", + "issue:43931|issue:44368", + "issue:43906|issue:46202", + "issue:45987|issue:46082", + "issue:46132|issue:47145", + "issue:44368|issue:45563", + "issue:44483|issue:46202", + "issue:44188|issue:46421", + "issue:44361|issue:44749", + "issue:45593|issue:47068", + "issue:45103|issue:46858" + ], + "prepared_review_unit_hash": "0e9b617f94da7457c0804a23d222e6f64abcf7f294c953d5af217ad7b1fa8c2c", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011285, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35921, + "estimated_input_tokens": 8981, + "estimated_eval_tokens": 18218 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: tokenizer, generation, cache, config, quantization, and model-specific bugs are mixed together. None of the soft pairs look like the same underlying defect, so there is no credible canonical duplicate target here.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Both mention losses, but they affect different models and failure modes (router load-balancing loss vs LwDETR AMP crash). No shared code-path bug is evident." + }, + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "A video-input regression in Qwen models is unrelated to a Windows/ROCm torch.distributed import dependency issue." + }, + { + "left": "issue:29870", + "right": "issue:30333", + "accept": false, + "reason": "Bart generate() UnboundLocalError and MLflow job-state reporting are entirely different subsystems and symptoms." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Both involve DeepSpeed, but one is a Gemma-4 zero3 from_pretrained issue and the other is a duplicate optimizer-step problem; not the same bug." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "Strict config loading for granite_speech and a Windows ROCm torch.distributed dependency error are unrelated." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "A warning about tie_word_embeddings in LoRA fine-tuning is not the same as a flash-attention generation regression." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Stale indexer cache on a second forward pass and an AttributeError in flash_attention for sink-less models are distinct code paths." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and ESM2 breakage are unrelated tokenizer/model bugs." + }, + { + "left": "issue:42199", + "right": "issue:46851", + "accept": false, + "reason": "DETR cardinality handling and Qwen3.5 variable-length position_ids are different model families and different failure modes." + }, + { + "left": "issue:45685", + "right": "issue:46431", + "accept": false, + "reason": "An MPS histogram kernel type error and a missing chat template ValueError are unrelated." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "SAM3 video encoder attribute errors and Qwen3OmniMoe video processing errors do not indicate the same underlying bug." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "Memory not released on deletion and a final partial batch being dropped are unrelated issues." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU OOM are unrelated." + }, + { + "left": "issue:42994", + "right": "issue:47312", + "accept": false, + "reason": "Quantized model saving failure and kernel compatibility are not the same concrete defect." + }, + { + "left": "issue:43723", + "right": "issue:46710", + "accept": false, + "reason": "AutoTokenizer loading in v5 and an accuracy regression after upgrade are different problems." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "A dummy Conv2d in Sam3PixelDecoder and a model-type warning for sam3_video vs sam3_tracker are separate config/architecture issues." + }, + { + "left": "issue:44188", + "right": "issue:46202", + "accept": false, + "reason": "torch.compile attention-kernel branching divergence and a Gemma pipeline roundtrip issue have no shared code path." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and a Qwen3.5 warning about tied embeddings are unrelated." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "An isolated reproduction of another issue and a Gemma token roundtrip failure are not the same bug." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "StaticCache seq-length return-type mismatch and LlamaConfig head_dim validation are distinct API issues." + }, + { + "left": "issue:46132", + "right": "issue:47145", + "accept": false, + "reason": "AttentionInterface.register behavior changes and FP8 weight_scale loading corruption are unrelated." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "A Qwen3.5 config warning and a stale paging warning in generate() are different issues." + }, + { + "left": "issue:44483", + "right": "issue:46202", + "accept": false, + "reason": "Chat/completions request rejection and Gemma pipeline roundtrip failure are unrelated." + }, + { + "left": "issue:45103", + "right": "issue:46858", + "accept": false, + "reason": "auto_docstring future-annotations crash and cache seq-length device-tensor arithmetic are separate utilities/code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 48, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:39692", + "issue:41628", + "issue:43065", + "issue:43232", + "issue:43475", + "issue:43643", + "issue:43646", + "issue:43673", + "issue:43701", + "issue:43723", + "issue:43784", + "issue:43994", + "issue:44038", + "issue:44162", + "issue:44188", + "issue:44297", + "issue:44373", + "issue:44623", + "issue:44749", + "issue:44869", + "issue:44871", + "issue:44933", + "issue:44964", + "issue:45137", + "issue:45230", + "issue:45310", + "issue:45356", + "issue:45375", + "issue:45397", + "issue:45478", + "issue:45561", + "issue:45656", + "issue:46123", + "issue:46132", + "issue:46326", + "issue:46399", + "issue:46463", + "issue:46726", + "issue:46752", + "issue:46821", + "issue:46851", + "issue:46877", + "issue:47000", + "issue:47020", + "issue:47217" + ], + "soft_pairs": [ + "issue:46752|issue:47020", + "issue:43994|issue:46726", + "issue:43701|issue:44749", + "issue:44749|issue:45656", + "issue:44297|issue:44623", + "issue:43065|issue:46123", + "issue:43646|issue:44162", + "issue:44623|issue:45656", + "issue:43475|issue:46821", + "issue:43475|issue:43643", + "issue:43784|issue:46399", + "issue:44964|issue:45137", + "issue:44373|issue:46851", + "issue:39692|issue:46726", + "issue:44871|issue:46132", + "issue:44188|issue:46851", + "issue:28282|issue:30990", + "issue:46463|issue:46877", + "issue:45561|issue:47217", + "issue:45375|issue:45478", + "issue:45230|issue:45397", + "issue:43723|issue:46326", + "issue:44038|issue:44623", + "issue:46877|issue:47000", + "issue:43232|issue:43673", + "issue:44869|issue:45356", + "issue:45310|issue:45375", + "issue:41628|issue:44933" + ], + "prepared_review_unit_hash": "7a7e5cf3e84e1a56949b8be7c3e2c723154ad147e78bbe9182a556fbe7e3ec0b", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011285, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35278, + "estimated_input_tokens": 8820, + "estimated_eval_tokens": 17896 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: the soft pairs share broad themes (tokenizers, vision models, save/load, generation) but not the same concrete defect. No soft pair is strong enough to merge as a duplicate under a strict triage standard.", + "confidence": 0.79, + "canonical_issue_reason": "Issue 45310 is the most plausible canonical representative because it is a concrete, reproducible Qwen3.5/v5 loading regression and appears to be the earlier anchor for a later same-title report.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45310 is the best overall issue candidate: it is specific, actionable, and closer to an actual duplicate target than the more generic or orthogonal reports in this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46752", + "right": "issue:47020", + "accept": false, + "reason": "Both are tokenizer-related, but one is an empty-list chat-template crash and the other is a Unigram constructor type mismatch; different code paths and different failure modes." + }, + { + "left": "issue:43994", + "right": "issue:46726", + "accept": false, + "reason": "Both involve vision/image processing, but one is wrong outputs from SigLIP2 loading and the other is an explicit backend-missing error from AutoProcessor; not the same bug." + }, + { + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "Checkpoint key mismatch and a 10x filtering slowdown are unrelated." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "One is a performance regression in filtering, the other is double optimizer stepping with DeepSpeed; same training area, different defect." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Both touch save_pretrained, but one is tokenizer metadata mismatch and the other is processor file omission; not the same underlying change." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "SAM3 pixel decoder dummy Conv2d and MaskGenerationPipeline partial-batch dropping are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "A trust_remote_code AutoConfig field-loss bug is not the same as the ESM2 model breakage." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Save-pretrained file generation and DeepSpeed optimizer stepping are unrelated." + }, + { + "left": "issue:43475", + "right": "issue:46821", + "accept": false, + "reason": "Missing fpn_position_embeddings in SAM3 video is unrelated to TimesFM window_size handling." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "Both mention missing fields, but one is a model output attribute issue and the other is AutoConfig missing fields under trust_remote_code; different code paths." + }, + { + "left": "issue:43784", + "right": "issue:46399", + "accept": false, + "reason": "Import-time NameError in sentence-transformers and a Qwen3.5 decorator/registration crash are different failures." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Phi-4 multimodal loading and DeepSpeed ZeRO3 deque underflow are unrelated." + }, + { + "left": "issue:44373", + "right": "issue:46851", + "accept": false, + "reason": "A docstring issue for position_ids is not the same as an actual variable-length input bug in Qwen3.5." + }, + { + "left": "issue:39692", + "right": "issue:46726", + "accept": false, + "reason": "SigLIP2 documentation/example errors and AutoProcessor backend-missing messaging are related only at a very broad vision-model level." + }, + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "Gemma-3 eos_token_id inconsistency and AttentionInterface.register behavior change are different subsystems." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "PyTorch missing ImportError and Sentence Transformers hanging on load are unrelated symptoms." + }, + { + "left": "issue:46463", + "right": "issue:46877", + "accept": false, + "reason": "T5 decoder-input validation messaging and auto_docstring import-time stdout diagnostics are unrelated." + }, + { + "left": "issue:45561", + "right": "issue:47217", + "accept": false, + "reason": "pytest-xdist file races and VL image-placeholder handling are unrelated." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "One is a missing Qwen3.5MoeVisionConfig field being dropped by strict serialization; the other is a generic Qwen3.5 from_pretrained error. There is not enough evidence they are the same concrete bug." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "A placeholder bug report and a Gemma-4 ZeRO3 loading error are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:46326", + "accept": false, + "reason": "AutoTokenizer.from_pretrained loading failure and continue_final_message behavior for mistral_common are different issues." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe v5 bug and processor.save_pretrained file omission are different code paths." + }, + { + "left": "issue:46877", + "right": "issue:47000", + "accept": false, + "reason": "Import-time doc-lint stdout and RTDetrLoss infeasible cost matrix are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Generation kwargs update after sync_gpus and missing GenerationMixin cache in chunked prefill are both generation issues but not the same fix." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Whisper trailing replacement-character crash and Kimi-K2.5 tokenizer codec regression are separate tokenizer bugs." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Both are Qwen3.5-related, but one is a from_pretrained loading error and the other is a specific config-field omission; insufficient evidence for the same underlying bug." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Cannot import AutoImageProcessor and a non-existent image_utils import are related import failures but not the same concrete issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 49, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:33290", + "issue:35141", + "issue:36010", + "issue:41628", + "issue:42175", + "issue:42371", + "issue:42673", + "issue:42831", + "issue:42898", + "issue:43232", + "issue:43278", + "issue:43704", + "issue:43784", + "issue:43824", + "issue:43873", + "issue:43976", + "issue:44038", + "issue:44222", + "issue:44351", + "issue:44496", + "issue:44568", + "issue:44661", + "issue:44743", + "issue:44792", + "issue:44843", + "issue:44857", + "issue:44933", + "issue:44945", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45137", + "issue:45310", + "issue:45405", + "issue:45406", + "issue:45561", + "issue:45593", + "issue:45712", + "issue:45753", + "issue:46202", + "issue:46701", + "issue:46877", + "issue:47059", + "issue:47068", + "issue:47085" + ], + "soft_pairs": [ + "issue:43873|issue:44945", + "issue:42371|issue:45092", + "issue:36010|issue:41628", + "issue:44661|issue:47059", + "issue:43278|issue:45137", + "issue:45406|issue:46202", + "issue:45081|issue:45103", + "issue:46202|issue:46701", + "issue:44857|issue:46877", + "issue:45593|issue:46877", + "issue:44038|issue:45310", + "issue:41628|issue:44351", + "issue:44945|issue:45753", + "issue:43232|issue:44792", + "issue:44222|issue:45310", + "issue:45561|issue:47059", + "issue:42175|issue:44933", + "issue:44743|issue:47068", + "issue:42831|issue:44222", + "issue:45405|issue:46877", + "issue:30333|issue:33290", + "issue:42898|issue:44568", + "issue:43784|issue:43824", + "issue:42175|issue:45712", + "issue:42673|issue:43704", + "issue:43976|issue:44933", + "issue:44496|issue:45561", + "issue:30990|issue:35141", + "issue:44568|issue:47085", + "issue:44843|issue:47085" + ], + "prepared_review_unit_hash": "7e570b319255e6d597dcb41684a87eadd745a3d60a81c709f61e46afe2f8e714", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011285, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36076, + "estimated_input_tokens": 9019, + "estimated_eval_tokens": 18294 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Only one soft pair appears to be a true duplicate: the two Qwen3ForCausalLM VRAM leak issues. The rest are related at most by subsystem or version, but they describe different concrete failures.", + "confidence": 0.96, + "canonical_issue_reason": "issue:42673 is the clearest canonical issue: it is the earlier report of the exact same Qwen3ForCausalLM multi-dataloader-thread VRAM leak, and issue:43704 is a duplicate of it.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42673 is the best issue candidate overall because it is an exact duplicate target with a specific, reproducible bug title and the earlier report in the pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Different problems: quantization/offloading behavior vs pipeline-parallel output correctness." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "Unrelated failures: TF32 settings guidance vs meta-init incompatibility for old InternVL2 checkpoints." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but for different symbols and code paths (`GenerationMixin` vs `AutoImageProcessor`)." + }, + { + "left": "issue:44661", + "right": "issue:47059", + "accept": false, + "reason": "Different subsystems: tokenizer mapping/model registration vs Hugging Face CLI completion API breakage." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Distinct bugs: dtype drift during evaluate vs DeepSpeed ZeRO3 deque underflow." + }, + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Both mention Gemma, but one is a processor attribute crash and the other is a token roundtrip regression." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Different areas: Mistral regex/tokenizer loading crash vs auto_docstring annotation handling." + }, + { + "left": "issue:46202", + "right": "issue:46701", + "accept": false, + "reason": "Different pipeline failures with different symptoms and model components." + }, + { + "left": "issue:44857", + "right": "issue:46877", + "accept": false, + "reason": "Unrelated: AMP/CUDA loss crash vs noisy docstring diagnostics at import time." + }, + { + "left": "issue:45593", + "right": "issue:46877", + "accept": false, + "reason": "Different issues: D-FINE loss configuration vs auto_docstring import-time stdout output." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Related model family, but not the same concrete bug or code path; one targets Qwen3-VL-Moe and the other Qwen3.5 MoE from_pretrained." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they involve different exported names and different fixes." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Different model behavior bugs: pipeline parallelism output error vs an infinite loop on a specific image." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation kwargs handling and Janus image-generation test failure are not the same bug." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "Different code paths: FP8 save_pretrained vs Qwen3.5 MoE from_pretrained loading." + }, + { + "left": "issue:45561", + "right": "issue:47059", + "accept": false, + "reason": "Separate failures: pytest-xdist file race vs CLI completion attribute error." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Different packaging/import problems: missing TensorFlow backend vs missing image_utils import." + }, + { + "left": "issue:44743", + "right": "issue:47068", + "accept": false, + "reason": "Different runtime bugs: recurrent-state reset in Qwen3.5 cache handling vs host synchronization in deepspeed_sp_compute_loss." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "Both touch FP8, but one is an accuracy issue and the other is a save_pretrained issue." + }, + { + "left": "issue:45405", + "right": "issue:46877", + "accept": false, + "reason": "Unrelated: dependency version bump problem vs docstring logging noise." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "Different failures: MLflow reporting on failed jobs vs DeepSpeed OOM with Adafactor." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but they concern different behaviors and different tokenizers." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Different import failures for different modules/classes; not the same underlying bug." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Related to packaging/minimal installs, but one is missing TensorFlow backend and the other is leftover dummy PT objects." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Exact duplicate: same title and same Qwen3ForCausalLM multi-dataloader-thread VRAM leak bug." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Different problems: Python version compatibility vs a nonexistent import from image_utils." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Unrelated: model config loading failure vs pytest-xdist file-race bug." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Different bugs: Sentence-Transformers load hang vs embedding resize/reinit behavior." + }, + { + "left": "issue:44568", + "right": "issue:47085", + "accept": false, + "reason": "Tokenizer special-token regression and tokenizer thread-safety are separate issues." + }, + { + "left": "issue:44843", + "right": "issue:47085", + "accept": false, + "reason": "Different failures: offline Mistral regex patching vs tokenizer thread-safety regression." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall. The duplicate call on issue:42673 / issue:43704 is supported by identical titles and earlier timestamp, and the other soft-edge rejections are phrased conservatively as different concrete failures. 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": 27, + "review_unit_index": 50, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28282", + "issue:30333", + "issue:34689", + "issue:36331", + "issue:39692", + "issue:42222", + "issue:42673", + "issue:42898", + "issue:43116", + "issue:43295", + "issue:43479", + "issue:43723", + "issue:43874", + "issue:44016", + "issue:44060", + "issue:44075", + "issue:44079", + "issue:44186", + "issue:44190", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44448", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44869", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45200", + "issue:45310", + "issue:45405", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45812", + "issue:46077", + "issue:46123", + "issue:46231", + "issue:46693", + "issue:46829", + "issue:46909", + "issue:47059", + "issue:47085" + ], + "soft_pairs": [ + "issue:43479|issue:46829", + "issue:42898|issue:45812", + "issue:44186|issue:47085", + "issue:44623|issue:45310", + "issue:42673|issue:46693", + "issue:39692|issue:46909", + "issue:43723|issue:44568", + "issue:45600|issue:47059", + "issue:44016|issue:46231", + "issue:43479|issue:44869", + "issue:43479|issue:44079", + "issue:46077|issue:46123", + "issue:42673|issue:47085", + "issue:42898|issue:44779", + "issue:30333|issue:34689", + "issue:27957|issue:30333", + "issue:44060|issue:45125", + "issue:42898|issue:43295", + "issue:42898|issue:44448", + "issue:30333|issue:36331", + "issue:44295|issue:45656", + "issue:42222|issue:45200", + "issue:22355|issue:28282", + "issue:43874|issue:45092", + "issue:44734|issue:45103", + "issue:43116|issue:44190", + "issue:44075|issue:46231", + "issue:44222|issue:44297", + "issue:45405|issue:45712" + ], + "prepared_review_unit_hash": "71aec1cdac6a7c4b9ee46f1bcbc41b447b0eadc3dea819259ed9b506e57f1c39", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011285, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36583, + "estimated_input_tokens": 9146, + "estimated_eval_tokens": 18548 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly unrelated closed issues spanning tokenizers, multimodal models, docs/examples, training, and runtime regressions. The soft edges are largely false positives from broad textual similarity rather than shared root causes.", + "confidence": 0.89, + "canonical_issue_reason": "If a representative issue is needed, issue 42898 is the broadest and most general v5 tokenizer-regression report, but this set does not form a true duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 42898 is the best representative because it is a concrete regression tied to a major version change and is broader than the more model-specific or documentation-only reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43479", + "right": "issue:46829", + "accept": false, + "reason": "Different bugs in different model families: config initialization defaults vs misassigned hidden_states in video classification output." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Both are v5 tokenizer regressions, but they affect different behaviors and models; not the same underlying bug." + }, + { + "left": "issue:44186", + "right": "issue:47085", + "accept": false, + "reason": "LayoutLMv2 tokenizer padding/NER crash is unrelated to fast tokenizer thread-safety regressions." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Processor save_pretrained missing files is unrelated to Qwen3.5 MoE from_pretrained failures." + }, + { + "left": "issue:42673", + "right": "issue:46693", + "accept": false, + "reason": "One is a VRAM leak in Qwen3ForCausalLM with dataloader threads; the other is a long-context FA2 performance regression." + }, + { + "left": "issue:39692", + "right": "issue:46909", + "accept": false, + "reason": "Both are documentation example problems, but they are different examples with different failure modes." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Both involve tokenizer behavior in v5, but one is a from_pretrained loading issue and the other is add_special_tokens behavior." + }, + { + "left": "issue:45600", + "right": "issue:47059", + "accept": false, + "reason": "CI breakage from removed config references is unrelated to a huggingface_hub CLI compatibility failure." + }, + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "A notebook syntax error is unrelated to a documentation parameter-name mismatch in set_training()." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Config default initialization and Whisper timestamp decoding are unrelated code paths." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Different subsystems: multimodal config defaults vs ModelOutput key assignment semantics." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Bidirectional attention mask construction is unrelated to MaskGenerationPipeline partial-batch handling." + }, + { + "left": "issue:42673", + "right": "issue:47085", + "accept": false, + "reason": "A memory leak in generation is not the same as tokenizer thread safety; different layers of the stack." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but they involve different models and symptoms, so they are not the same bug." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "MLflow reporting on failed jobs is unrelated to Llama 3.2 vision model loading breakage." + }, + { + "left": "issue:27957", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 support for XLMRoberta is unrelated to MLflow job-status reporting." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Incorrect tied-weights warning and missing tensor-parallel plan are distinct Qwen3.5 MoE issues." + }, + { + "left": "issue:42898", + "right": "issue:43295", + "accept": false, + "reason": "Both are v5 regressions, but one is tokenizer spacing behavior and the other is processor/tokenizer API compatibility." + }, + { + "left": "issue:42898", + "right": "issue:44448", + "accept": false, + "reason": "Different model-specific regression: tokenizer cleanup behavior versus Pegasus output changes between versions." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "Failed-job MLflow reporting is unrelated to CustomTrainer.compute_loss signature incompatibility." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Position_ids buffer access and double optimizer stepping under deepspeed are unrelated training/runtime bugs." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "VitPose model breakage and Gemma 4 multimodal token defaults are different model families and failure modes." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Missing transformers.onnx module and missing PyTorch dependency are different import errors with different causes." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Missing image-patch method in GLM46V processor is unrelated to InternVL2 meta-initialization incompatibility." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "KV-cache continuation tensor indexing and auto-docstring annotation handling are unrelated." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Classification example returning empty results is unrelated to image-classification script failing to load a local dataset." + }, + { + "left": "issue:44075", + "right": "issue:46231", + "accept": false, + "reason": "Unused SGD optimizer args is unrelated to a docs parameter-name mismatch." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "FP8 MoE save_pretrained and tokenizer.save_pretrained class metadata are different save-path bugs." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "A PEFT version pin issue is unrelated to leftover dummy classes in dummy_pt_objects.py." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 51, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:30990", + "issue:38175", + "issue:41628", + "issue:42757", + "issue:42796", + "issue:42831", + "issue:42907", + "issue:43122", + "issue:43232", + "issue:43475", + "issue:43479", + "issue:43504", + "issue:43644", + "issue:43723", + "issue:44190", + "issue:44222", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44327", + "issue:44360", + "issue:44373", + "issue:44448", + "issue:44484", + "issue:44485", + "issue:44623", + "issue:44933", + "issue:44977", + "issue:45071", + "issue:45092", + "issue:45245", + "issue:45310", + "issue:45357", + "issue:45656", + "issue:45712", + "issue:45834", + "issue:46050", + "issue:46082", + "issue:46132", + "issue:46209", + "issue:46305", + "issue:46424", + "issue:46431", + "issue:46614", + "issue:46762", + "issue:46932", + "issue:47059", + "issue:47276" + ], + "soft_pairs": [ + "issue:42796|issue:43723", + "issue:44448|issue:46132", + "issue:44297|issue:45656", + "issue:42831|issue:44623", + "issue:43479|issue:43644", + "issue:44933|issue:45712", + "issue:45245|issue:46132", + "issue:44222|issue:44623", + "issue:46209|issue:46431", + "issue:44373|issue:44485", + "issue:44297|issue:45310", + "issue:43723|issue:44977", + "issue:43122|issue:46209", + "issue:41628|issue:42757", + "issue:43504|issue:47059", + "issue:43232|issue:47276", + "issue:45071|issue:46082", + "issue:46614|issue:46932", + "issue:44360|issue:46762", + "issue:44222|issue:44484", + "issue:44190|issue:46082", + "issue:43232|issue:45834", + "issue:30990|issue:38175", + "issue:44295|issue:44623", + "issue:43475|issue:46305", + "issue:44263|issue:45092", + "issue:44327|issue:47059", + "issue:44263|issue:44373", + "issue:43232|issue:46424", + "issue:45092|issue:45357", + "issue:42907|issue:46050" + ], + "prepared_review_unit_hash": "2f1c1e2991843f53fa532f58c898c6f2e71a0dfd634f00854ab90b1615f07f09", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011285, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36651, + "estimated_input_tokens": 9163, + "estimated_eval_tokens": 18582 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft links mostly connect unrelated bugs that happen to share broad themes like loading, saving, imports, or v5 regressions. I do not see a true duplicate pair among the proposed soft edges.", + "confidence": 0.96, + "canonical_issue_reason": "No single true duplicate stands out; if one issue must represent the cluster, issue 43723 is the broadest user-facing regression around tokenizer loading in v5.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43723 is the best representative because it is concrete, broadly scoped, and centered on a common v5 loading failure mode rather than a model-specific edge case.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42796", + "right": "issue:43723", + "accept": false, + "reason": "Both involve tokenizers, but one is a BPE-marker handling bug and the other is a v5 AutoTokenizer loading issue." + }, + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Different problems: output regression for Pegasus vs behavior change in AttentionInterface.register." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer save metadata mismatch is unrelated to the deepspeed optimizer-step duplication report." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FP8 accuracy regression and missing processor save files are different code paths." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Config default initialization with None is not the same as non-persistent buffers being filled with junk." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Both mention imports, but one is a missing image_utils import and the other is leftover dummy class cleanup." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Category-count overflow and attention registration behavior are unrelated bugs." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "FP8 save_pretrained for MoE and generic processor.save_pretrained file loss are different failures." + }, + { + "left": "issue:46209", + "right": "issue:46431", + "accept": false, + "reason": "B200 FP8 inference failure and missing chat template support are unrelated." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "A docstring issue about position_ids is not the same as the GLM-5 RoPE implementation bug." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer class metadata mismatch is distinct from Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Both are loading/generation related, but one is tokenizer loading in v5 and the other is flash-attention generation behavior." + }, + { + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "Tokenization differences across versions are unrelated to FP8 inference on B200." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Different missing symbols from different dependencies: AutoImageProcessor vs is_offline_mode." + }, + { + "left": "issue:43504", + "right": "issue:47059", + "accept": false, + "reason": "Legacy-field model loading failure is unrelated to a huggingface_hub CLI test breakage." + }, + { + "left": "issue:43232", + "right": "issue:47276", + "accept": false, + "reason": "Generation state update after sync_gpus is a different bug from a misleading warning message." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "Both are config-related, but one is type checking in PretrainedConfig and the other is LlamaConfig head_dim validation." + }, + { + "left": "issue:46614", + "right": "issue:46932", + "accept": false, + "reason": "Stale phonemizer language state is unrelated to Gemma4 quantized embedder dtype casting." + }, + { + "left": "issue:44360", + "right": "issue:46762", + "accept": false, + "reason": "Missing ReLU in the DSA indexer is a different issue from numerical differences in Minimax MSA attention." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "Both touch save_pretrained, but one is FP8 MoE saving and the other is shard-size defaults." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Local dataset loading in an example script has nothing to do with LlamaConfig head_dim validation." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation kwargs handling is unrelated to the Kosmos2.5 long-OCR index error." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "SentenceTransformers loading hangs and zero-probabilities in SigLIP2 are different model issues." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Reading registered position_ids buffers is not the same as missing processor save files." + }, + { + "left": "issue:43475", + "right": "issue:46305", + "accept": false, + "reason": "SAM 3 video output attribute missing and MoonshineStreaming window masking are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "A torch.split indexing bug is not the same as remote-code checkpoint meta-init incompatibility." + }, + { + "left": "issue:44327", + "right": "issue:47059", + "accept": false, + "reason": "QA decode_spans top-k bounds error is unrelated to the CLI completion breakage." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "DSA indexer split-return bug and a position_ids docstring issue are clearly different." + }, + { + "left": "issue:43232", + "right": "issue:46424", + "accept": false, + "reason": "sync_gpus generation handling and cache max length semantics are different features." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "These are both InternVL/Qwen-related loading problems, but one is meta initialization compatibility and the other is incorrect visual encoder keys on save." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Both involve saving quantized/dequantized models, but they target different quantization paths and 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": 27, + "review_unit_index": 52, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28218", + "issue:39379", + "issue:39401", + "issue:41628", + "issue:42796", + "issue:42831", + "issue:42886", + "issue:42994", + "issue:43066", + "issue:43122", + "issue:43408", + "issue:43576", + "issue:43644", + "issue:43756", + "issue:43784", + "issue:43824", + "issue:43986", + "issue:44038", + "issue:44060", + "issue:44188", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44360", + "issue:44373", + "issue:44483", + "issue:44568", + "issue:44829", + "issue:44964", + "issue:45092", + "issue:45310", + "issue:45381", + "issue:45406", + "issue:45600", + "issue:45753", + "issue:46002", + "issue:46172", + "issue:46305", + "issue:46328", + "issue:46369", + "issue:46402", + "issue:46655", + "issue:46726", + "issue:46909", + "issue:47059", + "issue:47217" + ], + "soft_pairs": [ + "issue:46369|issue:46909", + "issue:44279|issue:46328", + "issue:46305|issue:46655", + "issue:43986|issue:46726", + "issue:42831|issue:45310", + "issue:22355|issue:27957", + "issue:44263|issue:44360", + "issue:45381|issue:46305", + "issue:43408|issue:46402", + "issue:41628|issue:43824", + "issue:44483|issue:45406", + "issue:44964|issue:47059", + "issue:42831|issue:44038", + "issue:44829|issue:46002", + "issue:44261|issue:45092", + "issue:43576|issue:43784", + "issue:22355|issue:28218", + "issue:44188|issue:44373", + "issue:43784|issue:45600", + "issue:42831|issue:45753", + "issue:39401|issue:44568", + "issue:43986|issue:47217", + "issue:42796|issue:43122", + "issue:43644|issue:46305", + "issue:43756|issue:44060", + "issue:42886|issue:42994", + "issue:42886|issue:43066", + "issue:39379|issue:46172", + "issue:43408|issue:46369" + ], + "prepared_review_unit_hash": "f77aa0e03258f5d8ce35f0af4dfd34679d76126a1e386bca9db33277949d4c5d", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011285, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36114, + "estimated_input_tokens": 9029, + "estimated_eval_tokens": 18314 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is highly heterogeneous: most items are unrelated regressions, API/import failures, or tokenizer quirks that only share broad subsystem wording. I don\u2019t see any soft pair that clearly represents the same underlying bug/change, so I would not merge any of them as duplicates.", + "confidence": 0.24, + "canonical_issue_reason": "Issue #43122 is the broadest tokenizer-regression report in the set and best represents the recurring v5 tokenization subset, but the overall cluster is too mixed for a strong canonical choice.