diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index ed3c46fafba9ce4af52f9684d195954536248805..ed47e37af2294e04a875851f7aaa729d712dd251 100644 --- a/analysis/current/analysis-report-hybrid.json +++ b/analysis/current/analysis-report-hybrid.json @@ -1,8 +1,8 @@ { "schema_version": "1.0", "repo": "huggingface/transformers", - "snapshot_id": "20260630T120021Z", - "generated_at": "2026-06-30T12:07:01Z", + "snapshot_id": "20260630T180022Z", + "generated_at": "2026-06-30T18:13:29Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ @@ -1049,6 +1049,294 @@ } ] }, + { + "cluster_id": "cluster-43451-4", + "summary": "Cluster of 4 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 43451, + "issue_numbers": [], + "pr_numbers": [ + 43451, + 46658, + 46707, + 46836 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 43451, + "right_pr_number": 46658, + "code_similarity": 0.243, + "size_similarity": 0.955, + "file_overlap": 0.027, + "area_overlap": 0.0, + "patch_similarity": 0.293, + "shared_filenames": [ + "src/transformers/models/auto/auto_mappings.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/auto/auto_mappings.py", + "left_ranges": [ + [ + 385, + 392 + ], + [ + 813, + 819 + ], + [ + 933, + 939 + ], + [ + 1054, + 1060 + ], + [ + 1186, + 1192 + ] + ], + "right_ranges": [ + [ + 362, + 368 + ], + [ + 591, + 597 + ], + [ + 796, + 802 + ] + ] + } + ] + }, + { + "left_pr_number": 43451, + "right_pr_number": 46707, + "code_similarity": 0.026, + "size_similarity": 0.071, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.076, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43451, + "right_pr_number": 46836, + "code_similarity": 0.238, + "size_similarity": 0.715, + "file_overlap": 0.152, + "area_overlap": 0.0, + "patch_similarity": 0.33, + "shared_filenames": [ + "docs/source/en/_toctree.yml", + "src/transformers/conversion_mapping.py", + "src/transformers/models/__init__.py", + "src/transformers/models/auto/auto_mappings.py", + "src/transformers/models/auto/modeling_auto.py" + ], + "shared_file_areas": [ + { + "filename": "docs/source/en/_toctree.yml", + "left_ranges": [ + [ + 1361, + 1368 + ] + ], + "right_ranges": [ + [ + 885, + 892 + ] + ] + }, + { + "filename": "src/transformers/conversion_mapping.py", + "left_ranges": [ + [ + 627, + 659 + ] + ], + "right_ranges": [ + [ + 1380, + 1446 + ] + ] + }, + { + "filename": "src/transformers/models/__init__.py", + "left_ranges": [ + [ + 288, + 294 + ] + ], + "right_ranges": [ + [ + 450, + 456 + ] + ] + }, + { + "filename": "src/transformers/models/auto/auto_mappings.py", + "left_ranges": [ + [ + 385, + 392 + ], + [ + 813, + 819 + ], + [ + 933, + 939 + ], + [ + 1054, + 1060 + ], + [ + 1186, + 1192 + ] + ], + "right_ranges": [ + [ + 623, + 633 + ], + [ + 898, + 907 + ], + [ + 1102, + 1108 + ], + [ + 1228, + 1234 + ] + ] + }, + { + "filename": "src/transformers/models/auto/modeling_auto.py", + "left_ranges": [ + [ + 325, + 332 + ], + [ + 1081, + 1087 + ], + [ + 1900, + 1906 + ] + ], + "right_ranges": [ + [ + 495, + 501 + ], + [ + 1097, + 1103 + ] + ] + } + ] + }, + { + "left_pr_number": 46658, + "right_pr_number": 46707, + "code_similarity": 0.027, + "size_similarity": 0.074, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.079, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 46658, + "right_pr_number": 46836, + "code_similarity": 0.205, + "size_similarity": 0.748, + "file_overlap": 0.029, + "area_overlap": 0.0, + "patch_similarity": 0.31, + "shared_filenames": [ + "src/transformers/models/auto/auto_mappings.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/auto/auto_mappings.py", + "left_ranges": [ + [ + 362, + 368 + ], + [ + 591, + 597 + ], + [ + 796, + 802 + ] + ], + "right_ranges": [ + [ + 623, + 633 + ], + [ + 898, + 907 + ], + [ + 1102, + 1108 + ], + [ + 1228, + 1234 + ] + ] + } + ] + }, + { + "left_pr_number": 46707, + "right_pr_number": 46836, + "code_similarity": 0.031, + "size_similarity": 0.099, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.078, + "shared_filenames": [], + "shared_file_areas": [] + } + ] + }, { "cluster_id": "cluster-41211-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #41211.", @@ -1148,35 +1436,6 @@ } ] }, - { - "cluster_id": "cluster-43451-2", - "summary": "Cluster of 2 related pull requests linked by soft_similarity.", - "status": "open", - "confidence": 0.5, - "canonical_issue_number": null, - "canonical_pr_number": 43451, - "issue_numbers": [], - "pr_numbers": [ - 43451, - 46968 - ], - "evidence_types": [ - "soft_similarity" - ], - "pr_comparisons": [ - { - "left_pr_number": 43451, - "right_pr_number": 46968, - "code_similarity": 0.022, - "size_similarity": 0.047, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.083, - "shared_filenames": [], - "shared_file_areas": [] - } - ] - }, { "cluster_id": "cluster-46894-5", "summary": "Cluster of 2 issues and 3 PRs centered on issue #46894.", @@ -1186,7 +1445,7 @@ "canonical_pr_number": 46903, "issue_numbers": [ 46894, - 46897 + 46901 ], "pr_numbers": [ 46895, @@ -1392,92 +1651,6 @@ } ] }, - { - "cluster_id": "cluster-43998-4", - "summary": "Cluster of 4 related pull requests linked by soft_similarity.", - "status": "open", - "confidence": 0.5, - "canonical_issue_number": null, - "canonical_pr_number": 43998, - "issue_numbers": [], - "pr_numbers": [ - 43998, - 44001, - 44002, - 44004 - ], - "evidence_types": [ - "soft_similarity" - ], - "pr_comparisons": [ - { - "left_pr_number": 43998, - "right_pr_number": 44001, - "code_similarity": 0.161, - "size_similarity": 0.595, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.28, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 43998, - "right_pr_number": 44002, - "code_similarity": 0.249, - "size_similarity": 1.0, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.328, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 43998, - "right_pr_number": 44004, - "code_similarity": 0.12, - "size_similarity": 0.398, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.269, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 44001, - "right_pr_number": 44002, - "code_similarity": 0.175, - "size_similarity": 0.595, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.375, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 44001, - "right_pr_number": 44004, - "code_similarity": 0.087, - "size_similarity": 0.237, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.262, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 