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #43122 is the most generally phrased issue about a version-to-version tokenization regression, making it the best representative issue if one must be chosen.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46369", + "right": "issue:46909", + "accept": false, + "reason": "Memory overflow in sam3-litetext and a broken DIA docs example are different problems." + }, + { + "left": "issue:44279", + "right": "issue:46328", + "accept": false, + "reason": "A dependency issue and a SequenceFeatureExtractor.pad performance issue are not the same bug." + }, + { + "left": "issue:46305", + "right": "issue:46655", + "accept": false, + "reason": "Different media processors and different defects: off-by-one future-frame attention vs padding math." + }, + { + "left": "issue:43986", + "right": "issue:46726", + "accept": false, + "reason": "Both involve processor loading and missing vision deps, but the concrete failures and affected paths differ." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FineGrainedFP8 accuracy problems and Qwen3.5 MoE from_pretrained errors are unrelated." + }, + { + "left": "issue:22355", + "right": "issue:27957", + "accept": false, + "reason": "Missing transformers.onnx import and XLMRoberta Flash Attention 2 are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Both mention DSA indexer code, but one is about torch.split outputs and the other about a missing ReLU." + }, + { + "left": "issue:45381", + "right": "issue:46305", + "accept": false, + "reason": "Qwen2.5-VL vision_position_ids and MoonshineStreaming mask indexing are different code paths." + }, + { + "left": "issue:43408", + "right": "issue:46402", + "accept": false, + "reason": "A sam3 model-type warning and missing text-encoder weights are not the same issue." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Different missing imports for different symbols; no shared concrete defect." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Chat-completions request rejection and Gemma4Processor missing _tokenizer are unrelated." + }, + { + "left": "issue:44964", + "right": "issue:47059", + "accept": false, + "reason": "Model-loading failure and CLI breakage from huggingface_hub are different bugs." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "FP8 accuracy degradation and Qwen3-VL-Moe from_pretrained errors are not the same problem." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Flash-attention training degeneration and NaNs on init/checkout are distinct failure modes." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "RMS norm epsilon precision mismatch and remote-code meta-init incompatibility are different issues." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "Broken `transformers env` and a sentence-transformers import NameError are unrelated." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "ONNX import failure and added-token spacing are different tokenizer/package problems." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "torch.compile attention divergence and a wrong docstring are not duplicates." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Import NameError and auto_mappings CI breakage come from different code paths." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "FP8 accuracy and a Qwen3_5 image infinite loop are unrelated regressions." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Offset-mapping errors and missing BOS/EOS insertion are different tokenizer bugs." + }, + { + "left": "issue:43986", + "right": "issue:47217", + "accept": false, + "reason": "Missing torchvision error handling and VL placeholder-in-user-text failures are not the same defect." + }, + { + "left": "issue:42796", + "right": "issue:43122", + "accept": false, + "reason": "Both are tokenizer regressions, but one is model-specific BPE marker handling and the other is a broader version-change report." + }, + { + "left": "issue:43644", + "right": "issue:46305", + "accept": false, + "reason": "Non-persistent buffer initialization and sliding-window masking are unrelated." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Missing RoPE layers and a tied-weights warning are different model-architecture bugs." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Offline cache loading and quantized model saving are separate workflows and failures." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline tokenizer cache loading and wrong decoder type in v5 are different tokenizer issues." + }, + { + "left": "issue:39379", + "right": "issue:46172", + "accept": false, + "reason": "mllama mask handling and deepseek-v4 comb transpose/dtype behavior are unrelated." + }, + { + "left": "issue:43408", + "right": "issue:46369", + "accept": false, + "reason": "A sam3 model-type warning and a memory overflow in sam3-litetext are not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 53, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:29159", + "issue:30990", + "issue:33357", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42757", + "issue:42907", + "issue:43122", + "issue:43329", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43540", + "issue:43646", + "issue:43824", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44117", + "issue:44222", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44360", + "issue:44485", + "issue:44488", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:45216", + "issue:45278", + "issue:45290", + "issue:45381", + "issue:45478", + "issue:46002", + "issue:46172", + "issue:46326", + "issue:46762", + "issue:46909", + "issue:47059" + ], + "soft_pairs": [ + "issue:42757|issue:45278", + "issue:27957|issue:30990", + "issue:45381|issue:46909", + "issue:43540|issue:46909", + "issue:43646|issue:46002", + "issue:30990|issue:33357", + "issue:44295|issue:44297", + "issue:42907|issue:44964", + "issue:43329|issue:47059", + "issue:43122|issue:46326", + "issue:43976|issue:44945", + "issue:44625|issue:44829", + "issue:42907|issue:44945", + "issue:39401|issue:44488", + "issue:39401|issue:44521", + "issue:41628|issue:45278", + "issue:44117|issue:44704", + "issue:42907|issue:43937", + "issue:43122|issue:44521", + "issue:42371|issue:44263", + "issue:44704|issue:45290", + "issue:22355|issue:29159", + "issue:43408|issue:43475", + "issue:42907|issue:43452", + "issue:44038|issue:44297", + "issue:44360|issue:44485", + "issue:43824|issue:44351", + "issue:44038|issue:44295", + "issue:46172|issue:46762", + "issue:45216|issue:45478", + "issue:44038|issue:44222" + ], + "prepared_review_unit_hash": "ab05c589f366140a0b355f466cb203c1628b54971d919f2e64b353be643530a4", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011285, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 35921, + "estimated_input_tokens": 8981, + "estimated_eval_tokens": 18218 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated issues across different subsystems; I found no soft pair that appears to be the same underlying bug or change. No PRs were provided.", + "confidence": 0.86, + "canonical_issue_reason": "issue:44521 is the strongest standalone issue here: it is active, detailed, and has multiple inbound references, while the rest of the set is too heterogeneous to form one clear duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the most substantial, current, and well-scoped bug report in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "45278 is a broad post-upgrade import-regression report; 42757 is one specific missing symbol. Related theme, but not the same bug." + }, + { + "left": "issue:27957", + "right": "issue:30990", + "accept": false, + "reason": "Different models and failure modes: Flash Attention 2 support vs loading hangs." + }, + { + "left": "issue:45381", + "right": "issue:46909", + "accept": false, + "reason": "Video position-id bug vs a broken documentation example; unrelated." + }, + { + "left": "issue:43540", + "right": "issue:46909", + "accept": false, + "reason": "Qwen3OmniMoe video-processing error does not match a DIA docs issue." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Both mention initialization, but the concrete bugs differ: custom model init vs NaNs in classification heads." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Loading stall in sentence-transformers is not the same as a Mac bus error on a CLIP model." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Position-ids buffer access and tokenizer_class mismatch are separate save/load problems." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Dequantized save failure for Ministral/Devstral is unrelated to loading Phi-4 multimodal." + }, + { + "left": "issue:43329", + "right": "issue:47059", + "accept": false, + "reason": "A multimodal token counting bug is unrelated to a CLI/test failure from huggingface_hub." + }, + { + "left": "issue:43122", + "right": "issue:46326", + "accept": false, + "reason": "Both are tokenizer-related, but one is a version-to-version tokenization drift and the other is a continue_final_message bug in mistral_common tokenizers." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python version compatibility and pipeline-parallel output corruption are different problems." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "num_labels propagation and flash_attention_3 training degeneration are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Save/export failure and incorrect pipeline-parallel inference output are not the same code-path." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Tokenizer offset_mapping bug vs a model-load problem for cjvt/sleng-bert." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Both involve tokenizers, but offset_mapping and assistant_masks are distinct behaviors and likely distinct fixes." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "Missing AutoImageProcessor export is only one symptom; 45278 is a broader import-regression report." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES None handling and AutoProcessor kwargs forwarding are different loader issues." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "A save-pretrained dequantization issue is unrelated to invalid GenerationConfig handling." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Different tokenizer regressions: general tokenization drift vs multimodal assistant mask generation." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 API guidance and a torch.split/indexer bug are unrelated." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "AutoProcessor cached_file forwarding and chat-template tool-call crashes are separate areas." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "Package import failure for transformers.onnx vs slow/fast tokenizer inconsistency." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "SAM3 model-type mismatch warning and missing fpn_position_embeddings are different SAM3 video bugs." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Saving dequantized models and gguf_file loading failures are not the same issue." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe loading and tokenizer save metadata mismatch do not match." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "DSA ReLU discussion and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they concern different missing exports and likely different fixes." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Qwen3-VL-Moe load failure and position_ids buffer access are unrelated." + }, + { + "left": "issue:46172", + "right": "issue:46762", + "accept": false, + "reason": "Different models and different numerical issues; not the same change." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Qwen3.5 save_pretrained regression and Qwen3.5 Moe from_pretrained error share a family, but the concrete code paths are different." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Qwen3-VL-Moe loading and FP8 save_pretrained for moe are separate bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 54, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:22355", + "issue:28348", + "issue:29127", + "issue:36296", + "issue:38617", + "issue:39379", + "issue:39401", + "issue:42175", + "issue:42222", + "issue:42673", + "issue:42757", + "issue:42898", + "issue:43066", + "issue:43116", + "issue:43122", + "issue:43232", + "issue:43278", + "issue:43493", + "issue:43611", + "issue:43937", + "issue:43976", + "issue:44188", + "issue:44351", + "issue:44483", + "issue:44485", + "issue:44625", + "issue:44779", + "issue:44938", + "issue:44945", + "issue:44995", + "issue:45072", + "issue:45083", + "issue:45200", + "issue:45278", + "issue:45357", + "issue:45446", + "issue:45478", + "issue:45753", + "issue:46002", + "issue:46231", + "issue:46328", + "issue:46614", + "issue:46640", + "issue:46697", + "issue:46877", + "issue:47217", + "issue:47312" + ], + "soft_pairs": [ + "issue:43116|issue:45200", + "issue:43122|issue:44779", + "issue:39401|issue:46614", + "issue:42175|issue:44938", + "issue:22355|issue:29127", + "issue:43278|issue:44945", + "issue:42222|issue:47312", + "issue:36296|issue:43116", + "issue:42757|issue:44351", + "issue:39379|issue:43232", + "issue:43493|issue:45753", + "issue:44188|issue:46328", + "issue:46231|issue:46877", + "issue:28348|issue:46640", + "issue:44483|issue:47217", + "issue:42898|issue:46614", + "issue:43611|issue:46002", + "issue:43976|issue:45446", + "issue:42673|issue:45072", + "issue:38617|issue:45278", + "issue:45357|issue:45478", + "issue:44625|issue:46002", + "issue:43937|issue:44485", + "issue:43066|issue:44779", + "issue:44995|issue:46697", + "issue:45083|issue:45446", + "issue:43116|issue:43493" + ], + "prepared_review_unit_hash": "c2ff881bf7304476e6553b5edc5ab576dab78897c3276877c176c940459ab300", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011285, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 34723, + "estimated_input_tokens": 8681, + "estimated_eval_tokens": 17618 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a true duplicate group: the soft edges mostly connect unrelated issues that only share broad keywords like tokenization, import errors, or model regressions. None of the pairs look like the same concrete bug or change.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue fits well here; the items span unrelated subsystems and model-specific regressions, so collapsing them into one duplicate target would be misleading.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 42757 is the cleanest standalone triage candidate: a specific import error with a clear symptom and likely fix path. It is not representative of the whole cluster, just the most actionable individual issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Multi-label classification script behavior is unrelated to Gemma 4 multimodal token IDs." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenization regressions, but they affect different models and likely different code paths." + }, + { + "left": "issue:39401", + "right": "issue:46614", + "accept": false, + "reason": "Qwen3 offset mapping and Wav2Vec2 phonemizer backend caching are different tokenizer bugs." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Package/backend installation issue is unrelated to Python 3.14 loading failure." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "ONNX import failure and LayoutLMv3 error-message clarity are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "Training/eval dtype change is not the same as incorrect pipeline-parallel generation output." + }, + { + "left": "issue:42222", + "right": "issue:47312", + "accept": false, + "reason": "VitPose breakage and kernel compatibility are different failures with no shared code path." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor-parallel training bug is unrelated to the classification example script issue." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different symbols and different packages." + }, + { + "left": "issue:39379", + "right": "issue:43232", + "accept": false, + "reason": "mllama mask handling and generation kwargs after sync_gpus are separate generation issues." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "Different models and different symptoms: SigLIP2 parity gap vs Qwen3.5 infinite loop." + }, + { + "left": "issue:44188", + "right": "issue:46328", + "accept": false, + "reason": "Attention-kernel divergence and feature-extractor padding performance are unrelated." + }, + { + "left": "issue:46231", + "right": "issue:46877", + "accept": false, + "reason": "A docstring parameter mismatch is not the same as import-time doc-lint output." + }, + { + "left": "issue:28348", + "right": "issue:46640", + "accept": false, + "reason": "Flash-Attn 2 support request for GPT2LMHeadModel is not the same as an unspecified flash-attention bug." + }, + { + "left": "issue:44483", + "right": "issue:47217", + "accept": false, + "reason": "Chat-completions API rejection and image-placeholder handling in VL models are different problems." + }, + { + "left": "issue:42898", + "right": "issue:46614", + "accept": false, + "reason": "Tokenizer cleanup behavior changes and stale phonemizer language caching are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "Model loading via base_model_prefix and NaNs in classification heads are distinct issues." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python version compatibility and a PyTorch version check in flex_attention are separate compatibility bugs." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM threads is unrelated to dtype mismatches in inference." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "A specific missing import and a broad post-upgrade import-breakage report are not the same concrete bug." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "Save-pretrained visual encoder key regression and from-pretrained Moe loading error affect different paths." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and NaNs in classification heads are different bugs." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "Invalid GenerationConfig and GLM-5 RoPE discussion are not the same issue." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Tokenizer decoder-type regression and Deepseek tokenization errors are model-specific, separate problems." + }, + { + "left": "issue:44995", + "right": "issue:46697", + "accept": false, + "reason": "A stale-cache crash in GlmMoeDsa is unrelated to Swin2SR over-padding." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "Feature-extractor length computation and an AuxRequest import version check are unrelated." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Classification script output and SigLIP2 implementation parity are different areas and bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 55, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:33453", + "issue:39379", + "issue:39401", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42796", + "issue:43064", + "issue:43066", + "issue:43116", + "issue:43618", + "issue:43673", + "issue:43688", + "issue:43824", + "issue:43825", + "issue:43827", + "issue:43874", + "issue:43937", + "issue:43992", + "issue:44038", + "issue:44075", + "issue:44117", + "issue:44263", + "issue:44291", + "issue:44355", + "issue:44466", + "issue:44610", + "issue:44704", + "issue:44936", + "issue:45071", + "issue:45092", + "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:47000", + "issue:47116" + ], + "soft_pairs": [ + "issue:44610|issue:46909", + "issue:44075|issue:44936", + "issue:44038|issue:45478", + "issue:44355|issue:46231", + "issue:43618|issue:46829", + "issue:43066|issue:46710", + "issue:43116|issue:43825", + "issue:42371|issue:43874", + "issue:46726|issue:46981", + "issue:42673|issue:42796", + "issue:43992|issue:44704", + "issue:46328|issue:47116", + "issue:43827|issue:45446", + "issue:33453|issue:39401", + "issue:39379|issue:43688", + "issue:43824|issue:46981", + "issue:43673|issue:46328", + "issue:45092|issue:46762", + "issue:45405|issue:45446", + "issue:43064|issue:43673", + "issue:44291|issue:45071", + "issue:44117|issue:45588", + "issue:43937|issue:45563", + "issue:44466|issue:46002", + "issue:44263|issue:46762", + "issue:42222|issue:47000" + ], + "prepared_review_unit_hash": "fc44e83f4534d043efaa1373ae3fe70cbabc623312d2cb4e70a6c11621a04965", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011285, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 34751, + "estimated_input_tokens": 8688, + "estimated_eval_tokens": 17632 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft pairs share broad Transformer/tokenizer/loading vocabulary, but each describes a different bug, model, or subsystem. I do not see any true duplicate pairs here.", + "confidence": 0.9, + "canonical_issue_reason": "issue:33453 is the most generic high-level regression report in the set, while the others are narrower model/API-specific bugs or docs issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:33453 is the best cluster representative because its title is broad and regression-oriented, making it the closest umbrella item among otherwise unrelated reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44610", + "right": "issue:46909", + "accept": false, + "reason": "Processor input-size bug vs documentation example bug; different artifacts and failure modes." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Optimizer arguments not used vs trainer.evaluate() failure after train(); not the same bug." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen/MoE, but they are different model versions and different from_pretrained failures." + }, + { + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "Compiled-file runtime errors vs a documentation parameter-name mismatch." + }, + { + "left": "issue:43618", + "right": "issue:46829", + "accept": false, + "reason": "Different output-field regressions in different model classes; no shared codepath shown." + }, + { + "left": "issue:43066", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer decoder-type regression vs model accuracy regression; too broad and not the same issue." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Example-script classification bug vs pipeline error-message wording; unrelated failures." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 settings behavior vs missing image-processor method; completely different areas." + }, + { + "left": "issue:46726", + "right": "issue:46981", + "accept": false, + "reason": "Both hit AutoProcessor.from_pretrained, but one is backend-missing handling and the other is 429 retry behavior." + }, + { + "left": "issue:42673", + "right": "issue:42796", + "accept": false, + "reason": "VRAM leak in dataloader threads vs tokenizer BPE-marker handling; no same underlying bug." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Separate from_pretrained/cached_file issues with different objects and symptoms." + }, + { + "left": "issue:46328", + "right": "issue:47116", + "accept": false, + "reason": "SequenceFeatureExtractor padding inefficiency vs streaming pipeline regression; unrelated." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs referencing removed pipeline API vs a PyTorch version-check bug." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Generic tokenizer-loading regression vs Qwen3 offset_mapping bug; not the same defect." + }, + { + "left": "issue:39379", + "right": "issue:43688", + "accept": false, + "reason": "Different model-specific computation bugs with no shared failing path." + }, + { + "left": "issue:43824", + "right": "issue:46981", + "accept": false, + "reason": "ImportError for a missing class vs HTTP-429 retry behavior; different failure modes." + }, + { + "left": "issue:43673", + "right": "issue:46328", + "accept": false, + "reason": "Generation cache issue vs sequence feature extractor padding inefficiency; unrelated." + }, + { + "left": "issue:45092", + "right": "issue:46762", + "accept": false, + "reason": "Meta-init incompatibility for remote-code checkpoints vs attention numerical differences; not duplicates." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "Dependency version bump problem vs flex_attention import-version check bug." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "FSDP/PEFT optimizer-state corruption vs generation cache missing; distinct trainer/generation bugs." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Both touch v5 loading/config validation, but they target different errors and codepaths." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer mapping None assumption vs flash_attention sink-less-model crash; unrelated." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "Invalid GenerationConfig vs stale warning text in paged generate(); different issues." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "Serialization of tied weights vs NaNs in classification heads; not the same bug." + }, + { + "left": "issue:44263", + "right": "issue:46762", + "accept": false, + "reason": "GlmMoeDsaIndexer torch.split return handling vs Minimax attention numeric drift; different components." + }, + { + "left": "issue:42222", + "right": "issue:47000", + "accept": false, + "reason": "VitPose model breakage vs RTDetrLoss infeasible cost matrix; unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 56, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:38617", + "issue:39379", + "issue:39401", + "issue:41628", + "issue:42222", + "issue:42371", + "issue:42617", + "issue:43122", + "issue:43208", + "issue:43408", + "issue:43421", + "issue:43441", + "issue:43450", + "issue:43742", + "issue:43937", + "issue:43986", + "issue:44117", + "issue:44220", + "issue:44261", + "issue:44380", + "issue:44410", + "issue:44496", + "issue:44704", + "issue:44779", + "issue:44829", + "issue:44877", + "issue:44964", + "issue:44977", + "issue:45071", + "issue:45081", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45341", + "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:47059", + "issue:47110" + ], + "soft_pairs": [ + "issue:44380|issue:46077", + "issue:42222|issue:43441", + "issue:44117|issue:45081", + "issue:39379|issue:46897", + "issue:42222|issue:46752", + "issue:43937|issue:44977", + "issue:45071|issue:46512", + "issue:42617|issue:45341", + "issue:43450|issue:43986", + "issue:39401|issue:44779", + "issue:43408|issue:43742", + "issue:45632|issue:46981", + "issue:44410|issue:45310", + "issue:44829|issue:45216", + "issue:45071|issue:47059", + "issue:44704|issue:47110", + "issue:45341|issue:46328", + "issue:45341|issue:45561", + "issue:44877|issue:46231", + "issue:43208|issue:46894", + "issue:38617|issue:41628", + "issue:43122|issue:46298", + "issue:39401|issue:43421", + "issue:43937|issue:44496", + "issue:38617|issue:44220", + "issue:44261|issue:46762", + "issue:42371|issue:44261", + "issue:44964|issue:45278" + ], + "prepared_review_unit_hash": "8f56d99b660d3be79ac9eb950eb411c71a31e923d410422ce1c6fc05413dd018", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011285, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35996, + "estimated_input_tokens": 8999, + "estimated_eval_tokens": 18254 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: mostly unrelated Transformers bug reports and regressions spanning imports, tokenizers, configs, model-specific loading issues, and training/attention behavior. The soft pairs share broad subsystem themes, but none look like the same concrete bug or change.", + "confidence": 0.39, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best representative umbrella issue because it describes a broad post-upgrade import regression and is the closest fit to the cluster\u2019s general symptom pattern.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "Both concern attention behavior, but one is GPT2 scaling under SDPA/FlashAttention and the other is Gemma4 bidirectional masking; different code paths and fixes." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "A broken VitPose model import/load issue is not the same as a Ministral FlashAttention failure; they affect different models and failure modes." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES returning None and the Mistral regex patch crash are separate tokenizer-internal bugs with different root causes." + }, + { + "left": "issue:39379", + "right": "issue:46897", + "accept": false, + "reason": "Both mention sequence/loss masking, but mllama mask handling and Florence2 double-shift training loss are distinct bugs." + }, + { + "left": "issue:42222", + "right": "issue:46752", + "accept": false, + "reason": "VitPose model breakage and empty-list chat template IndexError are unrelated issues in different subsystems." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "GenerationConfig validation for GLM-5 and Qwen3.5 flash-attention generation problems are different failures." + }, + { + "left": "issue:45071", + "right": "issue:46512", + "accept": false, + "reason": "PretrainedConfig type-checking regression and stale dtype on from_config are different config-handling bugs." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "3d_parallel.py execution failure and a testing_utils bug are unrelated." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Video processor batching shape error and AutoProcessor crashing without torchvision are both video-related, but not the same concrete bug." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but they involve different models and symptoms: offset_mapping vs incorrect tokenization results." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "SAM3 model-type warning and MobileLLM load KeyError are separate loading/config issues." + }, + { + "left": "issue:45632", + "right": "issue:46981", + "accept": false, + "reason": "Cache-path collisions for trust_remote_code and repeated HTTP 429 retries in AutoProcessor are unrelated." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Missing qwen3next projections and Qwen3.5 MoE from_pretrained failure are different model-specific bugs." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "FlashAttention 3 causing degenerate training and an incorrect save_pretrained checkpoint are not the same fix." + }, + { + "left": "issue:45071", + "right": "issue:47059", + "accept": false, + "reason": "A config type-checking regression and a CLI compatibility failure with huggingface_hub are unrelated." + }, + { + "left": "issue:44704", + "right": "issue:47110", + "accept": false, + "reason": "Passing kwargs to cached_file and special_tokens being a list instead of a mapping are different API bugs." + }, + { + "left": "issue:45341", + "right": "issue:46328", + "accept": false, + "reason": "A testing_utils bug and SequenceFeatureExtractor.pad inefficiency are unrelated, one functional and one performance-oriented." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "Both touch testing utilities, but one is a generic bug report and the other is a pytest-xdist race; different underlying problems." + }, + { + "left": "issue:44877", + "right": "issue:46231", + "accept": false, + "reason": "Strict config loading for granite_speech and a docs parameter-name mismatch are not the same issue." + }, + { + "left": "issue:43208", + "right": "issue:46894", + "accept": false, + "reason": "xLSTM training blockers and CohereASR double-shift loss bug are separate model/training issues." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols and likely different export paths." + }, + { + "left": "issue:43122", + "right": "issue:46298", + "accept": false, + "reason": "Tokenizer behavior changed across versions and a noisy logging message are unrelated." + }, + { + "left": "issue:39401", + "right": "issue:43421", + "accept": false, + "reason": "Offset mapping errors and runtime post-processor updates for special tokens are different tokenizer problems." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "Invalid GenerationConfig for GLM-5 and unrecognized model/config.json loading are different config validation failures." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "Layer-type import failure and _torch_extract_fbank_features issues are unrelated import vs feature-extraction bugs." + }, + { + "left": "issue:44261", + "right": "issue:46762", + "accept": false, + "reason": "Missing rms_norm_eps precision handling and Minimax attention numerical differences are different technical issues." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 API guidance and MLA layernorm epsilon handling are unrelated." + }, + { + "left": "issue:44964", + "right": "issue:45278", + "accept": false, + "reason": "A specific Phi-4 multimodal load failure and broad import errors after upgrade are related only at a very high level, not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 57, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "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:43673", + "issue:43874", + "issue:43931", + "issue:43986", + "issue:44038", + "issue:44075", + "issue:44077", + "issue:44117", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44360", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44829", + "issue:44987", + "issue:45003", + "issue:45071", + "issue:45310", + "issue:45341", + "issue:45464", + "issue:45478", + "issue:45588", + "issue:45656", + "issue:45753", + "issue:46172", + "issue:46369", + "issue:46752", + "issue:46897", + "issue:46981", + "issue:47116" + ], + "soft_pairs": [ + "issue:44075|issue:45656", + "issue:44483|issue:45464", + "issue:44484|issue:45310", + "issue:42371|issue:42831", + "issue:43097|issue:44493", + "issue:43066|issue:43122", + "issue:44410|issue:45478", + "issue:44263|issue:44485", + "issue:44077|issue:46981", + "issue:43931|issue:44410", + "issue:43673|issue:45341", + "issue:46752|issue:47116", + "issue:41628|issue:45071", + "issue:43441|issue:44829", + "issue:43931|issue:44038", + "issue:43012|issue:43577", + "issue:27957|issue:43352", + "issue:43874|issue:44261", + "issue:43097|issue:43452", + "issue:44484|issue:45478", + "issue:44263|issue:46172", + "issue:44360|issue:46172", + "issue:43208|issue:46897", + "issue:44117|issue:44987", + "issue:44261|issue:44485", + "issue:43531|issue:45341", + "issue:43986|issue:45341", + "issue:45003|issue:45341", + "issue:43097|issue:45588", + "issue:44246|issue:46981", + "issue:45753|issue:46369" + ], + "prepared_review_unit_hash": "c3a2dd859d4d8a231a0bafb07cecf365c8ac81e81681bd5b8224731f21fade3b", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011285, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36460, + "estimated_input_tokens": 9115, + "estimated_eval_tokens": 18486 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly separate bug reports spanning unrelated subsystems and models. Even where titles sound similar, they usually point to different concrete failure modes, so I would reject all soft edges. If a single representative is needed, #44246 is the broadest discussion-driven issue, but there is no strong true canonical across the set.", + "confidence": 0.79, + "canonical_issue_reason": "#44246 is the broadest, most discussion-heavy user-facing regression report in the set and is the closest thing to a cluster representative, though the cluster itself is not a single duplicate family.", + "canonical_pr_reason": null, + "best_issue_reason": "#44246 is the best issue to anchor triage because it is broadly scoped and has significant discussion, but it should not be treated as a duplicate umbrella for the other issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "Both involve optimizers, but one is about SGD args being ignored and the other about deepspeed causing double optimizer steps; different bugs." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Both affect chat/completions, but one is a general v5 API rejection and the other is a streaming inference failure on Qwen3.5-0.8B." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "Save-pretrained sharding size defaults and Qwen3.5 MoE from_pretrained loading errors are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:42831", + "accept": false, + "reason": "Both mention precision settings, but TF32 API behavior and FineGrainedFP8 accuracy are different issues." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Removing tie_embeddings_and_encoder_decoder and unexpected position-id keys are separate model/config regressions." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Tokenizer decoder type mismatch and changed tokenization output are related to v5 tokenizers but not the same failure." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen model families and different loading failures; not the same code-path bug." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "torch.split return handling in GlmMoeDsaIndexer is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:44077", + "right": "issue:46981", + "accept": false, + "reason": "Optional post_init validation and repeated 429 retries are unrelated concerns." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and missing attn projections in qwen3next are different model-loading bugs." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Missing GenerationMixin cache in chunked_prefill is unrelated to a testing_utils bug." + }, + { + "left": "issue:46752", + "right": "issue:47116", + "accept": false, + "reason": "Empty chat-template input IndexError and streaming pipeline regression are different failure modes." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "AutoImageProcessor import failure and PretrainedConfig type-checking breakage are unrelated API regressions." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "Both mention flash attention, but one is model support failure and the other is degenerate training behavior." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Both are Qwen3-VL related, but the reported model and loading error differ." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "A PyTorch float32 warning during compile and BLIP2 dtype propagation bugs are not the same issue." + }, + { + "left": "issue:27957", + "right": "issue:43352", + "accept": false, + "reason": "Both involve Flash Attention 2 support, but they concern different models and different compatibility paths." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Missing image-patch helper in a processor and an MLA rms_norm_eps precision issue are unrelated." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "Embedding-tie removal and gguf_file breaking from_pretrained are different loading regressions." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "max_shard_size default behavior and Qwen3.5 MoE from_pretrained errors are not the same bug." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "Different low-level tensor-manipulation bugs in different model code paths." + }, + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "DSA indexer missing ReLU and DeepSeek transpose/cast behavior are unrelated." + }, + { + "left": "issue:43208", + "right": "issue:46897", + "accept": false, + "reason": "xLSTM training blockers and Florence2 double-shift loss bug are separate model-specific training issues." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Tokenizer mapping returning None and loading physical-intelligence/fast failing are related to loading, but not the same concrete defect." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "Missing rms_norm_eps in MLA and GLM-5 RoPE implementation are distinct numerical/model 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:43986", + "right": "issue:45341", + "accept": false, + "reason": "AutoProcessor without torchvision and a testing_utils change are unrelated." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "Unsafe sys.modules access in modeling_utils is unrelated to testing_utils." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "Embedding-tie removal and flash_attention.py crashing on s_aux=None are different bugs." + }, + { + "left": "issue:44246", + "right": "issue:46981", + "accept": false, + "reason": "Import-time slowness and repeated HTTP 429 retries are both performance-related but not the same underlying failure." + }, + { + "left": "issue:45753", + "right": "issue:46369", + "accept": false, + "reason": "Infinite loop on a specific image and memory overflow in sam3-litetext are unrelated model issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 58, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:38617", + "issue:42757", + "issue:42890", + "issue:42907", + "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:44263", + "issue:44315", + "issue:44351", + "issue:44380", + "issue:44410", + "issue:44451", + "issue:44484", + "issue:44704", + "issue:44936", + "issue:44938", + "issue:45103", + "issue:45375", + "issue:45440", + "issue:45712", + "issue:45753", + "issue:46050", + "issue:46123", + "issue:46172", + "issue:46178", + "issue:46298", + "issue:46365", + "issue:46421", + "issue:46655", + "issue:46664", + "issue:46701", + "issue:46710", + "issue:46752", + "issue:46821", + "issue:47116", + "issue:47312" + ], + "soft_pairs": [ + "issue:45440|issue:46172", + "issue:43097|issue:46050", + "issue:43986|issue:47312", + "issue:44410|issue:45375", + "issue:43874|issue:44263", + "issue:43673|issue:46123", + "issue:43097|issue:43873", + "issue:44062|issue:44117", + "issue:44038|issue:44410", + "issue:43012|issue:46821", + "issue:38617|issue:42757", + "issue:44117|issue:46701", + "issue:46655|issue:46664", + "issue:43064|issue:44315", + "issue:46298|issue:46752", + "issue:43986|issue:44484", + "issue:46172|issue:46710", + "issue:42890|issue:46298", + "issue:38617|issue:44351", + "issue:44936|issue:46365", + "issue:44704|issue:45103", + "issue:43502|issue:43992", + "issue:44451|issue:47116", + "issue:43208|issue:43550", + "issue:44380|issue:46421", + "issue:44938|issue:46178", + "issue:43064|issue:47116", + "issue:42907|issue:45753", + "issue:43012|issue:43550", + "issue:45712|issue:46298" + ], + "prepared_review_unit_hash": "a21668e1925e77c8a1ee830ccc480361d26ae775523d98b77fd4193dcc0f64a7", + 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No soft duplicate edge is strong enough to merge, so there is no clear canonical issue/PR across the set.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43873 is the most active and externally referenced item in the set, but it still describes a distinct quantization/offloading bug rather than a representative duplicate anchor for the whole cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "Different DeepSeek failures: remote implementation divergence vs a dtype/transpose bug in a different model path." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "One is a v5 API removal/regression; the other is a quantized model save/load failure. Same area, different bug." + }, + { + "left": "issue:43986", + "right": "issue:47312", + "accept": false, + "reason": "AutoProcessor/torchvision import crash is unrelated to kernel incompatibility with version 0.16." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Different Qwen configuration/model bugs: missing attention projections vs a missing config field being dropped." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Different GLM-family errors and code paths; one is a missing image-patch API, the other a torch.split indexing issue." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "Chunked-prefill cache initialization and mask pipeline partial-batch handling are separate problems." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "Tie-embedding removal and offloading/quantization behavior are not the same underlying bug." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "Tokenizer AddedToken argument duplication and tokenizer mapping None-handling are distinct import/runtime issues." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Both involve Qwen variants, but the failure modes and affected code paths differ." + }, + { + "left": "issue:43012", + "right": "issue:46821", + "accept": false, + "reason": "A PyTorch bfloat16 warning is unrelated to a TimesFM window_size AttributeError." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Different import errors from different modules and dependencies." + }, + { + "left": "issue:44117", + "right": "issue:46701", + "accept": false, + "reason": "Tokenizer mapping fallback logic is unrelated to the DiffusionGemma pipeline failure." + }, + { + "left": "issue:46655", + "right": "issue:46664", + "accept": false, + "reason": "Same component area, but one is padding calculation and the other is num_frames semantics; not the same bug." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "Distributed optimizer-state corruption and Liger Kernel not being applied with model_init are different trainer issues." + }, + { + "left": "issue:46298", + "right": "issue:46752", + "accept": false, + "reason": "Noisy logging and empty-list chat template IndexError are unrelated." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "Processor import crash without torchvision is unrelated to save_pretrained sharding size behavior." + }, + { + "left": "issue:46172", + "right": "issue:46710", + "accept": false, + "reason": "A tensor conversion/transpose issue is unrelated to a model accuracy regression after upgrade." + }, + { + "left": "issue:42890", + "right": "issue:46298", + "accept": false, + "reason": "Test flakiness from missing set_seed is unrelated to logging output." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Different missing-import regressions: configuration_utils symbol vs HybridCache export." + }, + { + "left": "issue:44936", + "right": "issue:46365", + "accept": false, + "reason": "Evaluation-after-training failure and import failure caused by datasets installation are different bugs." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "AutoProcessor kwargs forwarding and auto-docstring annotation parsing are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "Local-files-only network leakage and missing embed_tokens.weight loading are different issues." + }, + { + "left": "issue:44451", + "right": "issue:47116", + "accept": false, + "reason": "Model load failure for ScandiBERT is unrelated to streaming pipeline regression." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training blockers and Bamba SDPA torch.compile failure are separate model-specific bugs." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "Different failure modes: a warning emission vs a compile-time model error." + }, + { + "left": "issue:44380", + "right": "issue:46421", + "accept": false, + "reason": "Attention scaling backend behavior is unrelated to chunked-prefill cache recompilation." + }, + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "Python 3.14 load failure and an unsupported tensorflow_text backend are not the same issue." + }, + { + "left": "issue:43064", + "right": "issue:47116", + "accept": false, + "reason": "Trainer distributed-state corruption and streaming pipeline regression do not share a concrete code path." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Dequantized save failure and Qwen3_5 infinite-loop behavior are unrelated model bugs." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "This is a duplicate of the earlier pair: warning-only behavior versus a torch.compile SDPA failure." + }, + { + "left": "issue:45712", + "right": "issue:46298", + "accept": false, + "reason": "Dummy class leakage/check_repo failure is unrelated to a noisy logging message." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 59, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "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:44038", + "issue:44077", + "issue:44162", + "issue:44222", + "issue:44230", + "issue:44261", + "issue:44368", + "issue:44380", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44514", + "issue:44655", + "issue:44734", + "issue:45478", + "issue:45479", + "issue:45584", + "issue:46132", + "issue:46172", + "issue:46298", + "issue:46365", + "issue:47059", + "issue:47116", + "issue:47276" + ], + "soft_pairs": [ + "issue:42907|issue:44655", + "issue:43066|issue:43906", + "issue:43825|issue:44655", + "issue:43012|issue:44368", + "issue:43992|issue:44484", + "issue:43827|issue:47116", + "issue:43352|issue:43976", + "issue:45584|issue:46365", + "issue:44734|issue:47116", + "issue:44038|issue:44230", + "issue:44162|issue:46172", + "issue:44380|issue:46132", + "issue:43352|issue:44380", + "issue:44077|issue:46365", + "issue:43097|issue:46298", + "issue:43208|issue:43526", + "issue:36683|issue:43582", + "issue:44380|issue:45479", + "issue:42757|issue:43824", + "issue:43012|issue:47276", + "issue:42175|issue:46365", + "issue:44222|issue:45478", + "issue:42890|issue:47059", + "issue:43064|issue:44380", + "issue:43756|issue:44485", + "issue:42831|issue:44261", + "issue:44483|issue:44514", + "issue:36010|issue:42757", + "issue:43618|issue:43761" + ], + "prepared_review_unit_hash": "f06f6d04f5b9457bc382c6fc6969a5b7966cd0f0918cf93c8f5f3a7eae11306e", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011285, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36214, + "estimated_input_tokens": 9054, + "estimated_eval_tokens": 18364 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a semantic false-positive grouping: the items share broad Transformers themes, but the soft pairs are different bugs, regressions, warnings, or documentation issues. No pair looks safe to merge as the same underlying change.", + "confidence": 0.97, + "canonical_issue_reason": "No clear canonical issue: the cluster is heterogeneous and the issues point to unrelated failures across different models, APIs, backends, and docs.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good global representative because the grouped items do not share one underlying defect or fix path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Different save paths: dequantized model serialization vs Pipeline.save_pretrained." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Different bug reports; one is tokenizer decoder type regression, the other is just a reproduction of a separate issue." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Different code paths: pipeline() error messaging vs saving Pipeline objects." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "Both mention warnings, but they are unrelated warning sources and fixes." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Load-state issue vs save_pretrained shard-size question; not the same defect." + }, + { + "left": "issue:43827", + "right": "issue:47116", + "accept": false, + "reason": "Docs cleanup for removed pipeline() references vs runtime streaming pipeline regression." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Unrelated problems: Flash Attention support vs Python version compatibility." + }, + { + "left": "issue:45584", + "right": "issue:46365", + "accept": false, + "reason": "Whisper generation edge case vs Trainer import conflict with datasets." + }, + { + "left": "issue:44734", + "right": "issue:47116", + "accept": false, + "reason": "Different runtime paths: transformers serve KV-cache indexing vs streaming pipeline behavior." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "One is a v5 bug for Qwen3-VL-Moe; the other is an fp8 inference support request." + }, + { + "left": "issue:44162", + "right": "issue:46172", + "accept": false, + "reason": "Different model-specific failures with different root causes." + }, + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "GPT2 attention scaling bug is not the same as AttentionInterface.register behavior change." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Different subsystems and symptoms: Flash Attention support vs attention scaling ignored." + }, + { + "left": "issue:44077", + "right": "issue:46365", + "accept": false, + "reason": "patchtsmixer post_init validation is unrelated to the Trainer import issue." + }, + { + "left": "issue:43097", + "right": "issue:46298", + "accept": false, + "reason": "Removed config flag vs noisy logging message; unrelated fixes." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "Distinct model issues: xLSTM training bugs vs BEiT reduce_labels behavior." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Gemma3Config missing field and Apple Silicon allocator TypeError are unrelated." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Different defects: attention backend scaling vs degenerate zero-loss classification." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different symbols in different packages." + }, + { + "left": "issue:43012", + "right": "issue:47276", + "accept": false, + "reason": "Different warnings and different code paths." + }, + { + "left": "issue:42175", + "right": "issue:46365", + "accept": false, + "reason": "Dependency/backend installation issue vs import failure caused by datasets conflict." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "Same broad MoE area, but save_pretrained FP8 behavior and from_pretrained failure are not the same concrete bug." + }, + { + "left": "issue:42890", + "right": "issue:47059", + "accept": false, + "reason": "Flaky model test due to missing seeding vs CLI breakage from huggingface_hub API change." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state bug is unrelated to GPT2 attention scaling." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Different model-specific RoPE bugs with no shared code path." + }, + { + "left": "issue:42831", + "right": "issue:44261", + "accept": false, + "reason": "Both are precision-related, but they affect different models and different root causes." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Chat-completions request handling vs batched chat template crash are different paths." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Different missing imports from different packages." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Both are CLIP regressions, but one drops attentions and the other drops hidden_states; separate code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 60, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:29870", + "issue:33453", + "issue:36296", + "issue:36683", + "issue:38617", + "issue:42994", + "issue:43010", + "issue:43064", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43525", + "issue:43575", + "issue:43618", + "issue:43867", + "issue:43976", + "issue:43992", + "issue:44075", + "issue:44077", + "issue:44355", + "issue:44380", + "issue:44393", + "issue:44492", + "issue:44625", + "issue:44655", + "issue:44855", + "issue:44908", + "issue:44938", + "issue:45216", + "issue:45276", + "issue:45278", + "issue:45310", + "issue:45375", + "issue:45593", + "issue: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:43299|issue:43867", + "issue:43618|issue:44380", + "issue:44655|issue:47321", + "issue:44625|issue:46365", + "issue:42994|issue:44655", + "issue:44655|issue:47332", + "issue:44625|issue:46077", + "issue:43352|issue:45593", + "issue:36683|issue:43475", + "issue:44355|issue:46877", + "issue:36683|issue:44077", + "issue:43976|issue:44938", + "issue:43867|issue:45216", + "issue:46077|issue:46512", + "issue:44938|issue:47059", + "issue:43618|issue:45216", + "issue:36683|issue:47110", + "issue:36683|issue:43525", + "issue:29870|issue:36296", + "issue:44908|issue:46851", + "issue:43992|issue:47317", + "issue:44355|issue:44855", + "issue:43010|issue:45278", + "issue:43064|issue:44492", + "issue:43992|issue:45310", + "issue:43867|issue:46202", + "issue:44075|issue:46365", + "issue:44393|issue:47000", + "issue:29870|issue:33453", + "issue:44393|issue:47337", + "issue:36296|issue:43575", + "issue:43867|issue:45375" + ], + "prepared_review_unit_hash": "30671e62682b0b38a65501cedbff56022ad73e79ee8422587271f44997753a23", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011285, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37427, + "estimated_input_tokens": 9357, + "estimated_eval_tokens": 18970 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the soft pairs are mostly superficial thematic matches, not true duplicates. I would not merge any of the candidate pairs as the same underlying bug/change.", + "confidence": 0.74, + "canonical_issue_reason": "Issue 36683 is the closest anchor because it is one of the most connected items in the set, but the cluster is not a real duplicate group; the apparent similarities are mostly broad config/attribute regressions.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 36683 is the best representative by connectivity and specificity, but only as a loose anchor for a mixed cluster, not as a true canonical duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "Different bugs: import-time symbol breakage vs local_files_only still triggering API requests." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Same model family, but different code paths: resize_token_embeddings propagation vs bidirectional attention mask construction." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Different failures: Qwen3VL MoE loading regression vs generic state_dict sorting/load error." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "Unrelated regressions: CLIP attentions field handling vs GPT2 attention scaling under SDPA/FlashAttention." + }, + { + "left": "issue:44655", + "right": "issue:47321", + "accept": false, + "reason": "Pipeline save_pretrained serialization vs AMD quark class update; not the same bug." + }, + { + "left": "issue:44625", + "right": "issue:46365", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and Trainer import conflicts are unrelated issues." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Both involve saving, but quantized model saving and pipeline object saving are different failure modes." + }, + { + "left": "issue:44655", + "right": "issue:47332", + "accept": false, + "reason": "Both concern saving, but generic pipeline saving and disk-offloaded Qwen3-VL saving are different code paths." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "Different subsystems: Qwen3.5 config propagation vs Gemma4 attention masking." + }, + { + "left": "issue:43352", + "right": "issue:45593", + "accept": false, + "reason": "Flash Attention support gating is unrelated to auxiliary loss computation when denoising is off." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Both are missing-attribute reports, but for different models and different fields." + }, + { + "left": "issue:44355", + "right": "issue:46877", + "accept": false, + "reason": "Compiled-file import errors and auto_docstring stdout diagnostics are unrelated." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Different bugs: missing config attribute vs patchtsmixer post_init allowance." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Both are Python-version compatibility issues, but they affect different versions and fail differently." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "Both are load/save regressions, but one is state_dict ordering and the other is Qwen3.5 save_pretrained corruption." + }, + { + "left": "issue:46077", + "right": "issue:46512", + "accept": false, + "reason": "Gemma4 bidirectional masking and stale config.dtype after from_config are unrelated." + }, + { + "left": "issue:44938", + "right": "issue:47059", + "accept": false, + "reason": "Python 3.14 import failure and CLI completion breakage from huggingface_hub are different issues." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "CLIP attentions assignment and Qwen3.5 checkpoint saving are unrelated regressions." + }, + { + "left": "issue:36683", + "right": "issue:47110", + "accept": false, + "reason": "Missing vocab_size on a config is not the same as special_tokens being a list." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Both are config attribute errors, but they involve different attributes, models, and fixes." + }, + { + "left": "issue:29870", + "right": "issue:36296", + "accept": false, + "reason": "BART generate decoder_attention_mask bug and tensor-parallel training bug are unrelated." + }, + { + "left": "issue:44908", + "right": "issue:46851", + "accept": false, + "reason": "Scheduler kwargs being ignored is unrelated to variable-length input handling with position_ids." + }, + { + "left": "issue:43992", + "right": "issue:47317", + "accept": false, + "reason": "UMT5 missing a weight during from_pretrained and PPFormulaNet training-loss bug are unrelated." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Both surface at import time, but compiled Python errors and the Python 3.13 torch.jit comment parsing failure are different root causes." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "Cache update no_grad decoration and broad import errors after upgrade are not the same bug." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state corruption and a cache strategy typo are unrelated." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Different Qwen3.5 regressions: missing UMT5 weights vs MoE from_pretrained failure." + }, + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "Generic load-model error and Gemma pipeline roundtrip failure on \u2581 are different problems." + }, + { + "left": "issue:44075", + "right": "issue:46365", + "accept": false, + "reason": "Optimizer argument handling and Trainer import conflict are unrelated." + }, + { + "left": "issue:44393", + "right": "issue:47000", + "accept": false, + "reason": "Qwen3-VL bbox output issues and RTDetrLoss cost-matrix infeasibility are different detection bugs." + }, + { + "left": "issue:29870", + "right": "issue:33453", + "accept": false, + "reason": "BART generate decoder_attention_mask error and tokenizer-loading regression are unrelated." + }, + { + "left": "issue:44393", + "right": "issue:47337", + "accept": false, + "reason": "The flaky bbox range test is a test symptom, not the same bug as the Qwen3-VL bbox hallucination/error report." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Both mention tensor parallelism, but one is a training bug and the other is an OOM on model load." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "Generic load-model error and missing deepstack_visual_indexes in config 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": 27, + "review_unit_index": 61, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:28282", + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:41669", + "issue:42548", + "issue:42890", + "issue:42898", + "issue:43010", + "issue:43065", + "issue:43502", + "issue:43525", + "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:45071", + "issue:45125", + "issue:45357", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45561", + "issue:45850", + "issue:46132", + "issue:46285", + "issue:46617", + "issue:46664", + "issue:47110", + "issue:47317" + ], + "soft_pairs": [ + "issue:41669|issue:44246", + "issue:43618|issue:44077", + "issue:42890|issue:45561", + "issue:43010|issue:43976", + "issue:43867|issue:45357", + "issue:43010|issue:45850", + "issue:28282|issue:33453", + "issue:44222|issue:45125", + "issue:43618|issue:46285", + "issue:44360|issue:45440", + "issue:45125|issue:45478", + "issue:42548|issue:44351", + "issue:43502|issue:44062", + "issue:45125|issue:45375", + "issue:43525|issue:47317", + "issue:42890|issue:44112", + "issue:42890|issue:44964", + "issue:42898|issue:46664", + "issue:44734|issue:46617", + "issue:45071|issue:47317", + "issue:43723|issue:44556", + "issue:44387|issue:44556", + "issue:43010|issue:43065", + "issue:43576|issue:46132", + "issue:43824|issue:46617", + "issue:43502|issue:44485", + "issue:45850|issue:47110", + "issue:43874|issue:46617", + "issue:30333|issue:33453", + "issue:44355|issue:44749", + "issue:30990|issue:31795" + ], + "prepared_review_unit_hash": "c403d99341d8be58d92d08f4788d516fb9783f9306ddd105f3bd42bdb05943cd", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011285, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36608, + "estimated_input_tokens": 9152, + "estimated_eval_tokens": 18560 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a loose collection of Transformers issues. The only notable soft match is the import-time slowdown pair (41669/44246), but the evidence is still similarity-based rather than an explicit duplicate link; the rest look unrelated or too broad to safely merge.", + "confidence": 0.71, + "canonical_issue_reason": "issue:41669 is the best issue anchor for the import-slowdown pair because it is the more specific report and names a concrete potential cause (`import *` in models), while 44246 is the broader intermittent import-latency complaint.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:41669 is the best overall issue representative because it gives the clearest concrete symptom/cause pairing among the soft matches; 44246 is related but less specific.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41669", + "right": "issue:44246", + "accept": true, + "reason": "Both describe slow `transformers` imports; 41669 is the more concrete report and plausibly covers the same underlying slowdown theme as 44246." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "Different bugs: CLIPOutput attentions assignment versus a `patchtsmixer` post-init policy change." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Both involve test flakiness, but they are separate test failures with different causes." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Cache update decoration and Python-version compatibility are unrelated problems." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "Both are load/save related, but they affect different code paths and failure modes." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "A specific cache-update issue is not the same as a broad complaint that many models break." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "PyTorch missing-library import error is unrelated to a tokenizer-loading regression." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "Both touch Qwen/MoE, but one is about FP8 save_pretrained and the other about tensor-parallel metadata." + }, + { + "left": "issue:43618", + "right": "issue:46285", + "accept": false, + "reason": "Both are CLIP-related, but they describe different regressions and not the same bug." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "DSA indexer/ReLU discussion is unrelated to DeepseekV3MoE implementation divergence." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Similar model family, but one is a missing `_tp_plan` and the other is a broader from_pretrained error." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Different missing exports with different causes (`PreTrainedModel` vs `HybridCache`)." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "Offline-loading network requests and `AddedToken` argument duplication are separate bugs." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Both concern Qwen3.5 MoE vision config, but the missing fields and failures are different." + }, + { + "left": "issue:43525", + "right": "issue:47317", + "accept": false, + "reason": "A missing config attribute and a PPFormulaNet training-loss bug are unrelated." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Both are CI/test issues, but they are different tests and different flake mechanisms." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "A seeded test flake is unrelated to a model-loading regression for Phi-4 multimodal." + }, + { + "left": "issue:42898", + "right": "issue:46664", + "accept": false, + "reason": "Tokenization-space behavior and video `num_frames` semantics are different API regressions." + }, + { + "left": "issue:44734", + "right": "issue:46617", + "accept": false, + "reason": "KV-cache continuation indexing and trust_remote_code cache file lookup are different failure paths." + }, + { + "left": "issue:45071", + "right": "issue:47317", + "accept": false, + "reason": "PretrainedConfig type-checking regression is unrelated to PPFormulaNet training loss." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Both mention loading after v5 upgrades, but one is tokenizer-specific and the other is a broader checkpoint reload issue." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Int4 OOM behavior is a different failure mode from checkpoint reload compatibility." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "No meaningful overlap between cache-update decoration and a dummy `nn.Conv2d` in Sam3PixelDecoder." + }, + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "Broken `transformers env` output and `AttentionInterface.register` behavior are separate features/issues." + }, + { + "left": "issue:43824", + "right": "issue:46617", + "accept": false, + "reason": "Missing model export and trust_remote_code cache file loading are different problems." + }, + { + "left": "issue:43874", + "right": "issue:46617", + "accept": false, + "reason": "Missing image-processor method causing multimodal token-count failure is unrelated to cache file lookup." + }, + { + "left": "issue:45850", + "right": "issue:47110", + "accept": false, + "reason": "A broad complaint about v5 breaking many models is not the same as the specific `special_tokens` type error." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled-file execution errors and slower filtering after upgrade are unrelated." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Sentence Transformers loading hangs and forward-argument documentation confusion are different topics." + }, + { + "left": "issue:43723", + "right": "issue:46617", + "accept": false, + "reason": "Tokenizer loading regressions and trust_remote_code cache file-not-found failures are different load paths." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "Offline network requests and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:45357", + "accept": false, + "reason": "A missing Qwen model export is not the same as incorrect visual encoder keys being saved." + }, + { + "left": "issue:43010", + "right": "issue:45440", + "accept": false, + "reason": "Cache update no-grad decoration and DeepSeekV3MoE divergence are unrelated code paths." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary is a bit too strong for the packet. The data only gives soft-similarity signals and issue titles/bodies; it does not establish that issue:41669 and issue:44246 are the \"only true duplicate pair\" or that 41669 definitively provides the root cause/fix for 44246. That relationship is plausible, but should be phrased more conservatively. Several other soft pairs are also only similarity-based, so the cluster conclusion should avoid implying confirmed duplicate status without explicit linkage or stronger evidence." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 62, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:29870", + "issue:30333", + "issue:31795", + "issue:33453", + "issue:34689", + "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:45468", + "issue:45850", + "issue:46095", + "issue:46143", + "issue:46144", + "issue:46209", + "issue:46617", + "issue:46664", + "issue:46726", + "issue:47059", + "issue:47110" + ], + "soft_pairs": [ + "issue:43010|issue:43232", + "issue:46664|issue:46726", + "issue:43299|issue:44556", + "issue:43502|issue:44222", + "issue:30333|issue:36296", + "issue:29870|issue:31795", + "issue:43827|issue:44961", + "issue:33453|issue:34689", + "issue:46143|issue:46144", + "issue:44222|issue:44230", + "issue:41628|issue:42548", + "issue:43502|issue:44961", + "issue:44355|issue:45071", + "issue:43576|issue:45071", + "issue:43576|issue:43824", + "issue:42757|issue:43576", + "issue:43576|issue:47059", + "issue:31795|issue:38617", + "issue:44038|issue:45125", + "issue:36296|issue:43901", + "issue:43475|issue:46617", + "issue:44351|issue:46617", + "issue:44315|issue:44360", + "issue:44230|issue:46095", + "issue:45375|issue:47110", + "issue:45362|issue:45850", + "issue:44485|issue:44961", + "issue:44961|issue:45468", + "issue:43673|issue:44492", + "issue:43525|issue:47110", + "issue:43352|issue:44961", + "issue:44315|issue:46209" + ], + "prepared_review_unit_hash": "8beb8bf3428e3e2ddf99d4bd334bbd597c7ffacac108eb10d2a6f48a35956a22", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011285, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36692, + "estimated_input_tokens": 9173, + "estimated_eval_tokens": 18602 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous overall, with a broad v5 regression umbrella plus many unrelated import, loading, docs, and model-specific bugs. The RoFormer pair is adjacent but not clearly the same concrete fix, so it should be rejected as a duplicate/merge candidate.", + "confidence": 0.82, + "canonical_issue_reason": "issue:45850 is the broadest umbrella report in the set and best captures the cluster\u2019s overall v5-regression theme, even though it is too generic to represent any one specific fix.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45850 is the most representative high-level cluster anchor because it summarizes the broad breakage theme across multiple model regressions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Both are generation-related, but they describe different bugs: cache update decoration vs sync_gpus/_update_model_kwargs_for_generation behavior." + }, + { + "left": "issue:46664", + "right": "issue:46726", + "accept": false, + "reason": "Different components and failure modes: video processor frame semantics vs AutoProcessor backend-missing import behavior." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Both are loading regressions, but they concern different model/version breakages and do not look like one concrete bug." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "Unrelated problems: unwanted network requests with local_files_only versus FP8 save_pretrained/moe support." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLflow job reporting and tensor-parallel training are separate issues." + }, + { + "left": "issue:29870", + "right": "issue:31795", + "accept": false, + "reason": "A runtime generation error and a documentation confusion issue are not the same bug." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs still referencing pipeline() is unrelated to the placeholder issue 'racoon'." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Both are loading regressions, but they target different paths and model families." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "Related RoFormer area, but one is about kwargs propagation and the other about the attention interface; from the packet they are not clearly the same concrete bug." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "FP8 save_pretrained/moe handling and FP8 inference support are different concrete problems." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Both are import errors, but for different exported symbols and likely different root causes." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "local_files_only network behavior is unrelated to the 'racoon' issue." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled Python execution errors and PretrainedConfig type-checking regressions are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "A broken env CLI command and PretrainedConfig type-checking are separate regressions." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "CLI env command breakage is unrelated to the Qwen2_5_VL import failure." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "Different failures: huggingface_hub offline-mode import vs transformers env command behavior." + }, + { + "left": "issue:43576", + "right": "issue:47059", + "accept": false, + "reason": "Both involve CLI/package compatibility, but the specific failures and code paths differ." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Documentation confusion and missing layer_type_validation import are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Both mention Qwen3 Moe, but one is a broad v5/model breakage report and the other is a specific tensor-parallel bug." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor-parallel training and pipeline docs about return_all_scores are unrelated." + }, + { + "left": "issue:43475", + "right": "issue:46617", + "accept": false, + "reason": "SAM 3 video encoder field mismatch and trust_remote_code cache FileNotFoundError are different bugs." + }, + { + "left": "issue:44351", + "right": "issue:46617", + "accept": false, + "reason": "Missing HybridCache import and cache FileNotFoundError are distinct import/loading failures." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Model_init/Liger Kernel application and DSA indexer ReLU absence are unrelated." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "FP8 inference support for Qwen models and DeepSeek weight-conversion tooling are different topics." + }, + { + "left": "issue:45375", + "right": "issue:47110", + "accept": false, + "reason": "A missing Qwen3_5MoeVisionConfig field is not the same as a special_tokens list/keys error." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "A specific Qwen3.5-35B chat crash is not the same concrete bug as the broad 'many models break' meta-issue." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "GLM-5 RoPE implementation and 'racoon' are unrelated." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "No relation between 'racoon' and Gemma-4 audio positional encoding." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Missing GenerationMixin cache in chunked_prefill and a Cache strategies typo are not the same bug." + }, + { + "left": "issue:43525", + "right": "issue:47110", + "accept": false, + "reason": "Llama4Config pad_token_id missing and special_tokens list/keys error are different issues." + }, + { + "left": "issue:43352", + "right": "issue:44961", + "accept": false, + "reason": "Flash Attention 2.0 support limitation and 'racoon' are unrelated." + }, + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "Model_init/Liger Kernel application and FP8 inference on B200 are different failures." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Overall cluster framing is reasonable, but the output is not conservative enough on the only accepted soft pair. issue:46143 is about kwargs propagation, while issue:46144 is about the RoFormer attention interface; from the packet alone they look related but not clearly the same concrete bug or a single mergeable PR. The canonical reason also leans on a body quote that is not visible in the packet. Please tighten the evidence threshold." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 63, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:31795", + "issue:33453", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:43408", + "issue:43519", + "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:45003", + "issue:45071", + "issue:45092", + "issue:45230", + "issue:45341", + "issue:45381", + "issue:45542", + "issue:45753", + "issue:45850", + "issue:46018", + "issue:46172", + "issue:46218", + "issue:46328", + "issue:46655", + "issue:46664", + "issue:47059", + "issue:47110", + "issue:47176" + ], + "soft_pairs": [ + "issue:43867|issue:47110", + "issue:44273|issue:45542", + "issue:44485|issue:46664", + "issue:44623|issue:45230", + "issue:45381|issue:46664", + "issue:44273|issue:45003", + "issue:41669|issue:43673", + "issue:43525|issue:45850", + "issue:44393|issue:45753", + "issue:44393|issue:45071", + "issue:44466|issue:44556", + "issue:43572|issue:45850", + "issue:44077|issue:44861", + "issue:44556|issue:45092", + "issue:42371|issue:44492", + "issue:45850|issue:47059", + "issue:44492|issue:45850", + "issue:44246|issue:44273", + "issue:43408|issue:44315", + "issue:41669|issue:46218", + "issue:44492|issue:46328", + "issue:42890|issue:44908", + "issue:43976|issue:44393", + "issue:44295|issue:45230", + "issue:44297|issue:45230", + "issue:44704|issue:44908", + "issue:43576|issue:44908", + "issue:43576|issue:47176", + "issue:44908|issue:45071", + "issue:41669|issue:45341", + "issue:44655|issue:44861", + "issue:41669|issue:44351", + "issue:43976|issue:46218", + "issue:31795|issue:33453", + "issue:43976|issue:47176", + "issue:46018|issue:46172", + "issue:43519|issue:46655" + ], + "prepared_review_unit_hash": "8a69d3fcd5b08b9914e4457d9a54be35a39989362077701333812fb0fd14e58e", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011285, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 37, + "serialized_chars": 38130, + "estimated_input_tokens": 9533, + "estimated_eval_tokens": 19322 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a set of unrelated or only loosely related issues. There are a few thematic pockets around v5 migration regressions and import/lazy-loading behavior, but the proposed soft edges are generally false positives rather than true duplicates.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 45850 is the broadest umbrella in the set: it describes widespread breakage after v5 and can loosely absorb several migration/regression reports, even though it is vague.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45850 is the most representative of the overall cluster theme, but it is still too generic to be a strong canonical by itself.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43867", + "right": "issue:47110", + "accept": false, + "reason": "Different failures: state_dict loading/order handling versus a special_tokens structure error." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Both touch import behavior, but one is lazy loading and the other is a TensorFlow backend dependency problem." + }, + { + "left": "issue:44485", + "right": "issue:46664", + "accept": false, + "reason": "Different model/code paths: GLM-5 RoPE logic versus SmolVLM video padding/num_frames handling." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "One is about missing files in processor.save_pretrained; the other is too vague to identify the same bug." + }, + { + "left": "issue:45381", + "right": "issue:46664", + "accept": false, + "reason": "Both are multimodal video issues, but they target different bugs: vision_position_ids versus padding/num_frames semantics." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Related to import/lazy-loading area, but one is a performance complaint and the other is unsafe sys.modules access." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-time performance from import * removal is not the same as a missing GenerationMixin cache in chunked_prefill." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "One is a specific missing pad_token_id attribute; the other is a broad v5 breakage report." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Same model family, but different concrete issues: 2D bbox output errors versus an infinite-loop bug on a specific image." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "A model-specific output bug and a PretrainedConfig type-checking regression are not the same underlying problem." + }, + { + "left": "issue:44466", + "right": "issue:44556", + "accept": false, + "reason": "Both involve serialization/loading, but one is tied-weight serialization inconsistency and the other is checkpoint reload incompatibility across versions." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "A specific StableLmConfig attribute regression is not the same as a broad \"many models break in v5\" report." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "Different bugs in model internals: post_init policy validation versus _get_tied_weight_keys crashing on list input." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both are upgrade incompatibilities, but they affect different loading/meta-init paths and different model setups." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 behavior and cache-strategy typo are unrelated." + }, + { + "left": "issue:45850", + "right": "issue:47059", + "accept": false, + "reason": "Generic v5 breakage is not the same as a specific CLI incompatibility with huggingface_hub 1.22.0." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "A typo in cache strategy text is not the same as a broad version regression report." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Both concern import/lazy-loading, but one is intermittent import slowness and the other is lazy loading not working properly." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "Different model initialization issues: wrong model type warning versus Liger Kernel not being applied with model_init." + }, + { + "left": "issue:41669", + "right": "issue:46218", + "accept": false, + "reason": "Import-time bloat from import * removal is unrelated to a missing Qwen3_5ForCausalLM import symbol." + }, + { + "left": "issue:44492", + "right": "issue:46328", + "accept": false, + "reason": "Cache-strategy typo and SequenceFeatureExtractor.pad numpy/list conversion are unrelated." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Test flakiness from missing set_seed is unrelated to scheduler kwargs being ignored." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python version compatibility and a Qwen3-VL bbox bug are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "Buffer access on position_ids is a concrete bug; the other report is too generic to match it." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer_class mismatch in save_pretrained is specific; the paired report is too vague to treat as the same bug." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "Both mention kwargs, but cached_file forwarding and inverse_sqrt scheduler kwargs are different APIs and failures." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "transformers env breakage and scheduler kwargs handling are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:47176", + "accept": false, + "reason": "Environment command breakage is unrelated to a shell-operator allowlist bypass." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "A scheduler bug and a PretrainedConfig type-checking regression are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import-time performance and a testing_utils bug are unrelated." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Saving Pipeline objects and tied-weight-key attribute handling are different code paths." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import * performance regression is not the same as failing to import HybridCache." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Python compatibility and a missing Qwen3_5ForCausalLM import are unrelated." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion about forward arguments is unrelated to tokenizer loading regression." + }, + { + "left": "issue:43976", + "right": "issue:47176", + "accept": false, + "reason": "Python version compatibility and shell allowlist bypass are unrelated." + }, + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "Both are DeepSeek-v4 related, but they describe different concrete implementation bugs." + }, + { + "left": "issue:43519", + "right": "issue:46655", + "accept": false, + "reason": "Both are vision/video-related, but one is timestamp calculation and the other is padding in the SmolVLM video processor." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 64, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:28348", + "issue:29870", + "issue:30333", + "issue:31515", + "issue:31795", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41669", + "issue:42371", + "issue:42913", + "issue:43066", + "issue:43298", + "issue:43352", + "issue:43502", + "issue:43519", + "issue:43576", + "issue:43606", + "issue:43618", + "issue:43704", + "issue: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:45850", + "issue:46095", + "issue:46218", + "issue:46894", + "issue:47059", + "issue:47110", + "issue:47176", + "issue:47177" + ], + "soft_pairs": [ + "issue:44315|issue:44829", + "issue:44485|issue:47176", + "issue:44360|issue:45468", + "issue:43576|issue:44273", + "issue:43298|issue:46095", + "issue:45230|issue:45310", + "issue:45468|issue:46894", + "issue:43976|issue:47177", + "issue:43519|issue:44485", + "issue:44485|issue:47177", + "issue:44273|issue:44908", + "issue:43519|issue:44908", + "issue:31795|issue:34689", + "issue:43576|issue:46218", + "issue:41669|issue:43704", + "issue:44485|issue:45468", + "issue:45850|issue:47177", + "issue:45850|issue:47176", + "issue:43704|issue:44485", + "issue:42371|issue:43704", + "issue:44861|issue:47110", + "issue:43352|issue:47177", + "issue:43502|issue:43519", + "issue:43606|issue:45468", + "issue:42913|issue:43066", + "issue:45850|issue:46218", + "issue:43519|issue:44623", + "issue:44263|issue:45468", + "issue:44861|issue:47059", + "issue:43704|issue:45341", + "issue:43352|issue:46218", + "issue:44351|issue:46218", + "issue:28348|issue:45250", + "issue:44861|issue:45290", + "issue:44908|issue:44998", + "issue:44998|issue:47177", + "issue:44998|issue:47176", + "issue:44492|issue:44998", + "issue:44230|issue:44623", + "issue:43618|issue:44998", + "issue:28348|issue:43352", + "issue:31515|issue:38617", + "issue:44230|issue:45310", + "issue:29870|issue:31515", + "issue:30333|issue:31515", + "issue:31515|issue:36296", + "issue:31515|issue:31795", + "issue:43298|issue:44230" + ], + "prepared_review_unit_hash": "f334aef7ee04c6b3dc7995366a1201386b908debb3a7518db4599d9dc4136976", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011285, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 48, + "serialized_chars": 41328, + "estimated_input_tokens": 10332, + "estimated_eval_tokens": 20920 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a noisy cluster of mostly unrelated issues. The soft pairs share only broad keywords (e.g. loading, model bugs, imports, Flash Attention) but not the same concrete bug or change, so none should be merged as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "issue:31515 is the most general and most connected node in this set, but the cluster is heterogeneous; it is the best umbrella representative for the loading/from_pretrained complaint family.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:31515 is the closest thing to a cluster anchor because it is broad, user-facing, and loosely connected to several other loading-related reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Different feature areas: Liger kernel application vs flash-attention training degeneration." + }, + { + "left": "issue:44485", + "right": "issue:47176", + "accept": false, + "reason": "RoPE implementation bug vs command-substitution allowlist bypass; unrelated subsystems." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer math issue vs Gemma-4 audio positional encoding bug." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "CLI env command failure vs lazy-loading behavior; not the same bug." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Audio continuous batching support vs DeepSeek weight conversion; different changes." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "Generic placeholder report vs specific Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:45468", + "right": "issue:46894", + "accept": false, + "reason": "Different model families and failures: audio positional encoding vs training-loss shift." + }, + { + "left": "issue:43976", + "right": "issue:47177", + "accept": false, + "reason": "Python version compatibility vs tar/zip slip RCE; no shared code path." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Timestamp calculation in Qwen3VL vs GLM-5 RoPE implementation." + }, + { + "left": "issue:44485", + "right": "issue:47177", + "accept": false, + "reason": "RoPE correctness bug vs archive extraction security bug." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading failure vs inverse_sqrt scheduler kwargs handling." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Processor timestamp math vs scheduler parameter propagation." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Documentation confusion vs model loading regression for Llama 3.2 Vision." + }, + { + "left": "issue:43576", + "right": "issue:46218", + "accept": false, + "reason": "Broken env command vs import error for Qwen3_5ForCausalLM." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-star cleanup performance issue vs VRAM leak in Qwen3ForCausalLM." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "Different model-specific math bugs; only both are positional/rope-adjacent." + }, + { + "left": "issue:45850", + "right": "issue:47177", + "accept": false, + "reason": "Broad regression complaint vs command/file-write security vulnerability." + }, + { + "left": "issue:45850", + "right": "issue:47176", + "accept": false, + "reason": "Generic version regression vs shell operator allowlist bypass." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "Memory leak in Qwen3ForCausalLM vs GLM-5 RoPE implementation." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 API guidance vs VRAM leak; unrelated issues." + }, + { + "left": "issue:44861", + "right": "issue:47110", + "accept": false, + "reason": "Weight-key helper crash vs special_tokens list/dict attribute error." + }, + { + "left": "issue:43352", + "right": "issue:47177", + "accept": false, + "reason": "Flash Attention support gap vs archive slip RCE; unrelated." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "Unwanted network access on local_files_only vs timestamp calculation bug." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch vs audio relative positional encoding." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Generic tokenizer behavior change vs wrong decoder type in v5." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "Broad breakage report vs specific module import failure." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3VL timestamp math vs processor.save_pretrained missing files." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "torch.split return handling in GlmMoeDsaIndexer vs Gemma-4 audio encoding." + }, + { + "left": "issue:44861", + "right": "issue:47059", + "accept": false, + "reason": "Tied-weights helper crash vs CLI failure from huggingface_hub upgrade." + }, + { + "left": "issue:43704", + "right": "issue:45341", + "accept": false, + "reason": "VRAM leak in model runtime vs a testing utility bug." + }, + { + "left": "issue:43352", + "right": "issue:46218", + "accept": false, + "reason": "Flash Attention 2 support gap vs import failure for a different model class." + }, + { + "left": "issue:44351", + "right": "issue:46218", + "accept": false, + "reason": "HybridCache import breakage vs Qwen3_5ForCausalLM import breakage." + }, + { + "left": "issue:28348", + "right": "issue:45250", + "accept": false, + "reason": "Specific GPT2 FA2 support request vs generic Flash Attention 2.0 issue." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "AttributeError in weight-key code vs chat template tool-call crash." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs bug vs unrelated low-signal placeholder issue." + }, + { + "left": "issue:44998", + "right": "issue:47177", + "accept": false, + "reason": "Unemployment placeholder vs archive extraction RCE." + }, + { + "left": "issue:44998", + "right": "issue:47176", + "accept": false, + "reason": "Unemployment placeholder vs command-substitution bypass." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "Cache-strategy typo vs unrelated placeholder issue." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 inference support request vs processor save_pretrained file omission." + }, + { + "left": "issue:43606", + "right": "issue:44998", + "accept": false, + "reason": "Device mismatch bug vs unrelated placeholder issue." + }, + { + "left": "issue:28348", + "right": "issue:43352", + "accept": false, + "reason": "Different models and different FA2 requests; not one concrete fix." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Slow checkpoint loading vs missing layer_type_validation import." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "FP8 support request vs Qwen3.5 MoE from_pretrained regression." + }, + { + "left": "issue:29870", + "right": "issue:31515", + "accept": false, + "reason": "BART generation decoder mask crash vs slow checkpoint loading." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLflow failure on job crash vs checkpoint loading performance issue." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Slow from_pretrained load vs tensor parallel training bug." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Checkpoint loading speed vs forward-API documentation confusion." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Audio continuous batching support vs fp8 inference support; different changes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 27, + "review_unit_index": 65, + "review_unit_count": 65, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-529", + "nodes": [ + "issue:37934", + "issue:42936", + "issue:43240", + "issue:43668", + "issue:43717", + "issue:43813", + "issue:44031", + "issue:46018", + "issue:46144" + ], + "soft_pairs": [ + "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": "1fbbde444952019e4e9018d098f0f734195ab7cd0823a53e7aa45312ba7995f6", + "component_budget": { + "node_count": 529, + "item_count": 529, + "soft_pair_count": 1951, + "serialized_chars": 1011285, + "estimated_input_tokens": 252822, + "estimated_eval_tokens": 505900 + }, + "budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 12, + "serialized_chars": 8613, + "estimated_input_tokens": 2154, + "estimated_eval_tokens": 4564 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a true duplicate set: the issues span unrelated models, configs, tokenizer warnings, quantization typos, and attention/loss wiring problems. The soft-similarity scores are superficial; none of the pairs look like the same underlying bug or change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Different subsystems and bug shapes: weight initialization in Mamba/Mamba-2 vs attention-interface usage in RoFormer." + }, + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Mask2Former ignore_value handling and DeepSeek-V4 shared-expert gating are unrelated model-specific issues." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "A type-hint bug in ModernBERTConfig is unrelated to tokenizer regex warning behavior." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "One is a missing ignore_value usage in Mask2Former; the other is kwargs not forwarded to a loss function." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "Loss-kwargs forwarding and RoFormer attention-interface usage affect different code paths and components." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Mask2Former ignore_value logic is unrelated to tokenizer regex warning regressions." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "These concern different models and unrelated implementation problems; no shared fix." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Mask2Former ignore_value handling and a quantization-typo issue are not the same bug." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "ModernBERT norm_eps typing and a quantization attribute typo are unrelated correctness issues." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Passing kwargs to loss calculation is unrelated to a config type-hint correction." + }, + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "A question about Llama4TextL2Norm/RMSNorm semantics is unrelated to ModernBERTConfig type hints." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Mask2Former ignore_value usage and ModernBERT norm_eps typing do not share a code path or fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10519-3", + "nodes": [ + "issue:10519", + "issue:11005", + "issue:11307" + ], + "soft_pairs": [ + "issue:10519|issue:11307", + "issue:10519|issue:11005", + "issue:11005|issue:11307" + ], + "prepared_review_unit_hash": "5f5e0f60caebfaf77789fd736142ea938014b0ac010389bd9d108895a7fc210c", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2877, + "estimated_input_tokens": 720, + "estimated_eval_tokens": 1696 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2877, + "estimated_input_tokens": 720, + "estimated_eval_tokens": 1696 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These three issues are unrelated feature requests/questions across different subsystems, so none should be clustered as duplicates or share a canonical item.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 10519 is the most concrete and actionable request, but it is still not the same underlying problem as the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10519", + "right": "issue:11307", + "accept": false, + "reason": "Different topics: tokenizer truncation behavior vs Wav2Vec2 word offset extraction." + }, + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "Different requests in different areas: truncation direction vs ReduceLROnPlateau-like scheduler behavior." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "No shared underlying bug or change; one is about learning-rate scheduling, the other about speech model time offsets." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 3, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-13244-3", + "nodes": [ + "issue:13244", + "issue:15980", + "issue:16618" + ], + "soft_pairs": [ + "issue:13244|issue:16618", + "issue:15980|issue:16618" + ], + "prepared_review_unit_hash": "a3e8268eab6966eecd9d2c442c4c2d22c2ffbcfce34696c077075720cdf5188e", + "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 looks heterogeneous: one tokenization mismatch, one private-model auth/download message issue, and one generic model-loading failure. I would not merge any pair; 16618 is only the broadest representative issue.", + "confidence": 0.42, + "canonical_issue_reason": "Issue 16618 is the most generic model-loading report, so it is the closest representative of the cluster, but it is not a clear duplicate of the other two.", + "canonical_pr_reason": null, + "best_issue_reason": "16618 has the broadest wording and most central model-loading framing, making it the best single issue to anchor the cluster despite weak duplicate evidence.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Tokenization behavior differs from a model-loading failure; these point to different code paths and symptoms." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "Private-model login/download error is not the same as a generic \"can't load model\" report; the titles suggest 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": 4, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-26350-2", + "nodes": [ + "issue:26350", + "issue:33260" + ], + "soft_pairs": [ + "issue:26350|issue:33260" + ], + "prepared_review_unit_hash": "7668e7d1ddd878d4340ab717e077212d5b08102ea5d4cbe417f2fd70efa24fc6", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1588, + "estimated_input_tokens": 397, + "estimated_eval_tokens": 1050 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1588, + "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 two unrelated open feature-request issues: one for Flash Attention 2 support on more architectures and one for GGUF support on more architectures. They share only the broad theme of expanding architecture support, not the same underlying change.", + "confidence": 0.96, + "canonical_issue_reason": "No canonical issue: the requests target different features/codepaths (Flash Attention 2 vs GGUF) and are not duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a good canonical representative for the other; they are distinct requests rather than one duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Different feature requests with different implementation targets; shared wording about broader architecture support is too generic to indicate duplication." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 5, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-27088-10", + "nodes": [ + "issue:27088", + "issue:28936", + "issue:38435", + "issue:43834", + "issue:44365", + "issue:44370", + "issue:46222", + "issue:46226", + "issue:46931", + "issue:47299" + ], + "soft_pairs": [ + "issue:27088|issue:44370", + "issue:27088|issue:44365", + "issue:27088|issue:43834", + "issue:27088|issue:47299", + "issue:27088|issue:38435", + "issue:27088|issue:28936", + "issue:28936|issue:43834", + "issue:28936|issue:44365", + "issue:28936|issue:38435", + "issue:28936|issue:44370", + "issue:38435|issue:44370", + "issue:38435|issue:44365", + "issue:38435|issue:43834", + "issue:38435|issue: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": "5aff6735a3694ded64a738da3fef598ea079b27e4bb44bbe6c81f31201763fdb", + "component_budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 35, + "serialized_chars": 18656, + "estimated_input_tokens": 4664, + "estimated_eval_tokens": 9584 + }, + "budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 35, + "serialized_chars": 18656, + "estimated_input_tokens": 4664, + "estimated_eval_tokens": 9584 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly i18n translation request issues that share a boilerplate template, but they do not describe the same underlying task: most are for different target languages, and several are generic/placeholder or spam-like variants. I do not see a true duplicate group strong enough to merge, though the generic template issue 43834 is the closest representative of the shared template family.", + "confidence": 0.71, + "canonical_issue_reason": "Issue 43834 is the most generic/template-like entry and is the closest match to the repeated boilerplate seen across the cluster, so it best represents the shared pattern if a single issue must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43834 is the best overall representative of this cluster because it is the broad template form rather than a language-specific or obviously noisy variant.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Different translation targets/languages; only the boilerplate request format is shared." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Different translation targets/languages; same template style is not enough to make them duplicates." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Turkish-specific request versus a generic template issue; not the same underlying task." + }, + { + "left": "issue:27088", + "right": "issue:47299", + "accept": false, + "reason": "Different target language/request content; appears to be another distinct template/spam variant." + }, + { + "left": "issue:27088", + "right": "issue:38435", + "accept": false, + "reason": "Turkish versus Romanian translation request; separate issues, not duplicates." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Turkish versus Spanish translation request; same area, but distinct tasks." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Spanish-specific request versus generic placeholder template; not the same issue." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Spanish translation request versus another distinct template-like issue; no evidence of one underlying bug/change." + }, + { + "left": "issue:28936", + "right": "issue:38435", + "accept": false, + "reason": "Spanish versus Romanian translation request; distinct language tasks." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "Spanish-specific request versus another generic/template variant; not a duplicate." + }, + { + "left": "issue:38435", + "right": "issue:43834", + "accept": false, + "reason": "Romanian-specific request versus a generic placeholder issue; not the same task." + }, + { + "left": "issue:38435", + "right": "issue:44365", + "accept": false, + "reason": "Romanian translation request and a generic template-like issue are not concrete duplicates." + }, + { + "left": "issue:38435", + "right": "issue:44370", + "accept": false, + "reason": "Romanian-specific request versus another template variant; only boilerplate overlaps." + }, + { + "left": "issue:38435", + "right": "issue:46226", + "accept": false, + "reason": "Different language/request content; shared i18n boilerplate is insufficient." + }, + { + "left": "issue:38435", + "right": "issue:47299", + "accept": false, + "reason": "Romanian translation request versus a noisy/placeholder-like issue; not the same underlying item." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": false, + "reason": "Both look template-like, but there is no evidence they are the same concrete translation request." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": false, + "reason": "Identical-style template titles are not enough here; likely separate issue instances." + }, + { + "left": "issue:43834", + "right": "issue:47299", + "accept": false, + "reason": "Generic template issue versus a different noisy placeholder variant; no clear same underlying task." + }, + { + "left": "issue:43834", + "right": "issue:46226", + "accept": false, + "reason": "Template-like titles overlap, but the issue content appears to be separate and not a concrete duplicate." + }, + { + "left": "issue:43834", + "right": "issue:46931", + "accept": false, + "reason": "Generic translation template versus a different noisy variant; no same bug/change." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": false, + "reason": "Near-identical template titles, but without stronger evidence these look like separate submissions rather than one issue." + }, + { + "left": "issue:44365", + "right": "issue:47299", + "accept": false, + "reason": "Different noisy/template variants; not enough to say they are the same underlying request." + }, + { + "left": "issue:44365", + "right": "issue:46226", + "accept": false, + "reason": "Template-like overlap only; no concrete duplicate evidence." + }, + { + "left": "issue:44365", + "right": "issue:46931", + "accept": false, + "reason": "Both are noisy translation issues, but they do not clearly describe the same task." + }, + { + "left": "issue:44370", + "right": "issue:47299", + "accept": false, + "reason": "Different placeholder/noisy variants; same subsystem but not the same issue." + }, + { + "left": "issue:44370", + "right": "issue:46226", + "accept": false, + "reason": "Template similarity only; not enough to merge as duplicates." + }, + { + "left": "issue:44370", + "right": "issue:46931", + "accept": false, + "reason": "Distinct noisy translation requests with no clear shared target change." + }, + { + "left": "issue:46222", + "right": "issue:47299", + "accept": false, + "reason": "Different noisy/placeholder content; no evidence of one concrete issue." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": false, + "reason": "Template-style translation requests, but not the same underlying language/task." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": false, + "reason": "Different noisy translation request variants; shared boilerplate is insufficient." + }, + { + "left": "issue:43834", + "right": "issue:46222", + "accept": false, + "reason": "Generic template issue versus a different noisy request; not a duplicate." + }, + { + "left": "issue:46222", + "right": "issue:46226", + "accept": false, + "reason": "Highly similar-looking text, but no concrete evidence they are the same underlying issue rather than separate spam/template submissions." + }, + { + "left": "issue:46226", + "right": "issue:46931", + "accept": false, + "reason": "Different noisy translation request variants; not clearly the same item." + }, + { + "left": "issue:46226", + "right": "issue:47299", + "accept": false, + "reason": "Different placeholder/noisy content; not the same bug/change." + }, + { + "left": "issue:46931", + "right": "issue:47299", + "accept": false, + "reason": "Both are noisy variants, but there is no concrete evidence of a single shared issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 6, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-36718-22", + "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": "ef7e30e775f2c59bed89fb3139d411d8f7c5b34cce2d9356c8b08acf5f26cd02", + "component_budget": { + "node_count": 22, + "item_count": 22, + "soft_pair_count": 55, + "serialized_chars": 31690, + "estimated_input_tokens": 7923, + "estimated_eval_tokens": 16102 + }, + "budget": { + "node_count": 22, + "item_count": 22, + "soft_pair_count": 55, + "serialized_chars": 31690, + "estimated_input_tokens": 7923, + "estimated_eval_tokens": 16102 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster is mostly a loose set of unrelated model-request issues; the shared signal is generic \u201cadd/support model\u201d wording, not one duplicated bug or change. No PRs are present, and none of the soft links look like the same concrete underlying task.", + "confidence": 0.97, + "canonical_issue_reason": "No clear canonical issue: these requests cover different model families, modalities, and feature additions, so there is no single underlying duplicate to anchor the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "No strong global best issue; any single ticket would be only a weak representative of this heterogeneous set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36718", + "right": "issue:47004", + "accept": false, + "reason": "Related by keypoint-model naming, but RoMa matcher and LoMa detector/matcher are distinct requests." + }, + { + "left": "issue:36718", + "right": "issue:41115", + "accept": false, + "reason": "Different domains: keypoint matching vs a language model architecture request." + }, + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "Different model families and code paths: EuroBert config vs DEIMv2 support." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "Unrelated requests: EuroBert config vs Qwen3-TTS support." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "Both are model-add requests, but EuroBert and RF-DETR are unrelated architectures." + }, + { + "left": "issue:36817", + "right": "issue:42954", + "accept": false, + "reason": "Different model families: EuroBert vs XiaoMi MiMo." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "Both vision-model requests, but RF-DETR and DEIMv2 are not the same change." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "Object-detection model vs audio model; no shared underlying bug or change." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "RF-DETR support is unrelated to a sparse transformer model request." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "Different tasks and code paths: RF-DETR vs Qwen3-ASR." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "Different tasks and model families: RF-DETR vs Qwen3-TTS." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT and Qwen3-ASR are unrelated model requests." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "BERT-like model addition vs sparse transformer support; not the same fix." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT and LFM2.5 Audio target different domains and code paths." + }, + { + "left": "issue:37015", + "right": "issue:37334", + "accept": false, + "reason": "Both are model requests, but NeoBERT and LLMDet are different model families." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT are unrelated architectures and features." + }, + { + "left": "issue:37334", + "right": "issue:41115", + "accept": false, + "reason": "LLMDet support and MiniCPM3 architecture addition are unrelated tasks." + }, + { + "left": "issue:37334", + "right": "issue:43837", + "accept": false, + "reason": "Object detection vs ASR support; not the same underlying change." + }, + { + "left": "issue:37334", + "right": "issue:43671", + "accept": false, + "reason": "LLMDet and Qwen3-TTS are unrelated model integrations." + }, + { + "left": "issue:37334", + "right": "issue:42503", + "accept": false, + "reason": "Different model families: LLMDet vs ModernVBERT." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture work is unrelated to Qwen3-ASR support." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "Language-model architecture request vs sparse-transformer support; different code paths." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "Different model families: MiniCPM3 vs ModernVBERT." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 vision-model request is unrelated to Qwen3-TTS support." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "Both are BERT-like model requests, but NeoBERT and ModernVBERT are distinct model additions." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT models and Qwen3-ASR are unrelated requests." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT and Qwen3-TTS are different model families and tasks." + }, + { + "left": "issue:42503", + "right": "issue:42954", + "accept": false, + "reason": "ModernVBERT and XiaoMi MiMo are unrelated model requests." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "General BERT-like RoPE support is unrelated to Voxtral TTS support." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT is a specific model request; BERT-like RoPE is a broader architectural feature, not the same change." + }, + { + "left": "issue:42738", + "right": "issue:42954", + "accept": false, + "reason": "BERT-like RoPE support and MiMo are unrelated." + }, + { + "left": "issue:42738", + "right": "issue:46653", + "accept": false, + "reason": "BERT-like RoPE support and an off-topic personal-name issue are unrelated." + }, + { + "left": "issue:42954", + "right": "issue:44205", + "accept": false, + "reason": "MiMo and SAM3-LiteText are different model requests." + }, + { + "left": "issue:37334", + "right": "issue:42954", + "accept": false, + "reason": "LLMDet and MiMo are unrelated model families." + }, + { + "left": "issue:42954", + "right": "issue:43671", + "accept": false, + "reason": "MiMo and Qwen3-TTS target different models and tasks." + }, + { + "left": "issue:42503", + "right": "issue:42954", + "accept": false, + "reason": "ModernVBERT and MiMo are unrelated model requests." + }, + { + "left": "issue:42954", + "right": "issue:45177", + "accept": false, + "reason": "MiMo and DeepSeek-OCR2 are different model integrations." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Same vendor family and audio domain, but TTS and ASR are different concrete changes." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Both are TTS-related, but Qwen3-TTS and Voxtral-TTS are different model integrations." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS support and DeepSeek-OCR2 are unrelated." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "TTS support and sparse-transformer support are unrelated code paths." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 architecture work is unrelated to Voxtral TTS support." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Both are audio models, but ASR vs TTS and different families make this non-duplicate." + }, + { + "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 and Voxtral TTS are unrelated." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR and DeepSeek-OCR2 are unrelated tasks." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "Both are vision-language related, but EUPE and TIPSv2 are distinct model requests." + }, + { + "left": "issue:42954", + "right": "issue:46653", + "accept": false, + "reason": "MiMo and an off-topic personal-name issue are clearly unrelated." + }, + { + "left": "issue:42503", + "right": "issue:46653", + "accept": false, + "reason": "ModernVBERT and an off-topic personal-name issue are clearly unrelated." + }, + { + "left": "issue:45027", + "right": "issue:46653", + "accept": false, + "reason": "Voxtral TTS support and an off-topic personal-name issue are unrelated." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Sparse-transformer request and EUPE are unrelated model additions." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 7, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-38740-2", + "nodes": [ + "issue:38740", + "issue:46443" + ], + "soft_pairs": [ + "issue:38740|issue:46443" + ], + "prepared_review_unit_hash": "4a6a4611bf5d03bbea4b44043007eb745962151c8b6de1f9f679d3ad50373986", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1506, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1506, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are unrelated: one is a documentation request about adding Pruna as an optimization framework, the other is a Vision RoPE refactor. The soft similarity is superficial and should not be treated as a duplicate pair.", + "confidence": 0.98, + "canonical_issue_reason": "issue:46443 is the more substantive technical issue and the only one describing an actual code change area; issue:38740 is a docs-only request.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46443 best represents the cluster if one must be chosen, because it targets a concrete implementation refactor rather than a documentation addition.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38740", + "right": "issue:46443", + "accept": false, + "reason": "Different subjects and scopes: docs addition for an optimization framework vs a Vision RoPE refactor. No shared code path, target, or concrete bug/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 8, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41084-2", + "nodes": [ + "issue:41084", + "issue:43037" + ], + "soft_pairs": [ + "issue:41084|issue:43037" + ], + "prepared_review_unit_hash": "3a70b2e746172a9058ef1934ddd0eb8da36c062e739631b861698601815a01ef", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are about different topics: block decoding versus DeepSeek v3.2 support. They do not appear to be duplicates or the same underlying request.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No single canonical issue here; the issues are unrelated and should not be collapsed into one duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Titles indicate different problem spaces: block decoding implementation vs model/version support. No shared target 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": 9, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41306-2", + "nodes": [ + "issue:41306", + "issue:41826" + ], + "soft_pairs": [ + "issue:41306|issue:41826" + ], + "prepared_review_unit_hash": "87b0e135efebb4cd18d30e80e0f0743743e9cb7e1f0d8bb6a8d8619df6971605", + "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 two separate feature requests: one about enabling TiledFusedLogitsLoss/Liger FLCE via `from_pretrained()`, and the other about integrating TiledMLP for lower memory usage. They do not describe the same underlying change.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 41306 is the more concrete and self-contained request, centered on a specific `from_pretrained()` flag for TiledFusedLogitsLoss/FLCE; issue 41826 is a distinct TiledMLP memory-footprint feature request.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 41306 is the best representative because it targets a precise API behavior and a specific model-loading integration point, whereas 41826 is a broader and unrelated architecture optimization request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41306", + "right": "issue:41826", + "accept": false, + "reason": "Different features and code paths: FLCE/from_pretrained integration versus TiledMLP memory-footprint integration. They are not the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 10, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43598-2", + "nodes": [ + "issue:43598", + "issue:43600" + ], + "soft_pairs": [ + "issue:43598|issue:43600" + ], + "prepared_review_unit_hash": "bf7e3483b7502fca9d4d10e0b233bd5c79c4990b50f46b34cc66fd83c1758a71", + "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": "The two issues are related only at a high level through custom-trainer extensibility, but they describe different behaviors: one about `remove_unused_column` in `Trainer`, the other about FLOPS estimation for custom trainers. They should not be treated as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": "No canonical issue: #43598 targets data-column pruning customizability, while #43600 targets FLOPS accounting for custom trainers; they are separate problems.", + "canonical_pr_reason": null, + "best_issue_reason": "If forced to pick a representative for the loose theme of custom-trainer support, #43598 is the broader fit, but it does not subsume #43600.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "Same broad area (custom trainers) but different concrete bugs and fixes: `remove_unused_column` behavior vs FLOPS estimation. Not a duplicate." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 11, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43684-2", + "nodes": [ + "issue:43684", + "issue:44405" + ], + "soft_pairs": [ + "issue:43684|issue:44405" + ], + "prepared_review_unit_hash": "fcc9f99f3583e1f5e5ad64ccadf7948f24bfad5c43017734157aeab243a9c643", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues concern different Qwen model support gaps: one is about registering Qwen3-Omni with AutoModel/AutoModelForConditionalGeneration, while the other requests AutoModelForSequenceClassification support for Qwen3.5. They are related to model integration but not the same bug/change.", + "confidence": 0.95, + "canonical_issue_reason": "Neither issue is a clear duplicate of the other. If forced to choose a single representative, issue #43684 is the broader model-registration request, but it does not subsume the Qwen3.5 sequence-classification support request.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #43684 is the broader canonical issue candidate because it targets core model registration in the auto classes, which is a common upstream integration task.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different model families and different target auto classes: Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration versus Qwen3.5 AutoModelForSequenceClassification support. Related area, but not the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 12, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43835-4", + "nodes": [ + "issue:43835", + "issue:43845", + "issue:43846", + "issue:43859" + ], + "soft_pairs": [ + "issue:43835|issue:43845", + "issue:43835|issue:43846", + "issue:43835|issue:43859", + "issue:43845|issue:43846", + "issue:43845|issue:43859", + "issue:43846|issue:43859" + ], + "prepared_review_unit_hash": "5794a45923b6c3f67d549a66240ad0331d83db1eb539067ea69e28c5395048eb", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4264, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4264, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are low-information issues with mostly identical titles and no concrete repro/details, so there is not enough evidence to confidently merge them as the same underlying bug. The repeated \"huggingface \" issues look similar on the surface, but I would keep the triage conservative here.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 43845 is the best placeholder canonical among the near-identical \"huggingface \" reports because it is one of the repeated-title items and is earlier than 43846/43859. That said, the evidence is weak and the cluster may simply be low-quality duplicate noise.", + "canonical_pr_reason": null, + "best_issue_reason": "43845 is the most suitable global issue anchor only because it matches the repeated title pattern and is an early instance in that subgroup; it is not a strong semantic canonical due to missing details.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different titles and no shared concrete description, files, or targets; similarity is too weak to conclude the same underlying issue." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Same as above: no substantive evidence beyond vague text similarity." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "No meaningful issue-level evidence tying \"Fett\" to the repeated \"huggingface\" reports." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": false, + "reason": "Identical titles and close timing suggest possible duplicate spam, but the bodies are too sparse to confirm the same underlying bug." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": false, + "reason": "Very similar titles, but still no concrete problem statement or repro to prove they are the same issue." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": false, + "reason": "Identical vague titles are not enough on their own; there is no substantive bug/change detail to safely 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": 13, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44371-6", + "nodes": [ + "issue:44371", + "issue:44418", + "issue:44572", + "issue:44573", + "issue:44937", + "issue:47036" + ], + "soft_pairs": [ + "issue:44371|issue:44572", + "issue:44371|issue:44573", + "issue:44371|issue:44418", + "issue:44371|issue:47036", + "issue:44371|issue:44937", + "issue:44418|issue:44572", + "issue:44418|issue:44573", + "issue:44572|issue:44573", + "issue:44572|issue:47036", + "issue:44572|issue:44937", + "issue:44573|issue:47036", + "issue:44573|issue:44937" + ], + "prepared_review_unit_hash": "54041e4e556c37dc7c89140cd320ad461e09ca510efc0750b54d1dce1ad76012", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 12, + "serialized_chars": 7349, + "estimated_input_tokens": 1838, + "estimated_eval_tokens": 3932 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 12, + "serialized_chars": 7349, + "estimated_input_tokens": 1838, + "estimated_eval_tokens": 3932 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These issues do not look like true duplicates; most are clearly spam or generic outreach, and the remaining titles are too vague to establish the same underlying bug/report.", + "confidence": 0.86, + "canonical_issue_reason": "Issue 44418 is the best representative only because it is the most normal, project-like title in the set; the others are obvious spam/marketing or similarly low-signal. That said, there is not enough body detail to justify a real duplicate merge.", + "canonical_pr_reason": null, + "best_issue_reason": "44418 is the strongest issue to keep as the cluster representative because it is the least obviously spammy and most plausibly a legitimate project issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are just '' with no substantive body or code-path evidence; this is not enough to treat them as the same underlying issue beyond generic spam similarity." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Same as above: two generic spam placeholders, but no concrete shared problem or duplicate-report evidence." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "One is spam and the other is a generic documentation suggestion; they do not describe the same issue." + }, + { + "left": "issue:44371", + "right": "issue:47036", + "accept": false, + "reason": "Spam placeholder versus a generic community benchmark tip; no shared bug or change target." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder versus an outreach-style title about 'Google LLC'; this is not the same underlying report." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "Generic documentation suggestion versus spam placeholder; no concrete overlap in subject or fix." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "Generic documentation suggestion versus spam placeholder; not a duplicate pair." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Both are spam placeholders, but there is no evidence they refer to the same real problem rather than repeated junk submissions." + }, + { + "left": "issue:44572", + "right": "issue:47036", + "accept": false, + "reason": "Spam placeholder versus a community benchmark tip; unrelated on title alone." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder versus an advertising-like title; no shared issue context." + }, + { + "left": "issue:44573", + "right": "issue:47036", + "accept": false, + "reason": "Spam placeholder versus a benchmark tip; no concrete common bug or change." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder versus an advertising-like title; 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": 14, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45145-2", + "nodes": [ + "issue:45145", + "issue:45151" + ], + "soft_pairs": [ + "issue:45145|issue:45151" + ], + "prepared_review_unit_hash": "099f70767522755ba55ad458931905093da67fcd7fe3a0e968f3c0bfa9f04ea7", + "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 packet shows two closed issues with the exact same title, very similar body lengths, and a soft-similarity signal. With no body text or issue links to distinguish them, they look like likely duplicate reports of the same topic, but the evidence is metadata-based rather than content-rich.", + "confidence": 0.84, + "canonical_issue_reason": "issue:45145 is the better canonical issue because it appears first and has the only inbound reference, which makes it the more likely deduplication target given the limited metadata.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45145 is the best issue candidate for the same reason: among two near-matching issues, it has the stronger linkage signal via the inbound reference and can serve as the representative record.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": true, + "reason": "Same exact title, similar body lengths, and a soft-similarity signal make these look like the same underlying report; the packet does not provide evidence of a meaningful distinction." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The conclusion is too strong for the packet. The two issues do share the exact title and a soft_similarity signal, but the packet does not provide body text to support claims that they are \"near-identical\" or have \"highly similar bodies.\" The duplicate/canonical reasoning should stay more conservative and grounded in the observed metadata (same title, similar-length bodies, soft similarity, and inbound reference), not assert evidence that isn\u2019t shown." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 15, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45295-2", + "nodes": [ + "issue:45295", + "issue:45373" + ], + "soft_pairs": [], + "prepared_review_unit_hash": "f5fd95fada2f530ab0999e343c17c16266cde0c7182bb22509972ca44827cd49", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues describe the same missing Gemma 4 sequence-classification support; the later, more specific open issue is the better cluster representative.", + "confidence": 0.94, + "canonical_issue_reason": "issue #45373 is the clearest canonical tracker: it is open, explicitly names the missing class `Gemma4ForSequenceClassification`, and states the module-level gap relative to Gemma 2/3.", + "canonical_pr_reason": null, + "best_issue_reason": "issue #45373 best captures the concrete request and likely remaining work, while #45295 is a shorter earlier duplicate with less detail and is already closed.", + "best_pr_reason": null, + "soft_edge_verdicts": [] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 16, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45762-2", + "nodes": [ + "issue:45762", + "issue:45763" + ], + "soft_pairs": [ + "issue:45762|issue:45763" + ], + "prepared_review_unit_hash": "6f93aac706f58a53ab8055fcc455a67304f2bdf19c02b26957cc7fe968423870", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two closed issues are not duplicates: they mention different people and different birth dates, with no shared context beyond superficial name similarity.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "Different named individuals and different dates; no evidence they describe the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 17, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45764-2", + "nodes": [ + "issue:45764", + "issue:45765" + ], + "soft_pairs": [ + "issue:45764|issue:45765" + ], + "prepared_review_unit_hash": "2a7bbdaf7c632aed6b9e813cd5c4f9bf7b373466eaa3d289dab3b1e69351de85", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are unrelated sparse title-only items with different personal names and dates; there is no evidence they describe the same bug or request.", + "confidence": 0.99, + "canonical_issue_reason": "Issue 45764 is the earlier-created item, so it is the most reasonable placeholder anchor if one must be chosen, but neither issue is a substantive canonical duplicate target.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45764 is marginally better as a cluster representative only because it was opened first; otherwise both issues are equally non-informative and unrelated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "Different names and dates in the titles with no shared body, links, or technical context; they do not appear to be the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 18, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45810-2", + "nodes": [ + "issue:45810", + "issue:46295" + ], + "soft_pairs": [ + "issue:45810|issue:46295" + ], + "prepared_review_unit_hash": "782b5e1149a2f861f1fd14895f0f3197434a304c0a5a846f527b511faf4b02c3", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1541, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1541, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster is not a duplicate set: one issue requests Qwen3_5ForTokenClassification support, while the other requests FP8 training support. They describe different features 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:45810", + "right": "issue:46295", + "accept": false, + "reason": "Different underlying requests: token classification/value model support vs FP8 training support. No shared concrete bug or change target." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 19, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45869-5", + "nodes": [ + "issue:45869", + "issue:45870", + "issue:45871", + "issue:45872", + "issue:45873" + ], + "soft_pairs": [ + "issue:45869|issue:45870", + "issue:45869|issue:45871", + "issue:45870|issue:45871", + "issue:45870|issue:45872", + "issue:45870|issue:45873", + "issue:45871|issue:45872", + "issue:45871|issue:45873", + "issue:45872|issue:45873" + ], + "prepared_review_unit_hash": "90367888b08055ffe161802c1e1ab009dacfc3334538bde9b66bd3b0f9cc613b", + "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 clear duplicate issue pairs: 45870/45871 and 45872/45873. Issue 45869 looks like a separate dataset/sample listing and is not the same request as the example issues.", + "confidence": 0.97, + "canonical_issue_reason": "Issue 45870 is a strong canonical representative for its duplicate pair because it is the earlier-created copy of the identical \"Example: Financial time series prediction with DataForge\" report and has slightly more discussion activity.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45870 is the best issue candidate overall because it is a clean, self-contained duplicate target with the clearest generic title among the repeated example reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Different artifact types: a dataset/sample listing versus an example request. Same finance theme, but not the same underlying issue." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Same as above; the dataset bundle request is distinct from the example issue." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Identical title and no visible substantive difference; these look like duplicate reports of the same example issue." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Both mention DataForge finance content, but one is an example request and the other adds a scraping-service component, so they are not the same underlying issue." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Different requested scope: pure prediction example versus prediction plus scraping service." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "An exact example duplicate does not match the broader scraping-service request." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Same mismatch as above; these are related but distinct requests." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Identical title and matching body shape; these appear to be duplicate reports of the same DataForge scraping-service request." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the soft-edge verdicts are conservative overall. The duplicate-pair calls for 45870/45871 and 45872/45873 are supported by identical titles and matching body lengths, and treating 45869 as separate based on its dataset-vs-example title is reasonable." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 20, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46439-2", + "nodes": [ + "issue:46439", + "issue:46441" + ], + "soft_pairs": [ + "issue:46439|issue:46441" + ], + "prepared_review_unit_hash": "b726d3cceb7021e6d7cf44cffa632af240a944fdd7f3ecd08a8fded7f038d000", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1640, + "estimated_input_tokens": 410, + "estimated_eval_tokens": 1076 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1640, + "estimated_input_tokens": 410, + "estimated_eval_tokens": 1076 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are closely related to static-cache handling around `linear_attention`, but they describe different failure modes and do not clearly collapse into one duplicate bug report.", + "confidence": 0.67, + "canonical_issue_reason": "Issue 46439 is the broader/root-cause style report: it describes `early_initialization` corrupting linear-attention layers and explains the resulting shape/runtime failure, which makes it a better representative for the underlying problem.", + "canonical_pr_reason": null, + "best_issue_reason": "46439 is the best issue to keep as canonical because it is more general and diagnostic, while 46441 reads as a specific downstream manifestation (`Qwen3.5` + `KeyError: 'linear_attention'`).", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46439", + "right": "issue:46441", + "accept": false, + "reason": "Related but not clearly the same concrete bug: 46439 reports shape corruption/runtime error during `early_initialization`, while 46441 reports a `KeyError` in Qwen3.5 under `cache_implementation=\"static\"`. The shared subsystem is not enough to merge them as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 21, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46551-2", + "nodes": [ + "issue:46551", + "issue:46552" + ], + "soft_pairs": [ + "issue:46551|issue:46552" + ], + "prepared_review_unit_hash": "4b15dae5c56f353f83acd176a05781e85394910b32ce8244927822de6a0e4d90", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1707, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1707, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are near-identical duplicate issue reports for the same Wav2Vec2CTCTokenizer v5 special-token regression; the open issue is the better canonical thread.", + "confidence": 0.99, + "canonical_issue_reason": "issue #46552 is the same report as #46551 but remains open and already has inbound references, making it the better active tracking issue.", + "canonical_pr_reason": null, + "best_issue_reason": "#46552 is the best issue to keep because it is still open and can collect follow-up, while #46551 is closed and offers no additional distinction.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46551", + "right": "issue:46552", + "accept": true, + "reason": "Same title and same underlying bug description; this is a direct duplicate issue report." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The conclusion is grounded in the packet: the two issues have identical titles, identical body length, and a soft-similarity score/Jaccard of 1.0, so treating them as duplicate reports is conservative. The rationale for keeping #46552 as canonical is also supported by its open state and inbound references." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 22, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46657-2", + "nodes": [ + "issue:46657", + "issue:46692" + ], + "soft_pairs": [ + "issue:46657|issue:46692" + ], + "prepared_review_unit_hash": "3ecb01e42d61aedc96919e2a7c75752445775dded154d8ba713a08e658108f93", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1568, + "estimated_input_tokens": 392, + "estimated_eval_tokens": 1040 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1568, + "estimated_input_tokens": 392, + "estimated_eval_tokens": 1040 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are about different training failures: one reports a tensor shape mismatch, the other an out-of-memory condition after several epochs. They do not look like the same underlying bug.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 46657 is the cleaner representative of the cluster\u2019s apparent training-bug theme because it describes a concrete code-path failure (tensor size mismatch) rather than a resource exhaustion symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46657 is the best issue to keep as the representative item because it is a specific, actionable defect report; 46692 appears to be a separate OOM/performance problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46657", + "right": "issue:46692", + "accept": false, + "reason": "Different failure modes and likely different root causes: tensor shape mismatch versus memory exhaustion after epochs. They are not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 23, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46822-2", + "nodes": [ + "issue:46822", + "issue:46823" + ], + "soft_pairs": [ + "issue:46822|issue:46823" + ], + "prepared_review_unit_hash": "caace82fe9e6fe751494f77eb6fcd90bca7766e973805a22c35933bcabb4d978", + "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 issues are not duplicates: one is a ZeRO-3 zero.Init partitioning/OOM problem in a multimodal submodule, the other is a 4-bit device_map/max_memory dispatch bug that wrongly places modules on CPU. They touch different loading paths and failure modes.", + "confidence": 0.98, + "canonical_issue_reason": "Issue 46822 is the better canonical issue because it is an open, specific bug report with a clear code path and reproducible failure; 46823 describes a different, already-closed loading/dispatch bug.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46822 is the best representative of the cluster only in the loose sense that it is the open, concrete bug report; however, the pair is not actually a duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46822", + "right": "issue:46823", + "accept": false, + "reason": "Different underlying bugs: ZeRO-3 zero.Init fails to partition a composite submodule and causes OOM, while 4-bit load_in_4bit with device_map='auto' and max_memory incorrectly dispatches to CPU and raises ValueError. No shared code path or mergeable fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 24, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46906-18", + "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" + ], + "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:47102|issue:47120", + "issue:47182|issue:47256", + "issue:47182|issue:47265", + "issue:47182|issue:47279", + "issue:47182|issue:47227", + "issue:47227|issue:47256", + "issue:47227|issue:47279", + "issue:47227|issue:47265", + "issue:47120|issue:47227", + "issue:47256|issue:47265", + "issue:47256|issue:47279", + "issue:47102|issue:47256", + "issue:47265|issue:47279", + "issue:47265|issue:47309", + "issue:47279|issue:47309", + "issue:47182|issue:47309", + "issue:47227|issue:47309", + "issue:47120|issue:47309" + ], + "prepared_review_unit_hash": "833e26f01bd7af519d5f57b9f35fecac8a0d03469e613238e1d28bc116ea70c2", + "component_budget": { + "node_count": 18, + "item_count": 18, + "soft_pair_count": 56, + "serialized_chars": 30224, + "estimated_input_tokens": 7556, + "estimated_eval_tokens": 15368 + }, + "budget": { + "node_count": 18, + "item_count": 18, + "soft_pair_count": 56, + "serialized_chars": 30224, + "estimated_input_tokens": 7556, + "estimated_eval_tokens": 15368 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is a run of similarly named daily integration triage issues for \"serge\" across consecutive dates. They look related in topic and template, but not like duplicate reports of one underlying bug; no PRs are present.", + "confidence": 0.79, + "canonical_issue_reason": "issue:47309 is the latest open triage issue in the sequence, so it is the best single representative of the active tracker.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:47309 is the most current and still open, making it the most suitable anchor for this cluster if one issue must be chosen.