44002, - "right_pr_number": 44004, - "code_similarity": 0.125, - "size_similarity": 0.398, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.304, - "shared_filenames": [], - "shared_file_areas": [] - } - ] - }, { "cluster_id": "cluster-43240-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #43240.", @@ -1957,7 +2130,7 @@ "cluster_id": "cluster-45561-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #45561.", "status": "open", - "confidence": 0.55, + "confidence": 0.8, "canonical_issue_number": 45561, "canonical_pr_number": 45645, "issue_numbers": [ @@ -1968,7 +2141,9 @@ 45645 ], "evidence_types": [ - "closing_reference" + "closing_reference", + "shared_issue_target", + "soft_similarity" ], "pr_comparisons": [ { @@ -2042,73 +2217,6 @@ } ] }, - { - "cluster_id": "cluster-46305-3", - "summary": "Cluster of 1 issues and 2 PRs centered on issue #46305.", - "status": "open", - "confidence": 0.8, - "canonical_issue_number": 46305, - "canonical_pr_number": 46546, - "issue_numbers": [ - 46305 - ], - "pr_numbers": [ - 46310, - 46546 - ], - "evidence_types": [ - "closing_reference", - "shared_issue_target", - "soft_similarity" - ], - "pr_comparisons": [ - { - "left_pr_number": 46310, - "right_pr_number": 46546, - "code_similarity": 0.566, - "size_similarity": 0.444, - "file_overlap": 0.5, - "area_overlap": 0.867, - "patch_similarity": 0.16, - "shared_filenames": [ - "src/transformers/models/moonshine_streaming/modeling_moonshine_streaming.py", - "src/transformers/models/moonshine_streaming/modular_moonshine_streaming.py" - ], - "shared_file_areas": [ - { - "filename": "src/transformers/models/moonshine_streaming/modeling_moonshine_streaming.py", - "left_ranges": [ - [ - 356, - 362 - ] - ], - "right_ranges": [ - [ - 355, - 361 - ] - ] - }, - { - "filename": "src/transformers/models/moonshine_streaming/modular_moonshine_streaming.py", - "left_ranges": [ - [ - 269, - 275 - ] - ], - "right_ranges": [ - [ - 269, - 275 - ] - ] - } - ] - } - ] - }, { "cluster_id": "cluster-45081-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #45081.", @@ -2227,154 +2335,171 @@ ] }, { - "cluster_id": "cluster-46949-3", - "summary": "Cluster of 3 related pull requests linked by soft_similarity.", + "cluster_id": "cluster-46891-2", + "summary": "Cluster of 2 related pull requests linked by soft_similarity.", "status": "open", "confidence": 0.5, "canonical_issue_number": null, - "canonical_pr_number": 46949, + "canonical_pr_number": 46957, "issue_numbers": [], "pr_numbers": [ - 46949, - 46950, - 46971 + 46891, + 46957 ], "evidence_types": [ "soft_similarity" ], "pr_comparisons": [ { - "left_pr_number": 46949, - "right_pr_number": 46950, - "code_similarity": 0.152, - "size_similarity": 0.759, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.0, - "shared_filenames": [], - "shared_file_areas": [] - }, - { - "left_pr_number": 46949, - "right_pr_number": 46971, - "code_similarity": 0.206, - "size_similarity": 1.0, + "left_pr_number": 46891, + "right_pr_number": 46957, + "code_similarity": 0.049, + "size_similarity": 0.231, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.038, + "patch_similarity": 0.019, "shared_filenames": [], "shared_file_areas": [] - }, - { - "left_pr_number": 46950, - "right_pr_number": 46971, - "code_similarity": 0.393, - "size_similarity": 0.759, - "file_overlap": 0.5, - "area_overlap": 0.182, - "patch_similarity": 0.184, - "shared_filenames": [ - "tests/models/mamba2/test_modeling_mamba2.py" - ], - "shared_file_areas": [ - { - "filename": "tests/models/mamba2/test_modeling_mamba2.py", - "left_ranges": [ - [ - 418, - 424 - ], - [ - 446, - 451 - ], - [ - 475, - 480 - ], - [ - 498, - 504 - ] - ], - "right_ranges": [ - [ - 418, - 424 - ], - [ - 450, - 456 - ], - [ - 480, - 497 - ], - [ - 508, - 514 - ] - ] - } - ] } ] }, { - "cluster_id": "cluster-46707-2", + "cluster_id": "cluster-46907-2", "summary": "Cluster of 2 related pull requests linked by soft_similarity.", "status": "open", "confidence": 0.5, "canonical_issue_number": null, - "canonical_pr_number": 46836, + "canonical_pr_number": 46907, "issue_numbers": [], "pr_numbers": [ - 46707, - 46836 + 46907, + 46908 ], "evidence_types": [ "soft_similarity" ], "pr_comparisons": [ { - "left_pr_number": 46707, - "right_pr_number": 46836, - "code_similarity": 0.031, - "size_similarity": 0.099, + "left_pr_number": 46907, + "right_pr_number": 46908, + "code_similarity": 0.094, + "size_similarity": 0.469, "file_overlap": 0.0, "area_overlap": 0.0, - "patch_similarity": 0.078, + "patch_similarity": 0.0, "shared_filenames": [], "shared_file_areas": [] } ] }, { - "cluster_id": "cluster-46957-2", + "cluster_id": "cluster-46831-2", "summary": "Cluster of 2 related pull requests linked by soft_similarity.", "status": "open", "confidence": 0.5, "canonical_issue_number": null, - "canonical_pr_number": 46957, + "canonical_pr_number": 46831, "issue_numbers": [], "pr_numbers": [ - 46957, - 46977 + 46831, + 46978 ], "evidence_types": [ "soft_similarity" ], "pr_comparisons": [ { - "left_pr_number": 46957, - "right_pr_number": 46977, - "code_similarity": 0.058, - "size_similarity": 0.269, - "file_overlap": 0.0, + "left_pr_number": 46831, + "right_pr_number": 46978, + "code_similarity": 0.113, + "size_similarity": 0.229, + "file_overlap": 0.182, "area_overlap": 0.0, - "patch_similarity": 0.029, - "shared_filenames": [], - "shared_file_areas": [] + "patch_similarity": 0.083, + "shared_filenames": [ + "src/transformers/models/qwen3_5/modeling_qwen3_5.py", + "src/transformers/models/qwen3_5_moe/modeling_qwen3_5_moe.py", + "src/transformers/models/qwen3_next/modeling_qwen3_next.py", + "src/transformers/models/qwen3_next/modular_qwen3_next.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/qwen3_5/modeling_qwen3_5.py", + "left_ranges": [ + [ + 466, + 474 + ] + ], + "right_ranges": [ + [ + 33, + 39 + ], + [ + 435, + 441 + ] + ] + }, + { + "filename": "src/transformers/models/qwen3_5_moe/modeling_qwen3_5_moe.py", + "left_ranges": [ + [ + 463, + 471 + ] + ], + "right_ranges": [ + [ + 33, + 39 + ], + [ + 432, + 438 + ] + ] + }, + { + "filename": "src/transformers/models/qwen3_next/modeling_qwen3_next.py", + "left_ranges": [ + [ + 620, + 628 + ] + ], + "right_ranges": [ + [ + 30, + 36 + ], + [ + 590, + 596 + ] + ] + }, + { + "filename": "src/transformers/models/qwen3_next/modular_qwen3_next.py", + "left_ranges": [ + [ + 461, + 469 + ] + ], + "right_ranges": [ + [ + 23, + 29 + ], + [ + 431, + 437 + ] + ] + } + ] } ] }, @@ -2652,35 +2777,6 @@ ] } ] - }, - { - "cluster_id": "cluster-46891-2", - "summary": "Cluster of 2 related pull requests linked by soft_similarity.", - "status": "closed", - "confidence": 0.5, - "canonical_issue_number": null, - "canonical_pr_number": 46891, - "issue_numbers": [], - "pr_numbers": [ - 46891, - 46961 - ], - "evidence_types": [ - "soft_similarity" - ], - "pr_comparisons": [ - { - "left_pr_number": 46891, - "right_pr_number": 46961, - "code_similarity": 0.202, - "size_similarity": 0.935, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.102, - "shared_filenames": [], - "shared_file_areas": [] - } - ] } ], "duplicate_issues": [ @@ -2688,7 +2784,7 @@ "cluster_id": "cluster-46894-5", "canonical_issue_number": 46894, "duplicate_issue_numbers": [ - 46897 + 46901 ], "reason": "Issues in cluster-46894-5 are treated as duplicates because they share closing_reference, shared_issue_target, soft_similarity evidence." } @@ -2713,13 +2809,15 @@ "reason": "PRs in cluster-43240-3 are treated as duplicates because they converge on issue #43240 with closing_reference, shared_issue_target evidence." }, { - "cluster_id": "cluster-43451-2", + "cluster_id": "cluster-43451-4", "canonical_pr_number": 43451, "duplicate_pr_numbers": [ - 46968 + 46658, + 46707, + 46836 ], "target_issue_number": null, - "reason": "PRs in cluster-43451-2 are treated as duplicates because they share soft_similarity evidence." + "reason": "PRs in cluster-43451-4 are treated as duplicates because they share soft_similarity evidence." }, { "cluster_id": "cluster-43698-3", @@ -2747,17 +2845,6 @@ "target_issue_number": 43979, "reason": "PRs in cluster-43979-11 are treated as duplicates because they converge on issue #43979 with closing_reference, shared_issue_target, soft_similarity evidence." }, - { - "cluster_id": "cluster-43998-4", - "canonical_pr_number": 43998, - "duplicate_pr_numbers": [ - 44001, - 44002, - 44004 - ], - "target_issue_number": null, - "reason": "PRs in cluster-43998-4 are treated as duplicates because they share soft_similarity evidence." - }, { "cluster_id": "cluster-44018-2", "canonical_pr_number": 44068, @@ -2783,7 +2870,7 @@ 45639 ], "target_issue_number": 45561, - "reason": "PRs in cluster-45561-3 are treated as duplicates because they converge on issue #45561 with closing_reference evidence." + "reason": "PRs in cluster-45561-3 are treated as duplicates because they converge on issue #45561 with closing_reference, shared_issue_target, soft_similarity evidence." }, { "cluster_id": "cluster-45647-3", @@ -2804,22 +2891,13 @@ "reason": "PRs in cluster-46159-3 are treated as duplicates because they converge on issue #46159 with closing_reference evidence." }, { - "cluster_id": "cluster-46305-3", - "canonical_pr_number": 46546, - "duplicate_pr_numbers": [ - 46310 - ], - "target_issue_number": 46305, - "reason": "PRs in cluster-46305-3 are treated as duplicates because they converge on issue #46305 with closing_reference, shared_issue_target, soft_similarity evidence." - }, - { - "cluster_id": "cluster-46707-2", - "canonical_pr_number": 46836, + "cluster_id": "cluster-46831-2", + "canonical_pr_number": 46831, "duplicate_pr_numbers": [ - 46707 + 46978 ], "target_issue_number": null, - "reason": "PRs in cluster-46707-2 are treated as duplicates because they share soft_similarity evidence." + "reason": "PRs in cluster-46831-2 are treated as duplicates because they share soft_similarity evidence." }, { "cluster_id": "cluster-46869-3", @@ -2832,9 +2910,9 @@ }, { "cluster_id": "cluster-46891-2", - "canonical_pr_number": 46891, + "canonical_pr_number": 46957, "duplicate_pr_numbers": [ - 46961 + 46891 ], "target_issue_number": null, "reason": "PRs in cluster-46891-2 are treated as duplicates because they share soft_similarity evidence." @@ -2850,23 +2928,13 @@ "reason": "PRs in cluster-46894-5 are treated as duplicates because they converge on issue #46894 with closing_reference, shared_issue_target, soft_similarity evidence." }, { - "cluster_id": "cluster-46949-3", - "canonical_pr_number": 46949, - "duplicate_pr_numbers": [ - 46950, - 46971 - ], - "target_issue_number": null, - "reason": "PRs in cluster-46949-3 are treated as duplicates because they share soft_similarity evidence." - }, - { - "cluster_id": "cluster-46957-2", - "canonical_pr_number": 46957, + "cluster_id": "cluster-46907-2", + "canonical_pr_number": 46907, "duplicate_pr_numbers": [ - 46977 + 46908 ], "target_issue_number": null, - "reason": "PRs in cluster-46957-2 are treated as duplicates because they share soft_similarity evidence." + "reason": "PRs in cluster-46907-2 are treated as duplicates because they share soft_similarity evidence." } ], "best_issue": { diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index 21574cd30345a1324234fb7653df483f48210fc7..3a4203c3646898e1ba6d1b99c10227d9568f28dc 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": "20260630T120021Z", - "generated_at": "2026-06-30T12:07:01Z", + "snapshot_id": "20260630T180022Z", + "generated_at": "2026-06-30T18:13:29Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -16,7 +16,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-502", + "cluster_id": "cluster-10000-503", "nodes": [ "issue:24643", "issue:30277", @@ -132,406 +132,346 @@ "issue:45237|issue:46015", "issue:43039|issue:44805" ], - "prepared_review_unit_hash": "d677e9be56fc5f5b83e5a61c9402286762636461554b3ba306300518d9bf5dbe", + "prepared_review_unit_hash": "6fa7ecf9e5a6fe7432e849868ff525817a0a1d9d46b53e29b3f6a669e47838cb", "component_budget": { - "node_count": 502, - "item_count": 502, - "soft_pair_count": 1845, - "serialized_chars": 957282, - "estimated_input_tokens": 239321, - "estimated_eval_tokens": 478898 + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1849, + "serialized_chars": 959374, + "estimated_input_tokens": 239844, + "estimated_eval_tokens": 479944 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 63, - "serialized_chars": 46568, - "estimated_input_tokens": 11642, - "estimated_eval_tokens": 23540 + "serialized_chars": 46574, + "estimated_input_tokens": 11644, + "estimated_eval_tokens": 23544 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous, but there is a clear duplicate-like subcluster around DeepSpeed ZeRO-3 loading/index-out-of-bounds failures. A smaller possible duplicate pair exists for Qwen3.5 MoE rotary embedding/offload behavior. Most other soft links are false positives across different models, backends, or doc cleanups.", - "confidence": 0.78, - "canonical_issue_reason": "issue:43638 is the best anchor for the ZeRO-3 index-out-of-bounds group: it states the failure clearly, is broad enough to cover the closest duplicate reports, and sits between the BertModel and Gemma3 ZeRO-3 variants.", + "summary": "The set is mostly heterogeneous. I only found three true duplicate pairs: the Bert/DeepSpeed ZeRO-3 index-0 error, the Qwen3_5Moe rotary-embedding materialization/offload bug, and the torch/transformers version incompatibility. The remaining soft pairs look related only at a broad subsystem level, not the same concrete bug.", + "confidence": 0.87, + "canonical_issue_reason": "Issue 45800 is a strong canonical representative: it states the exact torch/transformers incompatibility clearly, and 46515 is the same complaint at a broader wording level.