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46906", + "right": "issue:46940", + "accept": false, + "reason": "Same triage template and subsystem, but these are dated daily reports; no evidence they describe the same concrete failure." + }, + { + "left": "issue:46906", + "right": "issue:46948", + "accept": false, + "reason": "Similarity comes from the repeated daily triage format, not a shared underlying bug report." + }, + { + "left": "issue:46906", + "right": "issue:46969", + "accept": false, + "reason": "Different dates in a recurring triage series; not enough to treat as one duplicate issue." + }, + { + "left": "issue:46906", + "right": "issue:46985", + "accept": false, + "reason": "Looks like another day\u2019s integration triage entry, not the same specific incident." + }, + { + "left": "issue:46906", + "right": "issue:47037", + "accept": false, + "reason": "These are sequential triage trackers with the same naming pattern, but no shared concrete failure is visible." + }, + { + "left": "issue:46940", + "right": "issue:46948", + "accept": false, + "reason": "Recurring daily tracker entries; same broad topic, but not the same underlying bug." + }, + { + "left": "issue:46940", + "right": "issue:46969", + "accept": false, + "reason": "No evidence that these dated triage issues refer to one exact failure path." + }, + { + "left": "issue:46940", + "right": "issue:46985", + "accept": false, + "reason": "The overlap is just the repeated triage template and subsystem name." + }, + { + "left": "issue:46940", + "right": "issue:46998", + "accept": false, + "reason": "These appear to be separate daily integration-failure trackers, not duplicates." + }, + { + "left": "issue:46948", + "right": "issue:46969", + "accept": false, + "reason": "Same recurring report style, but different dates and no concrete shared bug description." + }, + { + "left": "issue:46948", + "right": "issue:46985", + "accept": false, + "reason": "The similarity is superficial; these look like separate daily triage instances." + }, + { + "left": "issue:46948", + "right": "issue:46998", + "accept": false, + "reason": "No sign of a single mergeable duplicate issue; just a repeating triage series." + }, + { + "left": "issue:46969", + "right": "issue:46985", + "accept": false, + "reason": "Different daily tracker entries, not the same underlying incident." + }, + { + "left": "issue:46969", + "right": "issue:47037", + "accept": false, + "reason": "Recurring integration triage issues, but not enough evidence of one shared failure." + }, + { + "left": "issue:46969", + "right": "issue:47091", + "accept": false, + "reason": "Same broad subsystem and template, but these are separate dated reports." + }, + { + "left": "issue:46985", + "right": "issue:47037", + "accept": false, + "reason": "These are sequential triage issues rather than duplicate reports of one bug." + }, + { + "left": "issue:46985", + "right": "issue:47049", + "accept": false, + "reason": "No shared concrete failure is visible beyond the repeated title pattern." + }, + { + "left": "issue:46998", + "right": "issue:47053", + "accept": false, + "reason": "Different dates in a daily integration triage series; do not merge as duplicates." + }, + { + "left": "issue:46998", + "right": "issue:47037", + "accept": false, + "reason": "Similar title, but this looks like a distinct day\u2019s triage item." + }, + { + "left": "issue:46998", + "right": "issue:47049", + "accept": false, + "reason": "Same recurring tracker format, not a single underlying bug report." + }, + { + "left": "issue:46985", + "right": "issue:46998", + "accept": false, + "reason": "The shared theme is just the daily triage template." + }, + { + "left": "issue:46998", + "right": "issue:47091", + "accept": false, + "reason": "No evidence these dated issues describe the same concrete failure path." + }, + { + "left": "issue:47037", + "right": "issue:47049", + "accept": false, + "reason": "They are adjacent daily reports, but still separate tracker instances." + }, + { + "left": "issue:47037", + "right": "issue:47091", + "accept": false, + "reason": "Same subsystem and template, but no proof of one duplicate bug." + }, + { + "left": "issue:47037", + "right": "issue:47053", + "accept": false, + "reason": "Recurring triage issues should not be merged without a shared specific failure." + }, + { + "left": "issue:47049", + "right": "issue:47053", + "accept": false, + "reason": "These are different days\u2019 triage entries, not one issue." + }, + { + "left": "issue:47049", + "right": "issue:47091", + "accept": false, + "reason": "Similarity is from the repeated incident-triage wording only." + }, + { + "left": "issue:47053", + "right": "issue:47091", + "accept": false, + "reason": "No concrete shared code-path failure is evident." + }, + { + "left": "issue:47053", + "right": "issue:47102", + "accept": false, + "reason": "These look like separate daily integration failure trackers." + }, + { + "left": "issue:47091", + "right": "issue:47102", + "accept": false, + "reason": "Same broad topic, but not the same underlying bug report." + }, + { + "left": "issue:46985", + "right": "issue:47091", + "accept": false, + "reason": "The cluster is a series of daily reports, not a duplicate pair." + }, + { + "left": "issue:47037", + "right": "issue:47102", + "accept": false, + "reason": "No explicit linkage or shared concrete failure is shown." + }, + { + "left": "issue:46985", + "right": "issue:47102", + "accept": false, + "reason": "Different dates in the recurring triage sequence." + }, + { + "left": "issue:47049", + "right": "issue:47102", + "accept": false, + "reason": "The overlap is only the repeated triage label." + }, + { + "left": "issue:47120", + "right": "issue:47182", + "accept": false, + "reason": "These are daily integration triage issues on different dates, not the same bug." + }, + { + "left": "issue:47120", + "right": "issue:47256", + "accept": false, + "reason": "Same recurring tracker pattern, but no shared concrete incident is visible." + }, + { + "left": "issue:47120", + "right": "issue:47279", + "accept": false, + "reason": "Different daily reports; too little evidence for a duplicate merge." + }, + { + "left": "issue:47120", + "right": "issue:47265", + "accept": false, + "reason": "Looks like another day in the same triage series, not one issue." + }, + { + "left": "issue:47102", + "right": "issue:47120", + "accept": false, + "reason": "These are separate dated triage entries with the same naming convention." + }, + { + "left": "issue:47182", + "right": "issue:47256", + "accept": false, + "reason": "No concrete shared failure path; just the same daily triage template." + }, + { + "left": "issue:47182", + "right": "issue:47265", + "accept": false, + "reason": "The titles suggest recurring daily tracking, not duplicate bugs." + }, + { + "left": "issue:47182", + "right": "issue:47279", + "accept": false, + "reason": "Separate daily integration reports; do not collapse them." + }, + { + "left": "issue:47182", + "right": "issue:47227", + "accept": false, + "reason": "Same subsystem and template, but different dated tracker issues." + }, + { + "left": "issue:47227", + "right": "issue:47256", + "accept": false, + "reason": "These appear to be consecutive triage issues rather than duplicates." + }, + { + "left": "issue:47227", + "right": "issue:47279", + "accept": false, + "reason": "No evidence of a shared underlying bug beyond the repeated title." + }, + { + "left": "issue:47227", + "right": "issue:47265", + "accept": false, + "reason": "Recurring daily tracker entries should stay separate." + }, + { + "left": "issue:47120", + "right": "issue:47227", + "accept": false, + "reason": "The similarity is superficial; these are different date-stamped triage reports." + }, + { + "left": "issue:47256", + "right": "issue:47265", + "accept": false, + "reason": "Same triage series, but not the same concrete failure." + }, + { + "left": "issue:47256", + "right": "issue:47279", + "accept": false, + "reason": "No shared issue content is visible beyond the recurring template." + }, + { + "left": "issue:47102", + "right": "issue:47256", + "accept": false, + "reason": "These are separate daily integration failure trackers, not duplicates." + }, + { + "left": "issue:47265", + "right": "issue:47279", + "accept": false, + "reason": "The overlap is only the routine triage naming pattern." + }, + { + "left": "issue:47265", + "right": "issue:47309", + "accept": false, + "reason": "Different day\u2019s triage entry; not enough evidence for one duplicate bug." + }, + { + "left": "issue:47279", + "right": "issue:47309", + "accept": false, + "reason": "These look like separate daily incident trackers, not the same underlying failure." + }, + { + "left": "issue:47182", + "right": "issue:47309", + "accept": false, + "reason": "Same broad subsystem, but different dated triage reports." + }, + { + "left": "issue:47227", + "right": "issue:47309", + "accept": false, + "reason": "Recurring integration triage issues should not be merged without a concrete shared bug." + }, + { + "left": "issue:47120", + "right": "issue:47309", + "accept": false, + "reason": "No indication these are duplicate reports of one exact failure." + }, + { + "left": "issue:47256", + "right": "issue:47309", + "accept": false, + "reason": "These are distinct daily triage issues in the same series." + }, + { + "left": "issue:47102", + "right": "issue:47256", + "accept": false, + "reason": "Repeated daily triage format only; no shared concrete incident is shown." + }, + { + "left": "issue:47265", + "right": "issue:47279", + "accept": false, + "reason": "Separate dated tracker issues in the same recurring series." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 25, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46983-2", + "nodes": [ + "issue:46983", + "issue:46984" + ], + "soft_pairs": [ + "issue:46983|issue:46984" + ], + "prepared_review_unit_hash": "32a8ad28621b5185355c8626380c92176269992c1fa7764e56df2c981883b2a5", + "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 look like probable duplicates: they have identical titles, very similar body lengths, and a strong soft-similarity signal. The packet does not include the issue text or explicit cross-links, so this is best treated as a likely duplicate pair rather than a certainty.", + "confidence": 0.83, + "canonical_issue_reason": "#46983 is the best canonical issue because it is the earlier of two near-duplicate reports with the same title, making it the cleanest representative available from the packet.", + "canonical_pr_reason": null, + "best_issue_reason": "#46983 is the best issue-level representative for the cluster since it was opened first and the available evidence suggests it is the same RWKV7 support request as #46984.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46983", + "right": "issue:46984", + "accept": true, + "reason": "Identical titles plus strong soft-similarity make these look like the same feature request, though the evidence is limited because the body text and explicit links are not shown." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The pair is plausibly related, but the analyst is a bit too definitive for the evidence in the packet. The packet only shows identical titles, similar body size, and a soft-similarity score; it does not include the issue text itself or any explicit cross-links. Saying they are \"almost certainly duplicates\" and the \"same underlying feature/issue\" overstates what is directly supported. A more conservative verdict would be that they are likely duplicates or closely related." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 26, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-47007-2", + "nodes": [ + "issue:47007", + "issue:47015" + ], + "soft_pairs": [ + "issue:47007|issue:47015" + ], + "prepared_review_unit_hash": "532b53a2f9d414a0edcdfdfa1d7ed2da01d99a30d85b7e8efc15e5906892cd4b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1623, + "estimated_input_tokens": 406, + "estimated_eval_tokens": 1068 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1623, + "estimated_input_tokens": 406, + "estimated_eval_tokens": 1068 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are topically similar but do not describe the same concrete bug, feature request, or code-path change. They read more like overlapping article/proposal titles about AI-based vulnerability discovery than duplicates.", + "confidence": 0.37, + "canonical_issue_reason": "Issue 47015 is the cleaner, more general framing of the shared topic, so it is the better representative if one must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "47015 is the best issue to represent the cluster because it is the most concise and broadly descriptive, but there is no strong duplicate relationship here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:47007", + "right": "issue:47015", + "accept": false, + "reason": "They are semantically related, but the titles/body cues suggest separate high-level discussions rather than the same underlying bug or change; no concrete shared target or code-path evidence." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 27, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-47138-2", + "nodes": [ + "issue:47138", + "issue:47139" + ], + "soft_pairs": [ + "issue:47138|issue:47139" + ], + "prepared_review_unit_hash": "9d3aba2b3e76dc60cda5fec6ba4cf8eb8df2a1707a9b3a31ca5c41fcb6192dcc", + "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": "The two issues are near-exact duplicates: same title, same apparent body size, and no differentiating evidence. Issue 47138 is the better canonical choice because it was created slightly earlier and has more inbound references.", + "confidence": 0.99, + "canonical_issue_reason": "Issue 47138 is the earliest of the duplicate pair and already has slightly more inbound references, making it the best canonical issue anchor.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 47138 is the best issue to keep as the primary record because it appears first and is already more referenced; issue 47139 is redundant.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:47138", + "right": "issue:47139", + "accept": true, + "reason": "Same title and effectively indistinguishable issue content; these look like the same underlying bug report." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The conclusion is well grounded in the packet: the two issues have identical titles, identical body lengths, and only a slight creation-time/inbound-reference difference, so treating them as near-duplicates is conservative. The canonical choice of issue 47138 is supported by being earlier and having more inbound references. No overstatement found." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 4, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-76", + "nodes": [ + "pull_request:43251", + "pull_request:43254", + "pull_request:44517", + "pull_request:44775", + "pull_request:46196", + "pull_request:46266", + "pull_request:46267", + "pull_request:46376", + "pull_request:46395", + "pull_request:46836", + "pull_request:46903", + "pull_request:46912", + "pull_request:46954", + "pull_request:46957", + "pull_request:46958", + "pull_request:46974", + "pull_request:46995", + "pull_request:47003", + "pull_request:47077", + "pull_request:47078", + "pull_request:47082", + "pull_request:47090", + "pull_request:47093", + "pull_request:47108", + "pull_request:47163", + "pull_request:47166", + "pull_request:47173", + "pull_request:47179", + "pull_request:47181", + "pull_request:47184", + "pull_request:47202", + "pull_request:47204", + "pull_request:47210", + "pull_request:47212", + "pull_request:47216", + "pull_request:47243", + "pull_request:47268", + "pull_request:47275", + "pull_request:47284", + "pull_request:47292", + "pull_request:47294", + "pull_request:47295", + "pull_request:47301", + "pull_request:47320", + "pull_request:47323", + "pull_request:47336", + "pull_request:47346", + "pull_request:47350" + ], + "soft_pairs": [ + "pull_request:43251|pull_request:43254", + "pull_request:47336|pull_request:47346", + "pull_request:46903|pull_request:47090", + "pull_request:46903|pull_request:46958", + "pull_request:46958|pull_request:46974", + "pull_request:47268|pull_request:47284", + "pull_request:46954|pull_request:46958", + "pull_request:47173|pull_request:47284", + "pull_request:47202|pull_request:47204", + "pull_request:47284|pull_request:47292", + "pull_request:47108|pull_request:47202", + "pull_request:47204|pull_request:47243", + "pull_request:47077|pull_request:47078", + "pull_request:46266|pull_request:46957", + "pull_request:47077|pull_request:47212", + "pull_request:47173|pull_request:47184", + "pull_request:46376|pull_request:47202", + "pull_request:47166|pull_request:47173", + "pull_request:47077|pull_request:47275", + "pull_request:44775|pull_request:47275", + "pull_request:47275|pull_request:47301", + "pull_request:46995|pull_request:47323", + "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:46836|pull_request:47202", + "pull_request:47163|pull_request:47284", + "pull_request:47003|pull_request:47204", + "pull_request:46395|pull_request:47181", + "pull_request:47093|pull_request:47275", + "pull_request:44775|pull_request:47350", + "pull_request:46196|pull_request:47210", + "pull_request:46995|pull_request:47163", + "pull_request:46912|pull_request:47082", + "pull_request:47163|pull_request:47173", + "pull_request:44775|pull_request:47301", + "pull_request:47204|pull_request:47295", + "pull_request:46196|pull_request:46995", + "pull_request:47077|pull_request:47301", + "pull_request:44775|pull_request:47077", + "pull_request:46376|pull_request:46995", + "pull_request:47108|pull_request:47350", + "pull_request:47294|pull_request:47320", + "pull_request:46995|pull_request:47181", + "pull_request:46267|pull_request:47181", + "pull_request:44517|pull_request:46376", + "pull_request:47093|pull_request:47181", + "pull_request:46836|pull_request:47275", + "pull_request:47166|pull_request:47292", + "pull_request:46266|pull_request:47301", + "pull_request:44775|pull_request:47181" + ], + "prepared_review_unit_hash": "036998d5e8c5b365cd9115b2dcc5c3d9673af8e55ff6ac13c8aa73a71d1211ad", + "component_budget": { + "node_count": 76, + "item_count": 76, + "soft_pair_count": 211, + "serialized_chars": 263697, + "estimated_input_tokens": 65925, + "estimated_eval_tokens": 132106 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 52, + "serialized_chars": 128949, + "estimated_input_tokens": 32238, + "estimated_eval_tokens": 64732 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: many unrelated docs/model-addition/test PRs are only weakly similar by subsystem. The only true duplicate-like groups are the fixed_cross_entropy kwargs patch pair and the CohereASR loss double-shift fixes.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "47090 is the cleanest direct fix for the CohereASR loss double-shift bug: it is narrowly scoped to one code path, preserves the shared loss plumbing, and has an explicit issue link.", + "best_issue_reason": null, + "best_pr_reason": "47090 is the strongest representative PR in the cluster because it cleanly fixes a concrete bug with minimal surface area; the rest of the cluster is mostly unrelated changes.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Same fixed_cross_entropy kwargs propagation bug in the same function; near-identical patch." + }, + { + "left": "pull_request:47336", + "right": "pull_request:47346", + "accept": false, + "reason": "Same file and tracking issue, but different bugs: offloading-condition logic vs dict-comprehension syntax." + }, + { + "left": "pull_request:46903", + "right": "pull_request:47090", + "accept": true, + "reason": "Same CohereASR training-loss double-shift bug on the same forward path; 47090 is a narrower variant of the same fix." + }, + { + "left": "pull_request:46903", + "right": "pull_request:46958", + "accept": true, + "reason": "Same CohereASR loss double-shift bug and same code path; both replace the shifted-loss computation." + }, + { + "left": "pull_request:46958", + "right": "pull_request:46974", + "accept": false, + "reason": "CohereASR loss fix vs MusicGen generate typo; unrelated code paths." + }, + { + "left": "pull_request:47268", + "right": "pull_request:47284", + "accept": false, + "reason": "Different models and failures: Zaya test update vs MIMO-V2-Flash test fix." + }, + { + "left": "pull_request:46954", + "right": "pull_request:46958", + "accept": false, + "reason": "Pytest-v9 fp32/module-list change vs CohereASR loss bug; unrelated." + }, + { + "left": "pull_request:47173", + "right": "pull_request:47284", + "accept": false, + "reason": "XPU test expectation updates vs MIMO-V2-Flash model changes; different issues." + }, + { + "left": "pull_request:47202", + "right": "pull_request:47204", + "accept": false, + "reason": "Different CI changes: workflow deletion vs Dockerfile dependency additions." + }, + { + "left": "pull_request:47284", + "right": "pull_request:47292", + "accept": false, + "reason": "Unrelated model/test fixes in different files and subsystems." + }, + { + "left": "pull_request:47108", + "right": "pull_request:47202", + "accept": false, + "reason": "Doc-builder pin comment tweak vs docker image builder removal; not the same change." + }, + { + "left": "pull_request:47204", + "right": "pull_request:47243", + "accept": false, + "reason": "Both exporter-related, but different concrete fixes in different code paths." + }, + { + "left": "pull_request:47077", + "right": "pull_request:47078", + "accept": false, + "reason": "Different Japanese doc edits: DistilBERT doc addition vs wording cleanup." + }, + { + "left": "pull_request:46266", + "right": "pull_request:46957", + "accept": false, + "reason": "DINOv2 conversion mapping/model support vs finegrained FP8 decode optimization; unrelated." + }, + { + "left": "pull_request:47077", + "right": "pull_request:47212", + "accept": false, + "reason": "Different docs topics: DistilBERT translation vs kv-cache documentation update." + }, + { + "left": "pull_request:47173", + "right": "pull_request:47184", + "accept": false, + "reason": "Different test areas: XPU expectation updates vs qwen3_next accelerator decorator change." + }, + { + "left": "pull_request:46376", + "right": "pull_request:47202", + "accept": false, + "reason": "Continuous batching multimodal support vs docker builder removal; unrelated." + }, + { + "left": "pull_request:47166", + "right": "pull_request:47173", + "accept": false, + "reason": "Different quantization/XPU test suites with no shared bug." + }, + { + "left": "pull_request:47077", + "right": "pull_request:47275", + "accept": false, + "reason": "Japanese DistilBERT docs vs EfficientViTSAM model addition; unrelated." + }, + { + "left": "pull_request:44775", + "right": "pull_request:47275", + "accept": false, + "reason": "Docs parallelism update vs new model support; different changes." + }, + { + "left": "pull_request:47275", + "right": "pull_request:47301", + "accept": false, + "reason": "EfficientViTSAM model addition vs assisted-decoding docs; unrelated." + }, + { + "left": "pull_request:46995", + "right": "pull_request:47323", + "accept": false, + "reason": "Flash-linear-attention availability check vs DeepGEMM multi-device fix; different utilities." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47179", + "accept": false, + "reason": "RoPE test expansion vs Granite-swa model support; unrelated." + }, + { + "left": "pull_request:47216", + "right": "pull_request:47275", + "accept": false, + "reason": "Compressed-tensors fp8 docs/code vs EfficientViTSAM model addition; unrelated." + }, + { + "left": "pull_request:46196", + "right": "pull_request:47202", + "accept": false, + "reason": "SDPA dispatch support vs docker workflow removal; different areas." + }, + { + "left": "pull_request:46836", + "right": "pull_request:47275", + "accept": false, + "reason": "Unlimited OCR model support vs EfficientViTSAM model support; different models." + }, + { + "left": "pull_request:47093", + "right": "pull_request:47181", + "accept": false, + "reason": "OpenPangu-V2 and Cosmos3 Edge are different model additions." + }, + { + "left": "pull_request:44775", + "right": "pull_request:47350", + "accept": false, + "reason": "Docs parallelism update vs Inkling docs/model stub; unrelated." + }, + { + "left": "pull_request:46196", + "right": "pull_request:47210", + "accept": false, + "reason": "Both touch SDPA, but one is model dispatch support and the other is packed-row varlen routing; different code paths." + }, + { + "left": "pull_request:46995", + "right": "pull_request:47163", + "accept": false, + "reason": "Flash-linear-attention availability vs paged-attention XPU tests; unrelated." + }, + { + "left": "pull_request:46267", + "right": "pull_request:47181", + "accept": false, + "reason": "Serve chat parsing update vs Cosmos3 Edge model support; unrelated." + }, + { + "left": "pull_request:44517", + "right": "pull_request:46376", + "accept": false, + "reason": "Qwen3-TTS model support vs continuous batching multimodal support; different features." + }, + { + "left": "pull_request:47093", + "right": "pull_request:47275", + "accept": false, + "reason": "OpenPangu-V2 model support vs EfficientViTSAM model support; different model families." + }, + { + "left": "pull_request:46836", + "right": "pull_request:47210", + "accept": false, + "reason": "Unlimited OCR model addition vs packed SDPA varlen routing; unrelated." + }, + { + "left": "pull_request:47166", + "right": "pull_request:47292", + "accept": false, + "reason": "Different XPU-related test tweaks in unrelated model suites." + }, + { + "left": "pull_request:46266", + "right": "pull_request:47301", + "accept": false, + "reason": "DINOv2 conversion/model support vs assisted-decoding docs; unrelated." + }, + { + "left": "pull_request:44775", + "right": "pull_request:47077", + "accept": false, + "reason": "General docs parallelism reorg vs Japanese DistilBERT translation; unrelated." + }, + { + "left": "pull_request:47163", + "right": "pull_request:47301", + "accept": false, + "reason": "Paged-attention XPU test updates vs assisted-decoding docs; unrelated." + }, + { + "left": "pull_request:47181", + "right": "pull_request:47350", + "accept": false, + "reason": "Cosmos3 Edge model support vs Inkling docs/model stub; unrelated." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47323", + "accept": false, + "reason": "RoPE tests vs DeepGEMM 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"summary": "This cluster is mostly a grab bag of unrelated PRs; the only true duplicate set is the CohereASR training-loss double-shift fixes. 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additions vs a new MobileLLM model add." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Processor robustness refactor and a new model addition are not the same bug/change." + }, + { + "left": "pull_request:43424", + "right": "pull_request:47301", + "accept": false, + "reason": "ExecuTorch export test coverage and MTP docs are unrelated changes." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "New model addition vs config-resolution fix; different code paths and problems." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 test fixes and layrnorm/layernorm renaming are different issues." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "Dynamic-shape export tests and Mistral4 fixes are unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "New model code vs Falcon output-collection refactor; no same underlying bug." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Cross-entropy kwargs plumbing and a new tokenizer/model add are unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 test fixes and TDT loss kernel integration are different changes." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Dynamic-shape export tests and model addition are not the same underlying issue." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Loss-function kwargs plumbing and Mistral4 test fixes do not target the same bug." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Different code paths: Mistral4 test fixes vs config-resolution ordering." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon refactor and model-creation-skill scaffolding are unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Mistral4 tests vs model-creation skill are not the same change." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "New model addition and AI skill scaffolding are unrelated." + }, + { + "left": "pull_request:46895", + "right": "pull_request:47090", + "accept": true, + "reason": "Same CohereASR training-loss double-shift bug: same model files, same issue target, same fix area in loss handling." + }, + { + "left": "pull_request:46958", + "right": "pull_request:47090", + "accept": true, + "reason": "Same CohereASR loss-shift bug in the same code path; 47090 is another implementation of the same fix." + }, + { + "left": "pull_request:46895", + "right": "pull_request:46958", + "accept": true, + "reason": "Both are fixes for the same CohereASR double-shift training-loss bug in the same files." + }, + { + "left": "pull_request:47173", + "right": "pull_request:47292", + "accept": false, + "reason": "Both are XPU-related test tweaks, but they touch different models and different expected outputs." + }, + { + "left": "pull_request:47166", + "right": "pull_request:47184", + "accept": false, + "reason": "Different test suites and different issues; only broad CI/test similarity." + }, + { + "left": "pull_request:46912", + "right": "pull_request:47175", + "accept": false, + "reason": "Both adjust test expectations, but for different models and different underlying numerical changes." + }, + { + "left": "pull_request:47275", + "right": "pull_request:47350", + "accept": false, + "reason": "EfficientViTSam model add and Inkling docs/model work are separate additions." + }, + { + "left": "pull_request:47184", + "right": "pull_request:47292", + "accept": false, + "reason": "Different XPU test updates for different model files; not the same concrete bug." + }, + { + "left": "pull_request:47301", + "right": "pull_request:47304", + "accept": false, + "reason": "MTP docs and MPS graph-cache docs are unrelated documentation changes." + }, + { + "left": "pull_request:47077", + "right": "pull_request:47304", + "accept": false, + "reason": "Japanese DistilBERT translation and MPS graph-cache docs are unrelated." + }, + { + "left": "pull_request:46658", + "right": "pull_request:46836", + "accept": false, + "reason": "Separate model additions (Step-3.7 Flash vs Unlimited OCR) with different codebases and behaviors." + }, + { + "left": "pull_request:47210", + "right": "pull_request:47301", + "accept": false, + "reason": "Packed-SDPA implementation work and MTP docs are unrelated." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47243", + "accept": false, + "reason": "OpenVINO exporter work and ExecuTorch exporter fixes are different backends and different bugs." + }, + { + "left": "pull_request:46509", + "right": "pull_request:47143", + "accept": false, + "reason": "Nemotron Omni and NeuCodec are different model additions." + }, + { + "left": "pull_request:46376", + "right": "pull_request:46509", + "accept": false, + "reason": "Continuous batching multimodal support and Nemotron Omni support are separate changes." + }, + { + "left": "pull_request:40546", + "right": "pull_request:43451", + "accept": false, + "reason": "VibeVoice and Molmo2 are distinct model additions with no shared bug or patch." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47175", + "accept": false, + "reason": "Different model additions / CI changes; only broad similarity in model-support work." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47143", + "accept": false, + "reason": "Molmo2 and NeuCodec are unrelated new-model PRs." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47291", + "accept": false, + "reason": "Model addition vs generation-config deprecation; different areas and changes." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47163", + "accept": false, + "reason": "Molmo2 model support and paged-attention XPU tests are unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47096", + "accept": false, + "reason": "Molmo2 and exportable Kimi are unrelated PRs." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47003", + "accept": false, + "reason": "Molmo2 model support and OpenVINO exporter support are not the same change." + }, + { + "left": "pull_request:47298", + "right": "pull_request:47323", + "accept": false, + "reason": "MI450 image-utils/model failures and DeepGEMM multi-device fixes are different bugs." + }, + { + "left": "pull_request:47143", + "right": "pull_request:47163", + "accept": false, + "reason": "NeuCodec model support and paged-attention XPU tests are unrelated." + }, + { + "left": "pull_request:47143", + "right": "pull_request:47322", + "accept": false, + "reason": "NeuCodec support and AMD Quark config changes are different changes." + }, + { + "left": "pull_request:47163", + "right": "pull_request:47323", + "accept": false, + "reason": "Paged-attention XPU tests and DeepGEMM multi-device fixes are unrelated." + }, + { + "left": "pull_request:47163", + "right": "pull_request:47184", + "accept": false, + "reason": "Both are test updates, but for different features/models and different failures." + }, + { + "left": "pull_request:47163", + "right": "pull_request:47166", + "accept": false, + "reason": "Paged-attention XPU tests and quantization test updates are unrelated." + }, + { + "left": "pull_request:47163", + "right": "pull_request:47292", + "accept": false, + "reason": "Different XPU test fixes for different models." + }, + { + "left": "pull_request:47163", + "right": "pull_request:47210", + "accept": false, + "reason": "Paged-attention test work and packed-SDPA implementation are different code paths." + }, + { + "left": "pull_request:47175", + "right": "pull_request:47344", + "accept": false, + "reason": "Olmo3 CI expectation updates and FP8 kernel version bump are unrelated." + }, + { + "left": "pull_request:47304", + "right": "pull_request:47350", + "accept": false, + "reason": "MPS graph-cache docs and Inkling docs/model changes are unrelated." + }, + { + "left": "pull_request:46658", + "right": "pull_request:47143", + "accept": false, + "reason": "Step-3.7 Flash and NeuCodec are separate model additions." + }, + { + "left": "pull_request:46658", + "right": "pull_request:47322", + "accept": false, + "reason": "Step-3.7 Flash work and AMD Quark config changes are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 33, + "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-40546-76", + "nodes": [ + "pull_request:43451", + "pull_request:47003", + "pull_request:47096", + "pull_request:47143", + "pull_request:47163", + "pull_request:47298", + "pull_request:47306", + "pull_request:47322", + "pull_request:47323", + "pull_request:47350" + ], + "soft_pairs": [ + "pull_request:47003|pull_request:47096", + "pull_request:43451|pull_request:47323", + "pull_request:47096|pull_request:47323", + "pull_request:43451|pull_request:47298", + "pull_request:43451|pull_request:47322", + "pull_request:47096|pull_request:47298", + "pull_request:47096|pull_request:47322", + "pull_request:43451|pull_request:47306", + "pull_request:47096|pull_request:47306", + "pull_request:47003|pull_request:47323", + "pull_request:47003|pull_request:47298", + "pull_request:47003|pull_request:47306", + "pull_request:47298|pull_request:47350", + "pull_request:47096|pull_request:47143", + "pull_request:47096|pull_request:47163" + ], + "prepared_review_unit_hash": "33288a006983398d369a94101fe694a1fea9d43d2e67a35b5b3ceab4b02e0439", + "component_budget": { + "node_count": 76, + "item_count": 76, + "soft_pair_count": 211, + "serialized_chars": 263697, + "estimated_input_tokens": 65925, + "estimated_eval_tokens": 132106 + }, + "budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 15, + "serialized_chars": 28317, + "estimated_input_tokens": 7080, + "estimated_eval_tokens": 14416 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a duplicate set: it mixes unrelated PRs for new model support, exporter work, hardware-specific fixes, and docs/tests. The soft-similarity links are mostly driven by shared framework files or broad subsystem overlap, not the same underlying change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:47003", + "right": "pull_request:47096", + "accept": false, + "reason": "Both touch exporter infrastructure, but one adds the OpenVINO exporter while the other makes Kimi exportable; different features and code paths." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47323", + "accept": false, + "reason": "Molmo2 model integration and DeepGEMM multi-device fixes are unrelated changes." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47323", + "accept": false, + "reason": "Kimi export support and DeepGEMM multi-device behavior are different problems in different subsystems." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47298", + "accept": false, + "reason": "Molmo2 addition is unrelated to MI450 model failure fixes." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47322", + "accept": false, + "reason": "Model addition versus AMD Quark config-class adjustment are unrelated." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47298", + "accept": false, + "reason": "Kimi exporter changes do not match MI450 failure fixes." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47322", + "accept": false, + "reason": "Exportability changes for Kimi are unrelated to Quark quantization config updates." + }, + { + "left": "pull_request:43451", + "right": "pull_request:47306", + "accept": false, + "reason": "Molmo2 support and Neuron experiment scripts are unrelated." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47306", + "accept": false, + "reason": "Kimi export support and Neuron experiment scripts are unrelated." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47323", + "accept": false, + "reason": "OpenVINO exporter work is unrelated to DeepGEMM multi-device fixes." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47298", + "accept": false, + "reason": "OpenVINO exporter changes do not match MI450-specific model fixes." + }, + { + "left": "pull_request:47003", + "right": "pull_request:47306", + "accept": false, + "reason": "OpenVINO exporter work and Neuron experiment scripts are unrelated." + }, + { + "left": "pull_request:47298", + "right": "pull_request:47350", + "accept": false, + "reason": "MI450 model-failure fixes and Inkling docs/model scaffold updates are unrelated." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47143", + "accept": false, + "reason": "Kimi export support and NeuCodec model support are different additions." + }, + { + "left": "pull_request:47096", + "right": "pull_request:47163", + "accept": false, + "reason": "Kimi export work is unrelated to adding XPU paged-attention tests." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 2, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40755-2", + "nodes": [ + "pull_request:40755", + "pull_request:41224" + ], + "soft_pairs": [ + "pull_request:40755|pull_request:41224" + ], + "prepared_review_unit_hash": "6850b036cd8f8d2879832bf3986270401b2b90bb57715887d9aa8cb3bbcdae97", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are unrelated pull requests in different model areas: one adds TimesFM covariate forecasting, the other adds DINOv3 image classification support. The soft similarity is a false positive.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different underlying changes and code paths: TimesFM forecasting with covariates vs DINOv3 image classification support; they are not mergeable as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 3, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41356-2", + "nodes": [ + "pull_request:41356", + "pull_request:44339" + ], + "soft_pairs": [ + "pull_request:41356|pull_request:44339" + ], + "prepared_review_unit_hash": "aead1308c167b0bae6ff11bf9358340baa5e76f816618383418b505a10a9cd01", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two DEIMv2 pull requests target the same model family, but they are not the same change: PR 41356 is an early/basic model + image processor add, while PR 44339 is a much broader follow-up that adds loss code, auto-mappings, conversion tooling, modular files, and more integration work.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44339 is the more complete and representative DEIMv2 implementation; PR 41356 looks like an earlier partial version of the same model bring-up.", + "best_issue_reason": null, + "best_pr_reason": "PR 44339 is the strongest single artifact for the cluster because it subsumes the basic model work and includes the broader integration needed for a full Transformers addition.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41356", + "right": "pull_request:44339", + "accept": false, + "reason": "Same model area, but not the same concrete change: 44339 expands the implementation substantially and adds new code paths beyond the basic PR 41356. They look like related iterations, not mergeable duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 4, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42975-2", + "nodes": [ + "pull_request:42975", + "pull_request:42976" + ], + "soft_pairs": [ + "pull_request:42975|pull_request:42976" + ], + "prepared_review_unit_hash": "328e7d2f57899e7b30fbd00e878b2f57782178183c6f71123946334d42d7d2f4", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "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 both update GitHub Actions workflows, but they target different action families and different upgrade goals. They overlap in CI maintenance scope, yet they do not look like the same concrete fix/change.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42975 is the better representative because it is the broader workflow-actions compatibility upgrade, with an explicit Node 24 compatibility goal and changes across many workflow files.", + "best_issue_reason": null, + "best_pr_reason": "PR 42975 is the strongest cluster representative: it has the clearer motivation, touches more of the shared workflow surface, and is the more concrete compatibility-oriented upgrade.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Both are CI workflow dependency bumps, but 42975 upgrades core GitHub actions for Node 24 compatibility while 42976 focuses on docker/build-push-action and a separate set of workflow updates. They are related maintenance, not the same underlying change or a single fix that should 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": 5, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-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": "4b0fff6c777baa2deb7323c46f906f0c3ee4d6cca039aa4efe96389429d531ab", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 13045, + "estimated_input_tokens": 3262, + "estimated_eval_tokens": 6780 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 13045, + "estimated_input_tokens": 3262, + "estimated_eval_tokens": 6780 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All four items are distinct model-addition PRs, not duplicates. They overlap on common Hugging Face scaffolding files, but each introduces a different model family and codepath.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: ViT NEPA, Molmo, CTSM, and Step3p7 are separate additions for different models, so they should not be merged as duplicates.", + "best_issue_reason": null, + "best_pr_reason": "No global best PR exists for this cluster because the PRs are unrelated model implementations rather than alternate fixes for the same change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "ViT NEPA and Molmo are different model additions with different filenames, configs, and model implementations; shared docs/auto registry edits are boilerplate." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "ViT NEPA vs CTSM are unrelated architectures; they touch common integration files but fix/introduce different model codepaths." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo and CTSM are separate model PRs, not the same bug or same feature change, despite overlapping auto/docs infrastructure." + }, + { + "left": "pull_request:45490", + "right": "pull_request:46562", + "accept": false, + "reason": "CTSM and Step3p7 are distinct model additions; the overlap is limited to shared registration/docs patterns, not a single 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": 6, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43291-7", + "nodes": [ + "pull_request:43291", + "pull_request:43665", + "pull_request:44815", + "pull_request:46380", + "pull_request:46539", + "pull_request:46886", + "pull_request:46922" + ], + "soft_pairs": [ + "pull_request:43291|pull_request:43665", + "pull_request:43291|pull_request:44815", + "pull_request:43291|pull_request:46380", + "pull_request:43291|pull_request:46922", + "pull_request:43665|pull_request:46539", + "pull_request:43665|pull_request:44815", + "pull_request:43665|pull_request:46380", + "pull_request:43665|pull_request:46922", + "pull_request:44815|pull_request:46539", + "pull_request:44815|pull_request:46380", + "pull_request:44815|pull_request:46922", + "pull_request:46380|pull_request:46539", + "pull_request:46380|pull_request:46922", + "pull_request:46539|pull_request:46922", + "pull_request:46886|pull_request:46922" + ], + "prepared_review_unit_hash": "fac8c305aaa8df868e832a113b89d6f9e64b3ee4b4333f0df9d62857eee2db78", + "component_budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 15, + "serialized_chars": 19604, + "estimated_input_tokens": 4901, + "estimated_eval_tokens": 10058 + }, + "budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 15, + "serialized_chars": 19604, + "estimated_input_tokens": 4901, + "estimated_eval_tokens": 10058 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Most items are unrelated PRs (tests, generation config, FP8 quantization, CI plumbing). The only strong duplicate pair is the two YOLOS fixes, which both address the same device_map=\"auto\" device-mismatch bug in the same file.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46922 is the best canonical PR: it directly fixes the YOLOS device mismatch in the model forward path and also includes the related no-split-module guard for device_map=\"auto\".", + "best_issue_reason": null, + "best_pr_reason": "PR 46922 is the most suitable representative because it is the most complete, concrete fix for the YOLOS auto-device-map mismatch rather than just a partial mitigation or an unrelated change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Both are test-only changes with unrelated targets; they do not appear to fix the same underlying bug or change." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper test/tokenizer work and FP8 dequantization are different subsystems and different fixes." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46380", + "accept": false, + "reason": "Whisper tokenizer/test changes are unrelated to generation watermarking validation and fp8 loading behavior." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46922", + "accept": false, + "reason": "Whisper decoding/test fixes and a YOLOS device-mismatch fix are unrelated code paths." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46539", + "accept": false, + "reason": "Dummy test edits in vision models and Phimoe CI integration are not the same bug/change." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "These touch unrelated areas: model tests versus FP8 loading/quantization logic." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46380", + "accept": false, + "reason": "Test-file edits are unrelated to generation config validation and model-loading logic." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46922", + "accept": false, + "reason": "Vision test edits do not match the YOLOS runtime device-placement bug fix." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46539", + "accept": false, + "reason": "FP8 dequantization changes and CI runner-memory handling are different problems." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46380", + "accept": false, + "reason": "FP8 quantization/loading fixes are not the same as generation watermarking validation and whisper generation changes." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46922", + "accept": false, + "reason": "These are unrelated: FP8 kernel/loading work versus a YOLOS device mismatch fix." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46539", + "accept": false, + "reason": "Generation watermarking validation and Phimoe integration-test CI changes are unrelated." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46922", + "accept": false, + "reason": "Generation config/watermarking logic is a different subsystem from YOLOS device placement." + }, + { + "left": "pull_request:46539", + "right": "pull_request:46922", + "accept": false, + "reason": "CI memory/device-map test harness changes are not the same concrete bug as the YOLOS model forward/device-splitting fix." + }, + { + "left": "pull_request:46886", + "right": "pull_request:46922", + "accept": true, + "reason": "Both target the same YOLOS device_map=\"auto\" mismatch in the same model file, and the fixes are complementary enough to plausibly belong in one PR." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the conservative false verdicts for the unrelated PRs are justified. The only accepted soft pair, 46886/46922, is plausibly mergeable as the same YOLOS device-map bugfix in the same file." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 7, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-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": "9155db314cc2aa566d1738d64f2eea8bb52bcada923bb213a22cea57d5780f04", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6349, + "estimated_input_tokens": 1588, + "estimated_eval_tokens": 3432 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6349, + "estimated_input_tokens": 1588, + "estimated_eval_tokens": 3432 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three separate '[don't merge]' repository-bot / workflow probe PRs with only superficial similarity; they do not appear to fix the same underlying bug or implement the same change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "43532 is the broadest and most representative of the workflow/test probe PRs, so it is the best available cluster anchor, but it is still not the same change as the others.", + "best_issue_reason": null, + "best_pr_reason": "No PR is a true canonical duplicate here: each PR targets different files and different code paths (setup/test deps, comment CI workflows, security-gate workflow).", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:46747", + "accept": false, + "reason": "Different changes: one tweaks setup/deps and a test, the other changes a workflow trigger/security gate. Superficial '[don't merge]' similarity only." + }, + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "They overlap only on a test file, but the concrete changes are unrelated: dependency/setup versioning versus CI/workflow plumbing and test harness behavior." + }, + { + "left": "pull_request:43532", + "right": "pull_request:46747", + "accept": false, + "reason": "Both touch workflows, but they alter different CI paths and behaviors; not the same underlying bug or 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": 8, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43612-2", + "nodes": [ + "pull_request:43612", + "pull_request:43613" + ], + "soft_pairs": [ + "pull_request:43612|pull_request:43613" + ], + "prepared_review_unit_hash": "6d24848390d33a5d5b0108eab527cd0dedb1367e31fe1ed2bef478ff4f2a8d75", + "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": "Two separate PRs add different segmentation pipelines: one for Promptable Concept Segmentation and one for Promptable Visual Segmentation. They share scaffolding and doc/test patterns, but they target different models and task definitions, so they are not duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43613 is the broader of the two and appears to be the more substantial pipeline addition, with more model integrations and tests, so it is the better representative PR for the cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR #43613 is the stronger standalone change because it covers the more complex Promptable Visual Segmentation pipeline and includes broader code, model, and test updates.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "These are different pipelines for different tasks/models (concept segmentation vs visual segmentation). The overlap is mostly shared scaffolding, docs, and test infrastructure, not the same concrete change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 9, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43651-2", + "nodes": [ + "pull_request:43651", + "pull_request:43663" + ], + "soft_pairs": [ + "pull_request:43651|pull_request:43663" + ], + "prepared_review_unit_hash": "de92fadef7fb9050ecd1590b5d29f5f56fe0f24ee75894578a9ac94875a5f98e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two pull requests both touch `trainer.py` and relate to trainer extensibility, but they fix different behaviors: gradient-accumulation loss scaling vs. signature-column filtering. They are not duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No clear canonical PR: these PRs address different trainer code paths and should not be collapsed into one duplicate cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR 43651 is the stronger representative of a concrete bug fix in the training loss path; 43663 is a separate refactor/override hook for column filtering.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Reject: both modify `trainer.py`, but one adds `_loss_is_scaled_for_ga` for gradient-accumulation loss scaling while the other adds `_get_signature_columns` for dataset column filtering. They are different extension points and not the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 10, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43656-2", + "nodes": [ + "pull_request:43656", + "pull_request:43842" + ], + "soft_pairs": [ + "pull_request:43656|pull_request:43842" + ], + "prepared_review_unit_hash": "a0ddb3dc3d69003b6d9fb3d232f5f6222ef3fff040ebd4e5aa785d941842e213", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3662, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3662, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate CLI serve typing/import fixes in the same file, but they address different NameError scenarios and should not be deduplicated.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "43842 is the better representative because it directly targets the runtime TypeAdapter import failure when pydantic is absent and has the clearer, narrower bug statement.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "Shared file only; the fixes address different root causes. 43656 changes annotation handling to avoid a TypeAdapter NameError via future annotations/type imports, while 43842 explicitly guards the TypeAdapter import for environments without pydantic. They are not the same concrete change and could both be valid independently." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 11, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "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": 33, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43996", + "pull_request:43997", + "pull_request:44007", + "pull_request:44010", + "pull_request:44013", + "pull_request:44017", + "pull_request:44018", + "pull_request:44019", + "pull_request:44024", + "pull_request:44044", + "pull_request:44056", + "pull_request:44059", + "pull_request:44066", + "pull_request:44068", + "pull_request:44071", + "pull_request:44072", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44085", + "pull_request:44086", + "pull_request:44098", + "pull_request:44101", + "pull_request:44116", + "pull_request:44129", + "pull_request:44154", + "pull_request:44161", + "pull_request:44722" + ], + "soft_pairs": [ + "pull_request:43996|pull_request:44085", + "pull_request:43996|pull_request:44044", + "pull_request:44066|pull_request:44085", + "pull_request:44007|pull_request:44072", + "pull_request:44072|pull_request:44722", + "pull_request:44066|pull_request:44072", + "pull_request:44013|pull_request:44044", + "pull_request:44066|pull_request:44086", + "pull_request:44018|pull_request:44068", + "pull_request:44066|pull_request:44071", + "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", + 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"summary": "This cluster is mostly a broad set of independent model-specific refactors toward standardized output tracing. The only true duplicate groups are within the GPT-J/CodeGen line and the GPT-Neo line; the rest share the same umbrella initiative or issue target but not the same concrete code path.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44066 is the strongest representative of the shared output-tracing refactor subset: it has the clearest explicit issue linkage, touches the concrete GPT-J/CodeGen code paths, and is more complete than the narrower follow-ups.", + "best_issue_reason": null, + "best_pr_reason": "PR 44066 is the best single representative for triage because it anchors the recurring GPT-J/CodeGen implementation change with explicit tracking and a concrete fix path.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different model code paths (CVT/FNet vs GPT-J); same umbrella tracing work is not enough." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Different model families and implementations; 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unrelated concrete code paths." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet and GPT-J are different model paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo and ResNet are unrelated implementations." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet and MPT are different code paths." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo versus Flaubert; same tracing theme but not the same fix." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo and GPT-J/CodeGen are separate refactors." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert are different model implementations." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT versus GPT-J/CodeGen; 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The accepted PR pairs are all within the same concrete code path and look mergeable as a single bugfix, while the rejected pairs mostly differ by model family or implementation. The representative PR rationale is also supported by the explicit issue linkage and file scope shown in the packet." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 12, + "component_count": 33, + "review_unit_index": 2, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43997", + "pull_request:44010", + "pull_request:44056", + "pull_request:44073", + "pull_request:44074", + "pull_request:44129" + ], + "soft_pairs": [ + "pull_request: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": "c64395fd038f0aa7d222647e036193460011a016f65f241cc808082c02d4e251", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 77, + "serialized_chars": 84506, + "estimated_input_tokens": 21127, + "estimated_eval_tokens": 42510 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 5, + "serialized_chars": 13070, + "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 are all related by a shared output-tracing refactor pattern, but they target different model implementations and code paths, so they are not duplicates.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: each change is model-specific (RegNet, SqueezeBert, MPNet, VisualBert, TextNet, SpeechT5) rather than the same underlying fix.", + "best_issue_reason": null, + "best_pr_reason": "44129 is the most self-contained and explicitly issue-linked refactor, making it the best representative of the set even though it is not a duplicate of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "Same refactor theme, but different models and files; these are separate model-specific changes, not one mergeable fix." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "Both are output-tracing refactors, but MPNet and VisualBert have distinct code paths and implementations." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "Different models and different forward/output plumbing; too broad to be the same underlying bug or change." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are unrelated model implementations; similarity is only at the refactor pattern level." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "These touch different model code paths and are separate output-tracing migrations, not a single concrete fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43998-13", + "nodes": [ + "pull_request:43998", + "pull_request:43999", + "pull_request:44000", + "pull_request:44001", + "pull_request:44002", + "pull_request:44003", + "pull_request:44004", + "pull_request:44025", + "pull_request:44026", + "pull_request:44027", + "pull_request:44028", + "pull_request:44029", + "pull_request:44030" + ], + "soft_pairs": [ + "pull_request:43998|pull_request:44002", + "pull_request:43998|pull_request:44000", + "pull_request:43998|pull_request:44001", + "pull_request:43998|pull_request:44003", + "pull_request:43998|pull_request:44029", + "pull_request:43999|pull_request:44001", + "pull_request:43999|pull_request:44002", + "pull_request:43999|pull_request:44025", + "pull_request:43999|pull_request:44026", + "pull_request:43999|pull_request:44027", + "pull_request:44000|pull_request:44001", + "pull_request:44000|pull_request:44002", + "pull_request:44000|pull_request:44003", + "pull_request:44000|pull_request:44025", + "pull_request:44001|pull_request:44002", + "pull_request:44001|pull_request:44003", + "pull_request:44001|pull_request:44025", + "pull_request:44002|pull_request:44029", + "pull_request:44002|pull_request:44003", + "pull_request:44003|pull_request: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": "742492a8dc567a4196d720598e4bde2b94f0b24972689181654eb95a12e8c212", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 39, + "serialized_chars": 39791, + "estimated_input_tokens": 9948, + "estimated_eval_tokens": 20152 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 39, + "serialized_chars": 39791, + "estimated_input_tokens": 9948, + "estimated_eval_tokens": 20152 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are all variations on output-tracing refactors, but they each target different model families and concrete code paths. 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the shared theme is too broad to treat as duplicate." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "`timm_backbone` and `univnet` are unrelated implementations; the refactors are structurally similar but not the same underlying bug/change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "`timm_backbone` and `mamba/falcon_mamba` are separate model stacks with different tracing mechanisms; not mergeable as one duplicate fix." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "`timm_backbone` and `rwkv` both mention tracing, but they target distinct forward implementations and helper plumbing." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "Both refactor outputs, but `mobilenet_v1` and `univnet` are unrelated model code paths and not the same fix." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "`mobilenet_v1` and `upernet` are different models; the changes are parallel refactors, not a duplicate bug fix." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "`mobilenet_v1` and `depth_anything` touch different model heads/backbones; similar tracing cleanup, but not one underlying change." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "`mobilenet_v1` and `vision_encoder_decoder` are unrelated forward paths; this is a broad refactor pattern only." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "`mobilenet_v1` and `speech_encoder_decoder` are different code paths; same kind of cleanup, not duplicate work." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "`vision_text_dual_encoder` and `univnet` are unrelated models; they happen to adopt the same refactor style but not the same fix." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model families and implementations; no shared concrete bug or mergeable code path." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "`vision_text_dual_encoder` and `mamba/falcon_mamba` are distinct architectures with different tracing behavior." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "`vision_text_dual_encoder` and `depth_anything` are separate models; the overlap is only the generic output-tracing refactor pattern." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "`univnet` and `upernet` are different model implementations; not the same code-path problem." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "`univnet` and `mamba/falcon_mamba` are unrelated changes despite similar output-tracing wording." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "`univnet` and `depth_anything` are different subsystems and forward paths." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "`univnet` and `codegen` are separate model code paths; similar refactor goal, not duplicate change." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "`upernet` and `rwkv` are unrelated models; the similarity is only that both clean up output handling." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "`upernet` and `mamba/falcon_mamba` do not share the same implementation or bug surface." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "`mamba/falcon_mamba` and `codegen` are different model families with different forward signatures and output plumbing." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "`timm_backbone` and `codegen` are unrelated code paths; both use tracing-related helpers, but the underlying work differs." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "`univnet` and `codegen` are separate model implementations; not the same concrete fix." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "`upernet` and `codegen` only share a refactor theme, not the same bug or change." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "`vision_text_dual_encoder` and `codegen` are different code paths and outputs; no duplicate evidence beyond broad similarity." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "Both are encoder/decoder-style refactors, but they target different model wrappers and different forward methods; too broad to merge as duplicates." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "`depth_anything` and `speech_encoder_decoder` are distinct model families; same style of cleanup only." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "`depth_anything` and `superpoint` are unrelated vision models with separate output semantics." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "`depth_anything` and `rwkv` do not share the same implementation path; the refactor pattern is generic." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "`depth_anything` and `dpr` are separate model code paths; not one underlying change." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "Both are wrapper-model refactors, but one is vision and the other speech; different concrete code paths." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "`vision_encoder_decoder` and `superpoint` are unrelated models, so this is not a duplicate fix." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "`vision_encoder_decoder` and `rwkv` are different architectures and output handling mechanisms." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "`vision_encoder_decoder` and `dpr` touch different forward implementations; same theme, not same change." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "`speech_encoder_decoder` and `superpoint` are unrelated; no shared concrete bug or patch." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "`speech_encoder_decoder` and `rwkv` are distinct model paths and should not be merged as one PR." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "`speech_encoder_decoder` and `dpr` only overlap at a high level in output handling." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "`superpoint` and `rwkv` are unrelated models; the refactor style is shared but the code paths are not." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "`superpoint` and `dpr` change different model implementations and output formats." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "`rwkv` and `dpr` are different model families; no evidence they fix the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44662-2", + "nodes": [ + "pull_request:44662", + "pull_request:45401" + ], + "soft_pairs": [ + "pull_request:44662|pull_request:45401" + ], + "prepared_review_unit_hash": "3070ab460ad6cc8d7433dc8ec64444ab3758aa803ab0d4be97fdf541bdf9fb2e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6551, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6551, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated model-addition PRs: one adds PenguinVL, the other adds Voxtral TTS. They share some standard Transformers scaffolding, but not the same underlying model or codepath.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:45401 is the better representative because it has an explicit issue target and is a more clearly scoped model-support PR.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:45401 is the strongest standalone PR candidate for this cluster because it is tied to a tracking issue and cleanly adds one model family rather than a broader implementation stack.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Reject: PenguinVL and Voxtral TTS are different model families with separate implementations and tests; shared auto-registration/docs edits are generic and do not indicate the same bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 15, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44979-2", + "nodes": [ + "pull_request:44979", + "pull_request:45363" + ], + "soft_pairs": [ + "pull_request:44979|pull_request:45363" + ], + "prepared_review_unit_hash": "c3bd87b5bf73cc497541d073cbc6ac3c3ab81c51f239aa66d6e1eb47fe49952c", + "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 PRs are thematically related fusion efforts, but they implement different things: one introduces a generic Module Fusion API, while the other adds n-to-1 kernel fusion through KernelConfig and model/integration plumbing. They are not the same underlying change.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45363 is the more concrete, end-to-end fusion implementation with loader/integration changes and usage example; PR 44979 is separate lower-level API groundwork.", + "best_issue_reason": null, + "best_pr_reason": "PR 45363 is the best representative of the cluster because it contains the most user-facing and complete fusion feature, not just an internal abstraction.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Different code paths and scopes: 44979 adds a generic Module Fusion API in a new module, while 45363 wires n-to-1 kernel fusion via KernelConfig plus integration changes. They are related but not the same change 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": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45086-2", + "nodes": [ + "pull_request:45086", + "pull_request:45317" + ], + "soft_pairs": [ + "pull_request:45086|pull_request:45317" + ], + "prepared_review_unit_hash": "06ca6383b22c100773135aa5a0f46ac6d488842d3b4e44f5dc4f8be947368a9c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests address the same Mistral regex patch AttributeError in `src/transformers/tokenization_utils_tokenizers.py`; PR 45317 is the more complete version because it includes a test change in addition to the same code fix.", + "confidence": 0.98, + "canonical_issue_reason": "Issue 45081 is the shared explicit target for both PRs and is the natural canonical tracker for this bug.", + "canonical_pr_reason": "PR 45317 is the better canonical PR because it contains the same fix as 45086 plus test coverage, making it the more complete implementation.", + "best_issue_reason": "Issue 45081 is the only explicit issue tied to both changes and best represents the underlying bug being fixed.", + "best_pr_reason": "PR 45317 is the best representative PR since it supersedes the minimal patch with the same code-path fix and adds a test.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same underlying AttributeError fix in the same function and file; the diff is effectively the same patch, with 45317 adding tests, so they are mergeable as one change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 17, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45115-2", + "nodes": [ + "pull_request:45115", + "pull_request:45569" + ], + "soft_pairs": [ + "pull_request:45115|pull_request:45569" + ], + "prepared_review_unit_hash": "c3e6ff75affc8da27c78d35873a21f8582e0aade5e0896e40c54094d26214566", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6065, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6065, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two unrelated NemotronH pull requests: one is a narrow checkpoint-conversion/key-renaming update, the other is a broad architectural split/dispatcher refactor adding NemotronHDense and NemotronHSparse. They overlap in model files but not in the same concrete fix.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "45569 is the better canonical PR because it is the broader, higher-level model refactor and includes the user-facing architecture split; 45115 is a smaller supporting conversion-mapping change.", + "best_issue_reason": null, + "best_pr_reason": "45569 is the strongest representative of the cluster since it covers the main NemotronH package reorganization and model definitions, while 45115 is only a partial conversion utility update.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "Do not merge: 45115 only changes conversion key mappings for NemotronH/NemotronH Dense, while 45569 refactors the model family into thin wrappers plus dense/sparse variants with docs and auto-mapping updates. Shared files are incidental, not the same underlying change or 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": 18, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45415-2", + "nodes": [ + "pull_request:45415", + "pull_request:45425" + ], + "soft_pairs": [ + "pull_request:45415|pull_request:45425" + ], + "prepared_review_unit_hash": "8a25a03f7aca4d0b3023606a76b33ac6f92bbea034ef3f7fff31c51b8f2c803e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests are typing-related, but they are not the same change: one is a broad repo-wide type-checking sweep, the other adds specific typing protocols/aliases to support a narrower set of code paths.