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43638 is the strongest representative of the only clearly duplicate-looking subcluster in this set (ZeRO-3 loading/index errors), while the rest of the cluster is too mixed to serve as a single canonical issue.", + "best_issue_reason": "Issue 45800 is the best standalone issue here because it is explicit, version-specific, and directly matches its duplicate report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Different Qwen3.5 failures: missing config attribute vs streaming chat/completions error." + "reason": "Different Qwen3.5 failures: config/attribute mismatch vs streaming chat API failure." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Unrelated backends and bugs: AMD GPU failure vs MPS histogram Int support." + "reason": "Different backend problems: AMD GPU device-map failure vs MPS histogram Int error." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Different models and failure modes: dtype mismatch in Mistral-3 vs AMD GPU issue in GPT-OSS." + "reason": "Different model/runtime bugs: image 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 not the same bug as GPT-OSS on AMD GPUs." + "reason": "Both are dtype/runtime issues, but they are different models and code paths." }, { "left": "issue:45237", "right": "issue:46468", "accept": false, - "reason": "Different model families and symptoms; only both are runtime failures." + "reason": "Different problems: GPT-OSS AMD GPU failure vs broken Nemotron example." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "Separate issues: AMD GPU incompatibility vs GraniteMoEHybrid invalid method call." + "reason": "Different model-specific failures with no clear shared root cause." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "DeepSpeed collective mismatch and ModernBERT ONNX export are unrelated." + "reason": "DeepSpeed collective mismatch is unrelated to ModernBERT ONNX export." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "Different model/export bug vs Qwen3Moe FP8 failure." + "reason": "ONNX export error vs Qwen3Moe FP8 failure are not the same bug." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "ONNX export issue and Qwen3 auto device-map cuda assert are not the same bug." + "reason": "Export-time error and CUDA assert during device mapping are different code paths." }, { "left": "issue:45901", "right": "issue:46015", "accept": false, - "reason": "Table QA crash and RAG docs cleanup are unrelated." + "reason": "Table QA crash is unrelated to outdated RAG docs." }, { "left": "issue:44509", "right": "issue:44512", "accept": false, - "reason": "Both are v5 docs cleanups, but they target different obsolete references and are not the same change." + "reason": "Both are docs issues, but they target different removed v5 features." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "Different breakage: ONNX export vs GenerationMixin import regression." + "reason": "ModernBERT ONNX export and GenerationMixin import breakage are unrelated." }, { "left": "issue:44918", "right": "issue:46165", "accept": false, - "reason": "TRL input-embedding unpacking and resume-with-remote-code are distinct training issues." + "reason": "TRL embedding unpacking failure is different from resume/trust_remote_code handling." }, { "left": "issue:46165", "right": "issue:46869", "accept": false, - "reason": "Remote-code resume issue and YOLO multi-GPU device-map failure are unrelated." + "reason": "Training resume issue is unrelated to YOLO multi-GPU device-map failure." }, { "left": "issue:44805", "right": "issue:45823", "accept": false, - "reason": "Mask-shape IndexError and Gemma4 PLE device mismatch are different errors." + "reason": "Mask/tensor shape mismatch is not the same as Gemma4 PLE device mismatch." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "ZeRO-3 empty-index loading bug vs tensor mask-shape mismatch are unrelated." + "reason": "Different failures: ZeRO-3 Bert index error vs mask/tensor shape mismatch." }, { "left": "issue:43638", "right": "issue:46165", "accept": false, - "reason": "DeepSpeed ZeRO-3 loading failure is unrelated to remote-code resume behavior." + "reason": "BERT ZeRO-3 index error and training-resume bug are unrelated." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "Both are IndexErrors, but the failure paths are different." + "reason": "Same broad area of tensor errors, but not the same bug." }, { "left": "issue:44805", "right": "issue:46294", "accept": false, - "reason": "Mask/tensor shape mismatch is not the same as video-token/template mismatch." + "reason": "Mask shape mismatch and Qwen3.5 video token mismatch are different issues." }, { "left": "issue:44805", "right": "issue:45161", "accept": false, - "reason": "Different subsystems: masking error vs GPT-OSS MoE tensor-parallel failure." + "reason": "Tensor mask shape error is unrelated to GPT-OSS TP-only failure." }, { "left": "issue:46165", "right": "issue:46468", "accept": false, - "reason": "Distinct problems: trust-remote-code resume vs Nemotron example breakage." + "reason": "Resume/trust_remote_code behavior is unrelated to Nemotron example breakage." }, { "left": "issue:44560", "right": "issue:46165", "accept": false, - "reason": "Video StopIteration and model-resume/remote-code issues are unrelated." + "reason": "Qwen3-vl video stopiteration is unrelated to model resume/trust_remote_code." }, { "left": "issue:34634", "right": "issue:35545", "accept": false, - "reason": "Bark voice_preset processor bug is unrelated to ONNX export." + "reason": "BarkProcessor voice preset issue is unrelated to ModernBERT export." }, { "left": "issue:30277", "right": "issue:43638", "accept": false, - "reason": "Both involve distributed training, but the collective mismatch and ZeRO-3 empty-index bug are different." + "reason": "Both involve DeepSpeed, but the concrete failures are different." }, { "left": "issue:43596", "right": "issue:43638", "accept": true, - "reason": "Same DeepSpeed ZeRO-3 index-out-of-bounds loading failure, just reproduced with slightly different Bert wording." + "reason": "Same underlying ZeRO-3/BERT index-out-of-bounds bug, just reported with slightly different model wording." }, { "left": "issue:43039", "right": "issue:45161", "accept": false, - "reason": "Liger Kernel cross_entropy call and GPT-OSS tensor-parallel failure are different code paths." + "reason": "Liger kernel cross-entropy call and GPT-OSS TP failure are different bugs." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "Wrong detokenization in v5 and LoRA merge/reload output drift are different bugs." + "reason": "Detokenization regression is unrelated to LoRA merge/save/reload mismatch." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "Qwen-3 NVFP4 runtime failure and LoRA save/reload mismatch are unrelated." + "reason": "NVFP4 runtime failure is unrelated to LoRA weight merge behavior." }, { "left": "issue:44841", "right": "issue:46661", "accept": false, - "reason": "Voxtral processor failure and remote-code config_class import error are different issues." + "reason": "Processor failure for Voxtral is different from remote-code model_class/config_class import handling." }, { "left": "issue:43716", "right": "issue:46869", "accept": false, - "reason": "Mistral-3 dtype mismatch and YOLO multi-GPU device-map failure are not the same bug." + "reason": "Different model families and different failure modes." }, { "left": "issue:34928", "right": "issue:44805", "accept": false, - "reason": "Activation-checkpointing/FSDP recompute mismatch is unrelated to the mask-shape IndexError." + "reason": "FSDP activation checkpointing mismatch is not the same as the mask shape IndexError." }, { "left": "issue:24643", "right": "issue:30277", "accept": false, - "reason": "Both are DeepSpeed-related, but the weight dimensionality error and collective mismatch are different failures." + "reason": "Both are DeepSpeed-related, but one is a weight-dimension error and the other is a collective mismatch." }, { "left": "issue:45685", "right": "issue:46869", "accept": false, - "reason": "MPS histogram Int support and YOLO device-map auto are unrelated." + "reason": "MPS histogram backend error is unrelated to YOLO multi-GPU device mapping." }, { "left": "issue:45859", "right": "issue:45902", "accept": true, - "reason": "Same Qwen3.5 MoE rotary embedding materialization/offload problem, with one report focusing on CPU offload and the other on uninitialized inv_freq." + "reason": "Same Qwen3_5Moe rotary-embedding bug: CPU offload/materialization leaves invalid or uninitialized state." }, { "left": "issue:43638", "right": "issue:45161", "accept": false, - "reason": "ZeRO-3 Bert loading bug and GPT-OSS tensor-parallel issue are unrelated." + "reason": "BERT ZeRO-3 index error is unrelated to GPT-OSS tensor-parallel behavior." }, { "left": "issue:34928", "right": "issue:36331", "accept": false, - "reason": "FSDP activation-checkpointing mismatch and CustomTrainer loss-signature regression are different bugs." + "reason": "Checkpointing/FSDP tensor recomputation issue is unrelated to CustomTrainer API breakage." }, { "left": "issue:43596", "right": "issue:45161", "accept": false, - "reason": "Different model paths: Bert ZeRO-3 loading vs GPT-OSS MoE tensor-parallel failure." + "reason": "Different bug families: BERT ZeRO-3 init failure vs GPT-OSS TP issue." }, { "left": "issue:43716", "right": "issue:45507", "accept": false, - "reason": "Different models and symptoms: dtype mismatch vs invalid method call." + "reason": "Mistral-3 dtype mismatch is unrelated to GraniteMoEHybrid invalid method call." }, { "left": "issue:45874", "right": "issue:46294", "accept": false, - "reason": "Expensive reverse embedding lookup is not the same as video chat-template token mismatch." + "reason": "Gemma4 reverse-embedding lookup is unrelated to Qwen3.5 video token/template mismatch." }, { "left": "issue:44292", "right": "issue:45237", "accept": false, - "reason": "Different models and backends; no shared underlying bug." + "reason": "NVFP4 runtime error and AMD GPU device-map failure are different issues." }, { "left": "issue:39290", "right": "issue:45081", "accept": false, - "reason": "Both are model/version compatibility issues, but Gemma3 sliding_window_pattern and Mistral tokenizer regex patch are unrelated." + "reason": "Gemma3 config attribute breakage is unrelated to the Mistral regex patch crash." }, { "left": "issue:45823", "right": "issue:45874", "accept": false, - "reason": "Device-mismatch forward bug and inputs_embeds reverse-lookup regression are different Gemma4 issues." + "reason": "Both are Gemma4 issues, but they describe different concrete failures." }, { "left": "issue:45800", "right": "issue:46515", - "accept": false, - "reason": "Both mention torch incompatibility, but they are not clearly the same version combination or failure." + "accept": true, + "reason": "Same torch/transformers incompatibility, with 46515 restating the same version breakage more generally." }, { "left": "issue:43425", "right": "issue:44292", "accept": false, - "reason": "Generic Torch 2.10 incompatibility and Qwen-3 NVFP4 runtime failure are unrelated." - }, - { - "left": "issue:34928", - "right": "issue:41720", - "accept": false, - "reason": "FSDP checkpointing mismatch and Qwen3 auto device-map cuda assert are different distributed/runtime bugs." - }, - { - "left": "issue:43828", - "right": "issue:45161", - "accept": false, - "reason": "Phi-tiny-MoE autocast dtype mismatch is unrelated to GPT-OSS tensor-parallel failure." - }, - { - "left": "issue:43541", - "right": "issue:43716", - "accept": false, - "reason": "Different model-specific runtime failures: Mixtral grouped_mm tracing vs Mistral-3 preprocessing dtype mismatch." - }, - { - "left": "issue:43828", - "right": "issue:44292", - "accept": false, - "reason": "Different models and failure mechanisms; both are inference/runtime errors only at a broad level." - }, - { - "left": "issue:43716", - "right": "issue:46468", - "accept": false, - "reason": "Mistral-3 dtype mismatch and Nemotron example breakage are unrelated." - }, - { - "left": "issue:44292", - "right": "issue:44918", - "accept": false, - "reason": "Qwen-3 NVFP4 failure and Qwen3.5 TRL embedding unpacking are different bugs." - }, - { - "left": "issue:45507", - "right": "issue:45685", - "accept": false, - "reason": "GraniteMoEHybrid invalid method and MPS histogram Int support are unrelated." - }, - { - "left": "issue:43716", - "right": "issue:44292", - "accept": false, - "reason": "Different models and error paths; no shared root cause." - }, - { - "left": "issue:43039", - "right": "issue:44918", - "accept": false, - "reason": "Liger Kernel cross_entropy issue is unrelated to TRL SFT trainer unpacking." - }, - { - "left": "issue:41762", - "right": "issue:43638", - "accept": true, - "reason": "Both describe the same DeepSpeed ZeRO-3 zero-sized/index-out-of-bounds load failure, just on different models." + "reason": "Torch 2.10 incompatibility is unrelated to Qwen-3 NVFP4 runtime failure." }, { "left": "issue:43827", "right": "issue:44512", "accept": false, - "reason": "Both are docs regressions after v5 removals, but they reference different obsolete content and likely different files." + "reason": "Both are docs cleanup items, but they cover different removed documentation topics." }, { "left": "issue:43828", "right": "issue:45685", "accept": false, - "reason": "Autocast dtype mismatch and MPS histogram Int limitation are unrelated." + "reason": "Autocast dtype mismatch and MPS histogram Int backend error are unrelated." }, { "left": "issue:43039", "right": "issue:43828", "accept": false, - "reason": "Liger Kernel cross_entropy being called and Phi-tiny-MoE autocast dtype mismatch are different issues." + "reason": "Liger kernel cross-entropy call and Phi-tiny-MoE autocast mismatch are different bugs." }, { "left": "issue:30277", "right": "issue:36331", "accept": false, - "reason": "DeepSpeed collective mismatch and compute_loss signature regression are unrelated." + "reason": "DeepSpeed collective mismatch is unrelated to CustomTrainer compute_loss keyword breakage." }, { "left": "issue:34928", "right": "issue:36010", "accept": false, - "reason": "FSDP activation-checkpointing mismatch and GenerationMixin import failure are different bugs." + "reason": "FSDP activation checkpointing issue is unrelated to GenerationMixin import failure." }, { "left": "issue:45237", "right": "issue:46015", "accept": false, - "reason": "GPT-OSS AMD GPU failure and outdated RAG examples are unrelated." + "reason": "Model/runtime failure on AMD GPUs is unrelated to outdated RAG docs." }, { "left": "issue:43039", "right": "issue:44805", "accept": false, - "reason": "Different problems: Liger Kernel cross_entropy call vs mask-shape IndexError." + "reason": "Liger kernel cross-entropy routing is unrelated to mask/tensor shape mismatch." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet: the ZeRO-3 index/out-of-bounds issues around 43596/43638/41762 are the clearest duplicate-like subcluster, and the rest of the cluster is indeed heterogeneous. The soft-edge rejections are conservative and supported by the issue titles. The Qwen3.5 rotary-embedding pair (45859/45902) is the only mildly debatable accept, but the shared class and failure area keep it within a reasonable duplicate judgment." + "feedback": "The summary is grounded in the packet and the soft-edge calls are conservative overall. The three accepted duplicate pairs are all strongly supported by the titles, while the rejected pairs are mostly limited to clear symptom/model mismatches or broad subsystem similarity only." }, "evaluator_used": true, "retried": false, @@ -547,10 +487,10 @@ "review_unit_count": 60, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-502", + "cluster_id": "cluster-10000-503", "nodes": [ "issue:36010", "issue:39290", @@ -602,8 +542,8 @@ "issue:46869" ], "soft_pairs": [ - "issue:45800|issue:46304", "issue:43866|issue:46402", + "issue:45800|issue:46304", "issue:43296|issue:46304", "issue:41762|issue:43596", "issue:39290|issue:41720", @@ -628,8 +568,8 @@ "issue:43425|issue:45070", "issue:43975|issue:45901", "issue:45362|issue:45464", - "issue:43596|issue:45800", "issue:43792|issue:45070", + "issue:43596|issue:45800", "issue:43541|issue:46869", "issue:44292|issue:45901", "issue:39290|issue:45823", @@ -645,20 +585,20 @@ "issue:43572|issue:45070", "issue:45800|issue:45823" ], - "prepared_review_unit_hash": "ef89a4b15edf0d7f0c408dff8be5d6fa8b2b79309f62c9cb3da633b1608e737b", + "prepared_review_unit_hash": "a5936b0a51c757a963304af2adfdb1bf682c031cdaebfd234fc23e2476b45537", "component_budget": { - "node_count": 502, - "item_count": 502, - "soft_pair_count": 1845, - "serialized_chars": 957282, - "estimated_input_tokens": 239321, - "estimated_eval_tokens": 478898 + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1849, + "serialized_chars": 959374, + "estimated_input_tokens": 239844, + "estimated_eval_tokens": 479944 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 42, - "serialized_chars": 40043, + "serialized_chars": 40042, "estimated_input_tokens": 10011, "estimated_eval_tokens": 20278 }, @@ -667,198 +607,198 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is largely heterogeneous. The only strong duplicate-like pairs are the AutoTokenizer regression reports and, more weakly, the ZeRO-3 index-out-of-bounds loading failures. Most other pairs share broad symptoms or subsystems but do not look like the same underlying bug.", - "confidence": 0.72, - "canonical_issue_reason": "Issue 45920 is the broadest and clearest user-facing report of the AutoTokenizer v5 regression, covering multiple model families and likely subsuming the more model-specific Granite report.", + "summary": "Mostly unrelated model-specific regressions, with a few real duplicates around ZeRO-3 load errors, tokenizer regressions, and some model-loading failures. The remote-code loading regression in 45020 should not be collapsed with the broader USE_DISTRIBUTED=0 support breakage in 46304.", + "confidence": 0.87, + "canonical_issue_reason": "Issue 45020 is the best umbrella candidate because it captures a broad recent-transformers remote-code loading regression affecting multiple models, making it the strongest cluster anchor without conflating it with unrelated backend-support breakages.