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45425 is the better canonical representative because it is a focused typing-infrastructure change centered on `_typing.py` and a small set of consumers. PR 45415 is a much broader type-checking sweep across many files and configuration, so it is less representative of a single underlying change.", + "best_issue_reason": null, + "best_pr_reason": "PR 45425 is the best PR for this cluster because it has a tighter scope and clearer code-path purpose. PR 45415 is more of a general cleanup/type-checking pass rather than the same concrete fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "They overlap on typing, but the scope and intent differ: 45415 is a broad type-checking sweep across many modules, while 45425 introduces specific typing helpers and related adjustments for particular consumers. They do not look like the same underlying bug or mergeable single PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 19, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45548-2", + "nodes": [ + "pull_request:45548", + "pull_request:45662" + ], + "soft_pairs": [ + "pull_request:45548|pull_request:45662" + ], + "prepared_review_unit_hash": "5f5831c3b8600c7a813b7fa3d2f30b9cfacd1f835fb1d6c682ce7bd3c835b1aa", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two EP-related PRs, but they target different bugs and loading paths. They overlap in `modeling_utils.py` only superficially; one is about preserving `distributed_config`/EP during accelerate+ZeRO-3 loading, the other about preventing rank-0 broadcast from overwriting experts under FSDP2.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45662 is the better canonical PR for this cluster because its title and diff describe a more concrete, self-contained failure mode with clear code-path changes in model loading and MoE handling. PR 45548 is related to EP initialization/loading, but it fixes a different mechanism and is less representative of the distinct bug set here.", + "best_issue_reason": null, + "best_pr_reason": "PR 45662 is the best single PR to keep as the representative artifact: it is more specific about the runtime corruption it fixes, touches the primary loading path, and has a tighter bug-to-change mapping than PR 45548.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Related EP work, but not the same underlying bug. 45548 focuses on serializing `distributed_config` and adding `has_ep` for accelerate/DeepSpeed ZeRO-3 loading, while 45662 fixes experts being overwritten by rank-0 broadcast in FSDP2. Different failure modes and different code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 20, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45639-2", + "nodes": [ + "pull_request:45639", + "pull_request:45645" + ], + "soft_pairs": [ + "pull_request:45639|pull_request:45645" + ], + "prepared_review_unit_hash": "fbd99aa509be0fd856cdbf75a233d9f67676ccba829a23b0ed4f4e2e25889b31", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4672, + "estimated_input_tokens": 1168, + "estimated_eval_tokens": 2592 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4672, + "estimated_input_tokens": 1168, + "estimated_eval_tokens": 2592 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same xdist/captured_info collision problem around patched testing debug logs, with PR 45645 adding the more complete fix and CI artifact handling. I\u2019d treat 45645 as the canonical representative.", + "confidence": 0.81, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45645 is the more complete and newer implementation: it fixes the xdist-safe captured_info handling in code and also updates CI to collect multiple captured_info artifacts, making it the best representative of the change.", + "best_issue_reason": null, + "best_pr_reason": "PR 45645 best captures the underlying bug fix plus the supporting workflow adjustment, so it is the strongest single PR to keep for this cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Both PRs target the same underlying xdist collision in captured_info/debug logging. PR 45645 appears to extend the same fix with CI log collection, so they are plausibly one combined 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": 21, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45737-2", + "nodes": [ + "pull_request:45737", + "pull_request:45738" + ], + "soft_pairs": [ + "pull_request:45737|pull_request:45738" + ], + "prepared_review_unit_hash": "cc2ade73a49ec6a8883a7a24c433988645588bcd049e8aad2bce56b1b24daa1c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same MusicgenMelody cache initialization bug in `forward()`: replacing `EncoderDecoderCache(DynamicCache, DynamicCache)` with a single `DynamicCache`. PR #45737 is the more complete duplicate because it bundles the fix with a regression test, while #45738 is the fix-only variant.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45737 is the best canonical PR because it contains the same code fix as #45738 plus a regression test, making it the most complete representation of the bug fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #45737 is the strongest overall candidate: it fixes the concrete cache bug and adds a targeted regression test, whereas #45738 only changes the implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45737", + "right": "pull_request:45738", + "accept": true, + "reason": "Same underlying code-path bug in `musicgen_melody` cache setup; the diffs match on the core fix and the test-only addition in #45737 could plausibly live in the same PR as #45738." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet: both PRs make the same `musicgen_melody` cache initialization change, and #45737 only adds a regression test on top of that fix. The soft-edge accept is conservative enough because the diffs are mergeable into one PR for the same bugfix." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 22, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46126-2", + "nodes": [ + "pull_request:46126", + "pull_request:46269" + ], + "soft_pairs": [ + "pull_request:46126|pull_request:46269" + ], + "prepared_review_unit_hash": "b574a89ee8af610812c82966f1c957f4b8d5882e747c225ed4692325c0749a80", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5525, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5525, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related distributed-training PRs, but not duplicates: one is a focused EP/Trainer feature PR, the other is a broad distributed branch base. The shared files reflect overlap in subsystem, not the same concrete change.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46126 is the more specific, self-contained change: EP routing plus Trainer/config integration around the distributed tensor-parallel path. PR 46269 is a large branch-base PR that bundles many unrelated distributed changes, so it is a poorer canonical representative.", + "best_issue_reason": null, + "best_pr_reason": "PR 46126 is the best representative because it targets one concrete feature area and code path, whereas PR 46269 is too broad and mixed to serve as a clean cluster anchor.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46126", + "right": "pull_request:46269", + "accept": false, + "reason": "They overlap in distributed internals, but 46269 is a broad branch-base PR and 46126 is a focused EP/Trainer integration PR. Shared filenames alone do not indicate the same underlying bug or a mergeable single PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 23, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "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": "7e13cb1b8dbae77ac07b6eec253ac336396f3b9857f8445ed039dc21969dca9a", + "component_budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 31, + "serialized_chars": 26664, + "estimated_input_tokens": 6666, + "estimated_eval_tokens": 13588 + }, + "budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 31, + "serialized_chars": 26664, + "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 set of unrelated workflow-chore PRs. The pr-ci-security-gate items are the only near-cluster, but they make different edits to the same file and are not true duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical duplicate PR stands out; 46554 is the most substantive/central PR in the set, but the items are distinct changes rather than duplicates.", + "best_issue_reason": null, + "best_pr_reason": "46554 is the strongest representative PR because it adds the main security-gate logic, but it should not be treated as a duplicate of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46138", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and different behavior; not the same underlying change." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46558", + "accept": false, + "reason": "Unrelated self-comment CI tweak vs pr-ci-security-gate hardening." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46563", + "accept": false, + "reason": "Different workflow file and different change intent." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflow file and different change intent." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46504", + "accept": false, + "reason": "Different CI workflows; same broad area is not enough to merge as duplicates." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46503", + "accept": false, + "reason": "SSH-runner hardening and benchmark trigger changes are unrelated." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46501", + "accept": false, + "reason": "Different workflow files and distinct fixes." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46502", + "accept": false, + "reason": "Different workflow files and distinct fixes." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflow files and distinct fixes." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflow files and distinct fixes." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46563", + "accept": false, + "reason": "Different workflow files and distinct fixes." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflow files and distinct fixes." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46503", + "accept": false, + "reason": "Both are workflow chore PRs, but they change different workflows and different logic." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46502", + "accept": false, + "reason": "Same broad CI area, but different workflow files and changes." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflow files and unrelated edits." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflow targets and different changes." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46503", + "accept": false, + "reason": "Different workflow files and different trigger behavior." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflow files and different fixes." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflow files and different fixes." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflow files and unrelated edits." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflow files and unrelated edits." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows; not the same concrete bug or change." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflows; not the same concrete bug or change." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46558", + "accept": false, + "reason": "Same file, but these modify different parts of the workflow and address different security hardening steps." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46563", + "accept": false, + "reason": "Same file, but different behavior changes; not a single duplicate fix." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46716", + "accept": false, + "reason": "Same file, but different behavior changes; not a single duplicate fix." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46563", + "accept": false, + "reason": "Same workflow file, but distinct edits with different purposes." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46716", + "accept": false, + "reason": "Same workflow file, but distinct edits with different purposes." + }, + { + "left": "pull_request:46563", + "right": "pull_request:46716", + "accept": false, + "reason": "Both touch the same reusable workflow, but they change different lines and different security settings." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46563", + "accept": false, + "reason": "Different workflows and unrelated edits." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46563", + "accept": false, + "reason": "Different workflow files and unrelated edits." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflows and unrelated edits." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflow files and unrelated edits." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46503", + "accept": false, + "reason": "Different workflows and unrelated edits." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflows and unrelated edits." + } + ] + }, + "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": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46174-2", + "nodes": [ + "pull_request:46174", + "pull_request:46780" + ], + "soft_pairs": [ + "pull_request:46174|pull_request:46780" + ], + "prepared_review_unit_hash": "a48ce4ca162f555682f79411d7229ac1ccc08d7822dfab654bb881639fccddbc", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6030, + "estimated_input_tokens": 1508, + "estimated_eval_tokens": 3272 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6030, + "estimated_input_tokens": 1508, + "estimated_eval_tokens": 3272 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two PRs target the same reported MPS crash in the sinusoidal position embedding helper, but they implement different fixes and are not safe to treat as duplicates.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46174 is the broader, more complete fix for the float64-on-MPS crash: it updates the helper across all affected model files and keeps the internal math on CPU float64 before casting back.", + "best_issue_reason": null, + "best_pr_reason": "PR 46174 is the best representative of the cluster because it is the original, more comprehensive fix and has more discussion/review context than the narrower follow-up.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46174", + "right": "pull_request:46780", + "accept": false, + "reason": "They share the same issue target and helper, but the patches are different solutions: 46174 avoids float64 on MPS by doing the arithmetic on CPU first, while 46780 switches the helper to use dtype for internal arithmetic. Those are alternative implementations, not one mergeable duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 25, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46310-2", + "nodes": [ + "pull_request:46310", + "pull_request:47162" + ], + "soft_pairs": [ + "pull_request:46310|pull_request:47162" + ], + "prepared_review_unit_hash": "97af501dbbba744b88ce5f21fb5e98b05712f3aadc6709cb5d5eaee574646816", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4883, + "estimated_input_tokens": 1221, + "estimated_eval_tokens": 2698 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4883, + "estimated_input_tokens": 1221, + "estimated_eval_tokens": 2698 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs fix the same MoonshineStreaming right-window off-by-one in sliding_window_mask_function; PR 47162 is the broader, more complete patch and includes tests, while also carrying a related Gemma4 fix.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47162 is the best canonical PR because it includes the MoonshineStreaming off-by-one fix, adds test coverage, and appears to be the more complete follow-up patch compared with the narrower 46310.", + "best_issue_reason": null, + "best_pr_reason": "PR 47162 is the strongest representative of this bug fix cluster: it addresses the same concrete mask boundary bug as 46310 but with broader coverage and tests.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46310", + "right": "pull_request:47162", + "accept": true, + "reason": "Same underlying off-by-one in MoonshineStreaming's right-window mask; 47162 effectively subsumes 46310 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": 26, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46574-2", + "nodes": [ + "pull_request:46574", + "pull_request:46580" + ], + "soft_pairs": [ + "pull_request:46574|pull_request:46580" + ], + "prepared_review_unit_hash": "e8da74bbc0e8a4124d74bd7bcc84569994f26f85b88d60ef1f49570ed07d157c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4410, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4410, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated open PRs: one fixes CodeLlama decode stripping leading spaces, the other fixes DeepSeek-Coder/DeepSeek-LLM loading via the wrong tokenizer class. They do not appear to be duplicates or mergeable into one PR.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR #46574 is the cleaner representative of a single concrete bug fix: it addresses a specific CodeLlama decode regression with a focused tokenizer change and targeted test coverage.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46574", + "right": "pull_request:46580", + "accept": false, + "reason": "Different failures and code paths: CodeLlama decode-space stripping vs. DeepSeek auto-tokenizer class selection. They are not the same underlying bug 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": 27, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46696-2", + "nodes": [ + "pull_request:46696", + "pull_request:47215" + ], + "soft_pairs": [ + "pull_request:46696|pull_request:47215" + ], + "prepared_review_unit_hash": "3b8608b6246ce1802f7d0d8d9be4d4ca03312a36a14c3cd9ca9ba1abe40fb978", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4579, + "estimated_input_tokens": 1145, + "estimated_eval_tokens": 2546 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4579, + "estimated_input_tokens": 1145, + "estimated_eval_tokens": 2546 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are related to the same flash-attention long-context performance issue, but they do not look like the same concrete fix: one targets the tracing/eager branch in `_process_flash_attention_kwargs`, while the other broadens the regression work across `_unpad_input` plus tests/benchmarks and other files.", + "confidence": 0.71, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #47215 is the broader, later fix for issue #46693 and appears to subsume the performance-regression work with additional coverage and related code-path changes.", + "best_issue_reason": null, + "best_pr_reason": "PR #47215 is the best representative because it addresses the issue more comprehensively, touches the main flash-attention utility path, and includes validation/test scaffolding beyond the narrow regression patch in #46696.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46696", + "right": "pull_request:47215", + "accept": false, + "reason": "Same general subsystem and issue target, but not the same concrete change: #46696 fixes an inverted `is_tracing` condition in `_process_flash_attention_kwargs`, while #47215 changes `_unpad_input` and other files to address a broader perf regression. They could be related follow-ups, but 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": 28, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46773-2", + "nodes": [ + "pull_request:46773", + "pull_request:47087" + ], + "soft_pairs": [ + "pull_request:46773|pull_request:47087" + ], + "prepared_review_unit_hash": "91be9ac0725df515d57dbd6f34e046e9a515abad8b1f6ed2d7b213035efbb8a7", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5559, + "estimated_input_tokens": 1390, + "estimated_eval_tokens": 3036 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5559, + "estimated_input_tokens": 1390, + "estimated_eval_tokens": 3036 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address padding-mask handling in attention code, but they fix different bugs in different paths: #46773 targets linear-attention models skipping padding masks for batch size 1, while #47087 fixes recurrent-layer masking being skipped on continued forwards/chunked prefill and cache continuation. They are related, but not the same change and should not be merged as duplicates.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "#47087 is the better canonical PR for this cluster because it has the clearer, broader fix in shared masking utilities, an explicit issue link, and a more general continued-forward/cache-continuation scope. #46773 is a separate model-specific batch-size-1 bug fix.", + "best_issue_reason": null, + "best_pr_reason": "#47087 is the strongest representative PR: it centralizes the masking logic change, has explicit issue linkage, and addresses a concrete recurrent-state code path with broader applicability than the model-specific fix in #46773.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46773", + "right": "pull_request:47087", + "accept": false, + "reason": "Different underlying bugs and execution paths: #46773 fixes batch-size-1 padding-mask application in linear-attention models, while #47087 fixes mask skipping on continued forwards/chunked prefill and cache continuation in recurrent masking. Similar theme, not the same patch." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 29, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-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": "ffae42dc1201287d1674f10a23e851b0499222479c863c0c91388b4416527689", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 6434, + "estimated_input_tokens": 1609, + "estimated_eval_tokens": 3474 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 6434, + "estimated_input_tokens": 1609, + "estimated_eval_tokens": 3474 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three items are distinct pull requests touching unrelated code paths: AnyToAnyPipeline key normalization, Gemma4 audio placeholder validation, and candidate decoding length capping. No duplicate/merge candidate relationship is supported by the diffs or titles.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR for deduplication: the PRs address different subsystems and different bugs, so there is no single underlying change to anchor the cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR 47074 is the best standalone representative only because it has the broadest user-facing scope and the most discussion, but it is not a duplicate of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47074", + "right": "pull_request:47076", + "accept": false, + "reason": "Different components and bugs: pipeline input key normalization vs Gemma4 processor placeholder validation. The code changes do not target the same failure mode." + }, + { + "left": "pull_request:47074", + "right": "pull_request:47195", + "accept": false, + "reason": "Unrelated functionality: multimodal pipeline input schema vs generation candidate length budgeting. No shared 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": 30, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-47105-2", + "nodes": [ + "pull_request:47105", + "pull_request:47129" + ], + "soft_pairs": [ + "pull_request:47105|pull_request:47129" + ], + "prepared_review_unit_hash": "cab2a3ab99154c1ab2c904ee852ba97ea724ce7bc52d8853cf7b2a23e29f5868", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4182, + "estimated_input_tokens": 1046, + "estimated_eval_tokens": 2348 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4182, + "estimated_input_tokens": 1046, + "estimated_eval_tokens": 2348 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are unrelated: one re-enables a VITS model forward test, while the other fixes an RT-DETR v2 weight converter mapping. They do not target the same bug or change set.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR #47129 is the stronger standalone fix because it addresses a concrete converter key-mapping problem in code, whereas PR #47105 is primarily a test re-enable with no shared code-path overlap.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47105", + "right": "pull_request:47129", + "accept": false, + "reason": "Different models, different files, and different problems: VITS test expectations vs RT-DETR v2 converter key mapping. They are not the same underlying change and could 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": 31, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-47122-10", + "nodes": [ + "pull_request:47122", + "pull_request:47123", + "pull_request:47124", + "pull_request:47150", + "pull_request:47224", + "pull_request:47266", + "pull_request:47280", + "pull_request:47281", + "pull_request:47282", + "pull_request:47310" + ], + "soft_pairs": [ + "pull_request:47122|pull_request:47281", + "pull_request:47122|pull_request:47123", + "pull_request:47122|pull_request:47280", + "pull_request:47122|pull_request:47224", + "pull_request:47122|pull_request:47310", + "pull_request:47123|pull_request:47280", + "pull_request:47123|pull_request:47266", + "pull_request:47123|pull_request:47281", + "pull_request:47123|pull_request:47124", + "pull_request:47124|pull_request:47310", + "pull_request:47124|pull_request:47150", + "pull_request:47124|pull_request:47282", + "pull_request:47124|pull_request:47281", + "pull_request:47150|pull_request:47310", + "pull_request:47150|pull_request:47280", + "pull_request:47150|pull_request:47282", + "pull_request:47150|pull_request:47281", + "pull_request:47150|pull_request:47224", + "pull_request:47266|pull_request:47280", + "pull_request:47266|pull_request:47281", + "pull_request:47124|pull_request:47266", + "pull_request:47266|pull_request:47310", + "pull_request:47280|pull_request:47281", + "pull_request:47280|pull_request:47310", + "pull_request:47281|pull_request:47282", + "pull_request:47282|pull_request:47310", + "pull_request:47280|pull_request:47282" + ], + "prepared_review_unit_hash": "38ce6ad34722ed9a34b096de205121c4cc6c3002ddb807b60c49eb141499c546", + "component_budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 27, + "serialized_chars": 29378, + "estimated_input_tokens": 7345, + "estimated_eval_tokens": 14946 + }, + "budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 27, + "serialized_chars": 29378, + "estimated_input_tokens": 7345, + "estimated_eval_tokens": 14946 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: several PRs are model-specific integration-test fixes for different bugs, with only a couple of direct code-path overlaps (notably the Minimax-M3-VL offload-folder workaround, and two fixes already subsumed by the broader umbrella PR 47224).", + "confidence": 0.79, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47224 is the broad umbrella fix in the set: it explicitly resolves the serge integration-test failures and contains multiple concrete code-path fixes across affected files, making it the most representative PR in this cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR 47224 is the best representative PR because it is the broadest, explicitly scoped umbrella change and subsumes some of the same concrete fixes seen in smaller PRs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47122", + "right": "pull_request:47281", + "accept": false, + "reason": "Different models and unrelated bugs: edgetam backbone kwarg handling vs glm46v model changes." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47123", + "accept": false, + "reason": "Different failure modes and code paths: edgetam import_or_config kwarg issue vs MiniMax-M3-VL load_error/offload handling." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47280", + "accept": false, + "reason": "Different model/test bug; 47280 is another MiniMax-M3-VL load_error fix, not the edgetam kwarg issue." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47224", + "accept": true, + "reason": "Same concrete edgetam bug: both remove/pass-through original_sizes before calling the backbone, and 47224 includes that same fix in a broader PR." + }, + { + "left": "pull_request:47122", + "right": "pull_request:47310", + "accept": false, + "reason": "Different code paths and models: edgetam backbone kwargs vs gemma3 generation cache_implementation behavior." + }, + { + "left": "pull_request:47123", + "right": "pull_request:47280", + "accept": true, + "reason": "Same MiniMax-M3-VL load_error workaround in the same test file; both add an offload folder so from_pretrained can load successfully." + }, + { + "left": "pull_request:47123", + "right": "pull_request:47266", + "accept": false, + "reason": "Both are load_error fixes, but for different models and likely different underlying causes." + }, + { + "left": "pull_request:47123", + "right": "pull_request:47281", + "accept": false, + "reason": "Different model and change: MiniMax-M3-VL loading workaround vs glm46v module refactor/fix." + }, + { + "left": "pull_request:47123", + "right": "pull_request:47124", + "accept": false, + "reason": "Different model/test failure: MiniMax-M3-VL load_error vs Falcon-Mamba output mismatch." + }, + { + "left": "pull_request:47124", + "right": "pull_request:47310", + "accept": false, + "reason": "Different models and bugs: Falcon-Mamba output mismatch vs gemma3 generation cache defaults." + }, + { + "left": "pull_request:47124", + "right": "pull_request:47150", + "accept": false, + "reason": "Different concrete problems and models: Falcon-Mamba output mismatch vs Whisper max_length handling." + }, + { + "left": "pull_request:47124", + "right": "pull_request:47282", + "accept": false, + "reason": "Different model and failure mode; no shared code-path bug." + }, + { + "left": "pull_request:47124", + "right": "pull_request:47281", + "accept": false, + "reason": "Falcon-Mamba output mismatch and glm46v model changes are unrelated." + }, + { + "left": "pull_request:47150", + "right": "pull_request:47310", + "accept": false, + "reason": "Different code paths: Whisper generation length adjustment vs gemma3 cache_implementation default handling." + }, + { + "left": "pull_request:47150", + "right": "pull_request:47280", + "accept": false, + "reason": "Different models and bugs; Whisper generation fix is unrelated to MiniMax-M3-VL loading." + }, + { + "left": "pull_request:47150", + "right": "pull_request:47282", + "accept": false, + "reason": "Whisper generation bug vs Mamba2 OOM/test adjustment are unrelated." + }, + { + "left": "pull_request:47150", + "right": "pull_request:47281", + "accept": false, + "reason": "Different models and code paths." + }, + { + "left": "pull_request:47150", + "right": "pull_request:47224", + "accept": true, + "reason": "Same Whisper bug: both adjust generation max_length for the same code path, and 47224 carries that same fix inside a broader PR." + }, + { + "left": "pull_request:47266", + "right": "pull_request:47280", + "accept": false, + "reason": "Different models and different load-error causes; not the same bug." + }, + { + "left": "pull_request:47266", + "right": "pull_request:47281", + "accept": false, + "reason": "DeepSeek-V3.2 load test change vs glm46v module change are unrelated." + }, + { + "left": "pull_request:47124", + "right": "pull_request:47266", + "accept": false, + "reason": "Different models and failure modes: Falcon-Mamba output mismatch vs DeepSeek-V3.2 load_error." + }, + { + "left": "pull_request:47266", + "right": "pull_request:47310", + "accept": false, + "reason": "Different models/code paths; no shared concrete bug." + }, + { + "left": "pull_request:47280", + "right": "pull_request:47281", + "accept": false, + "reason": "Different models and fixes: MiniMax-M3-VL load_error vs glm46v refactor/change." + }, + { + "left": "pull_request:47280", + "right": "pull_request:47310", + "accept": false, + "reason": "Different model/test issues with no shared underlying code-path bug." + }, + { + "left": "pull_request:47281", + "right": "pull_request:47282", + "accept": false, + "reason": "Unrelated changes in different models." + }, + { + "left": "pull_request:47282", + "right": "pull_request:47310", + "accept": false, + "reason": "Different failure modes and code paths: Mamba2 OOM/test tuning vs gemma3 cache default fix." + }, + { + "left": "pull_request:47280", + "right": "pull_request:47282", + "accept": false, + "reason": "Different models and different bugs; not mergeable as one duplicate fix." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet: it correctly treats the cluster as mostly heterogeneous, and the only accepted overlaps are supported by shared filenames and matching bugfix intent (edgetam original_sizes handling, whisper max_length handling, and the MiniMax-M3-VL offload-folder workaround). The umbrella PR 47224 is also a reasonable representative because it explicitly includes the edgetam and whisper fixes. No pair acceptance looks overstated." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 32, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-47140-2", + "nodes": [ + "pull_request:47140", + "pull_request:47303" + ], + "soft_pairs": [ + "pull_request:47140|pull_request:47303" + ], + "prepared_review_unit_hash": "6cea8079f7e5544555757c2e2fc95d016a567177fad9f5908aea82d9234e4cc0", + "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 address chat CLI management endpoints hitting the wrong base, but they do so with different scopes: one mutates the interface base URL globally, the other reroutes specific management calls to the service root. They are related, but not a clear duplicate pair.", + "confidence": 0.79, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 47303 is the better canonical PR: it targets the management call path directly and avoids globally rewriting the chat base URL, which is safer for non-management requests.", + "best_issue_reason": null, + "best_pr_reason": "PR 47303 is the best standalone fix because it keeps inference routing separate from management routing and appears to address the concrete bug with less risk of side effects.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47140", + "right": "pull_request:47303", + "accept": false, + "reason": "Related but not the same concrete change: 47140 normalizes the class base URL up front, while 47303 only redirects management requests to the service root. They could coexist, but they are not clearly the same fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 33, + "component_count": 33, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-47261-2", + "nodes": [ + "pull_request:47261", + "pull_request:47262" + ], + "soft_pairs": [ + "pull_request:47261|pull_request:47262" + ], + "prepared_review_unit_hash": "c961a004022998b7e5afc1e23a0359fccff0f1a04b377ff82862863811700d12", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4418, + "estimated_input_tokens": 1105, + "estimated_eval_tokens": 2466 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4418, + "estimated_input_tokens": 1105, + "estimated_eval_tokens": 2466 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two pull requests are unrelated: one fixes gradient inflation in Trainer label smoothing during gradient accumulation, while the other adds/validates `min_tokens_to_keep` support in `TopHLogitsWarper`. They should not be clustered as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #47261 is the better canonical PR because it has a clear, concrete bug fix, an explicit issue target (#46731), and a narrowly defined code-path change in training loss computation.", + "best_issue_reason": null, + "best_pr_reason": "PR #47261 is the strongest representative of the cluster only in the sense that it is more clearly bug-driven and issue-linked; PR #47262 is a separate generation-feature change and not a duplicate of it.", + "soft_edge_verdicts": [ + { + "left": "pull_request:47261", + "right": "pull_request:47262", + "accept": false, + "reason": "Different subsystems and different problems: Trainer label-smoothing gradient scaling vs. logits warper argument validation/behavior. They do not appear to fix 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 + } + ] +} diff --git a/snapshots/20260716T060036Z/analysis-runs/hybrid-model-20260716t060036z/manifest.json b/snapshots/20260716T060036Z/analysis-runs/hybrid-model-20260716t060036z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..d3f92ca967e3ef58bc0ae6ec9064b6176908d9b3 --- /dev/null +++ b/snapshots/20260716T060036Z/analysis-runs/hybrid-model-20260716t060036z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260716t060036z", + "artifacts": { + "hybrid": "snapshots/20260716T060036Z/analysis-runs/hybrid-model-20260716t060036z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260716T060036Z/analysis-runs/hybrid-model-20260716t060036z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-07-16T06:14:08Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260716T060036Z", + "variant": "hybrid" +} diff --git a/snapshots/20260716T060036Z/manifest.json b/snapshots/20260716T060036Z/manifest.json index 9b018b2cbcd5a8fee787bdac0732f92826735843..bd6dfe8425c4f40b8093f5b52f25c5944ca73db8 100644 --- a/snapshots/20260716T060036Z/manifest.json +++ b/snapshots/20260716T060036Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 603 }, "extracted_at": "2026-07-16T06:00:36Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260716t060036z", + "runs": { + "hybrid-model-20260716t060036z": { + "analysis_id": "hybrid-model-20260716t060036z", + "artifacts": { + "hybrid": "snapshots/20260716T060036Z/analysis-runs/hybrid-model-20260716t060036z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260716T060036Z/analysis-runs/hybrid-model-20260716t060036z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260716T060036Z/analysis-runs/hybrid-model-20260716t060036z/manifest.json", + "model": null, + "published_at": "2026-07-16T06:14:08Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260716T060036Z", "watermark": {