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45920 is the best representative issue: it describes the regression succinctly, has broader scope than the Granite-only report, and is likely the most actionable single tracker for the tokenizer bug.", + "best_issue_reason": "Issue 45020 is the most representative cluster anchor: broad impact, recent-version regression, and the clearest fit for the remote-code loading failure theme.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45800", - "right": "issue:46304", + "left": "issue:43866", + "right": "issue:46402", "accept": false, - "reason": "Both are version-compatibility complaints, but one is a torch/transformers incompatibility and the other is a distributed-build regression; they do not describe the same concrete bug." + "reason": "Both are loading failures, but they point to different model families and different failure modes, so they do not look like the same bug." }, { - "left": "issue:43866", - "right": "issue:46402", + "left": "issue:45800", + "right": "issue:46304", "accept": false, - "reason": "Checkpoint loading failures in different models with different symptoms; one looks like corrupted weights, the other like missing weight loading logic." + "reason": "Both mention compatibility, but one is a general torch/transformers version complaint and the other is a specific USE_DISTRIBUTED=0 support regression; too broad to be the same bug." }, { "left": "issue:43296", "right": "issue:46304", "accept": false, - "reason": "These are unrelated failures: one is PaddleOCR-VL loading in vLLM, the other is a PyTorch distributed build regression." + "reason": "Different symptoms and contexts: vLLM model loading versus PyTorch distributed support breakage." }, { "left": "issue:41762", "right": "issue:43596", "accept": true, - "reason": "Both report the same ZeRO-3 loading failure pattern with the same out-of-bounds index error, so they plausibly share one underlying bug in model loading under DeepSpeed ZeRO-3." + "reason": "Both report the same ZeRO-3 load-time IndexError during model initialization, strongly suggesting the same underlying code-path bug." }, { "left": "issue:39290", "right": "issue:41720", "accept": false, - "reason": "Different models and different failure modes; one is a missing config attribute, the other is a CUDA assert with auto device mapping." + "reason": "The failures are different: missing config attribute versus CUDA assert during auto device mapping." }, { "left": "issue:43901", "right": "issue:44512", "accept": false, - "reason": "Both are docs-related, but they concern different removed/deprecated docs content and are not the same issue." + "reason": "Both are docs issues, but they concern unrelated stale content and different removed behavior." }, { "left": "issue:44589", "right": "issue:46304", "accept": false, - "reason": "Different runtime problems: one is a missing Float8 storage type, the other is a build/runtime distributed support breakage." + "reason": "A missing Float8 storage error is a different failure class from a PyTorch distributed-support regression." }, { "left": "issue:45237", "right": "issue:45901", "accept": false, - "reason": "Completely different areas: GPU backend compatibility for GPT-OSS versus a table-question-answering crash." + "reason": "Unrelated runtime crashes in different tasks and subsystems." }, { "left": "issue:43975", "right": "issue:46015", "accept": false, - "reason": "One is a tokenizer/detokenization bug, the other is stale RAG documentation; no shared underlying change." + "reason": "A detokenization regression and outdated RAG examples are unrelated." }, { "left": "issue:43039", "right": "issue:44560", "accept": false, - "reason": "Liger cross-entropy dispatch and Qwen3-VL video template handling are unrelated code paths." + "reason": "Different features and different errors: Liger kernel cross-entropy usage versus video chat-template StopIteration." }, { "left": "issue:45823", "right": "issue:46294", "accept": false, - "reason": "Both involve multimodal/device handling, but one is a device-mismatch forward bug and the other is a chat-template video token/feature mismatch." + "reason": "Both are multimodal, but one is a device-map forward mismatch and the other is a video chat-template token/feature mismatch." }, { "left": "issue:44841", "right": "issue:45823", "accept": false, - "reason": "Different model families and different failures; processor behavior for Voxtral is not the same as Gemma4 device placement." + "reason": "Distinct model-path issues: processor failure for Voxtral versus a Gemma4 device mismatch." }, { "left": "issue:43866", "right": "issue:46772", "accept": false, - "reason": "Both are model-loading issues, but one is a checkpoint corruption report and the other is ModelOpt/NVFP4 compatibility." + "reason": "Checkpoint corruption for Ovis2 is unrelated to ModelOpt/NVFP4 compatibility for DiffusionGemma." }, { "left": "issue:44863", "right": "issue:46015", "accept": false, - "reason": "NemotronH checkpoint loading and outdated RAG examples are unrelated." + "reason": "A model checkpoint-loading failure and outdated RAG documentation are unrelated." }, { "left": "issue:45020", "right": "issue:46304", "accept": false, - "reason": "Remote-code model breakage and a PyTorch distributed compatibility regression are too broad and different to be the same bug." + "reason": "45020 is specifically a remote-code model-loading regression, while 46304 is a broader PyTorch USE_DISTRIBUTED=0 support breakage; there is no packet evidence tying them to the same bug or fix." }, { "left": "issue:45812", "right": "issue:45920", "accept": true, - "reason": "Same underlying AutoTokenizer regression in v5 causing wrong token IDs; 45920 is the broader report and clearly subsumes the Granite-specific one." + "reason": "Highly similar tokenizer regressions affecting multiple models after the v4\u2192v5 transition, likely the same tokenizer code-path change." }, { "left": "issue:43866", "right": "issue:44863", "accept": false, - "reason": "Different model-loading failures with different reported causes; no clear shared code-path bug." + "reason": "Both are model-load related, but one is a corrupted checkpoint and the other is a checkpoint-compatibility issue for a different architecture." }, { "left": "issue:44292", "right": "issue:46015", "accept": false, - "reason": "Qwen-3 NVFP4 runtime errors and RAG docs updates are unrelated." + "reason": "A Qwen NVFP4 runtime failure and RAG docs being outdated are unrelated." }, { "left": "issue:43872", "right": "issue:46304", "accept": false, - "reason": "bitsandbytes parameter-construction incompatibility is a different problem from PyTorch USE_DISTRIBUTED support." + "reason": "Bitsandbytes constructor incompatibility is a different dependency issue than a PyTorch distributed-support regression." }, { "left": "issue:39290", "right": "issue:43531", "accept": false, - "reason": "Both mention sliding window, but they are different models and different concrete breakages." + "reason": "Both mention sliding window, but they describe different model/config bugs and the evidence is not enough to treat them as the same issue." }, { "left": "issue:41093", "right": "issue:43638", "accept": false, - "reason": "Both are index-related, but the mask/tensor shape mismatch is not the same as the ZeRO-3 empty-tensor out-of-bounds error." + "reason": "Both are IndexErrors during loading, but they happen in different model/setup combinations without a clear shared root cause." }, { "left": "issue:43792", "right": "issue:45901", "accept": false, - "reason": "Whisper runtime failure and table-question-answering crash do not appear to share a code path." + "reason": "Different tasks and unrelated crash modes." }, { "left": "issue:43854", "right": "issue:43866", "accept": false, - "reason": "Different models and different loading failures; no evidence they are the same bug." + "reason": "Both are model-loading problems, but the titles indicate different models and different failure mechanisms." }, { "left": "issue:43425", "right": "issue:45070", "accept": false, - "reason": "A torch-version compatibility complaint and a pydantic model-field regression are unrelated." + "reason": "Different compatibility problems: Torch 2.10 incompatibility versus a pydantic PretrainedConfig field regression." }, { "left": "issue:43975", "right": "issue:45901", "accept": false, - "reason": "Tokenizer detokenization and table QA crash are unrelated." + "reason": "Detokenization regression and table-question-answering crashes are unrelated." }, { "left": "issue:45362", "right": "issue:45464", "accept": false, - "reason": "Different Qwen3.5 failures: one is a chat crash, the other is a streaming inference API failure." + "reason": "Both reference Qwen3.5, but one is a chat crash and the other is a streaming chat/completions API failure; not clearly the same bug." }, { - "left": "issue:43596", - "right": "issue:45800", + "left": "issue:43792", + "right": "issue:45070", "accept": false, - "reason": "Both mention out-of-bounds or compatibility, but one is a ZeRO-3 loading error and the other is a torch/transformers version incompatibility." + "reason": "Whisper model loading and a pydantic field regression are unrelated." }, { - "left": "issue:43792", - "right": "issue:45070", + "left": "issue:43596", + "right": "issue:45800", "accept": false, - "reason": "Whisper loading/runtime failure and a PretrainedConfig/pydantic regression are unrelated." + "reason": "Both are compatibility/load-time problems, but one is a ZeRO-3 IndexError on BertModel and the other is a torch/transformers version incompatibility report." }, { "left": "issue:43541", "right": "issue:46869", "accept": false, - "reason": "Different models, different execution contexts, and different failure modes; no shared underlying bug is apparent." + "reason": "Grouped_mm torch-dynamo tracing failure and YOLO multi-GPU device-map failure are distinct runtime issues." }, { "left": "issue:44292", "right": "issue:45901", "accept": false, - "reason": "Different subsystems and symptoms; one is Qwen NVFP4 inference, the other is a pipeline task crash." + "reason": "Different model/runtime failures in unrelated areas." }, { "left": "issue:39290", "right": "issue:45823", "accept": false, - "reason": "Both are model-specific regressions, but they involve different models and different device/configuration failures." + "reason": "Gemma3 missing sliding_window_pattern and Gemma4 device mismatch are different bugs." }, { "left": "issue:36010", @@ -870,70 +810,64 @@ "left": "issue:45464", "right": "issue:45685", "accept": false, - "reason": "Streaming API failure and an MPS histogram kernel limitation are not the same bug." + "reason": "Streaming inference API failure and an MPS histogram dtype error are unrelated." }, { "left": "issue:43541", "right": "issue:45685", "accept": false, - "reason": "Grouped_mm tracing failure and MPS int-histogram failure are different backend issues." + "reason": "Torch dynamo grouped_mm tracing failure and an MPS histogram kernel issue are different problems." }, { "left": "issue:44841", "right": "issue:45084", "accept": false, - "reason": "Processor failure for Voxtral and a template-node compilation error are different problems." - }, - { - "left": "issue:43541", - "right": "issue:43828", - "accept": false, - "reason": "Both involve dtype/backend issues, but they affect different models and different failure points." + "reason": "Processor failure for Voxtral and a non-template-nodes compilation TypeError are not the same underlying bug." }, { "left": "issue:43404", "right": "issue:43866", "accept": false, - "reason": "Weight-tying bug in Mistral3 and corrupted Ovis2 checkpoint are unrelated." + "reason": "Weight-tying bug in Mistral3 is unrelated to an Ovis2 checkpoint corruption report." }, { "left": "issue:45507", "right": "issue:46869", "accept": false, - "reason": "Invalid method call in GraniteMoEHybrid and YOLO multi-GPU device-map failure are not the same code-path." + "reason": "Invalid method call in GraniteMoEHybrid and a YOLO multi-GPU device-map failure are different issues." }, { "left": "issue:41093", "right": "issue:41762", "accept": false, - "reason": "Both are index/shape errors, but the mask-length mismatch is distinct from the ZeRO-3 zero-size tensor error." + "reason": "Both are IndexErrors, but the shape-mismatch mask bug and the ZeRO-3 zero-size tensor bug do not clearly share the same code-path." }, { "left": "issue:45399", "right": "issue:46661", "accept": false, - "reason": "Flash-attn2 fallback gating and remote-code model_class/config_class handling are separate issues." + "reason": "The flash-attn fallback issue is about kernel selection checks, while 46661 is about remote-code model_class/config_class handling." }, { "left": "issue:43572", "right": "issue:45070", "accept": false, - "reason": "Missing pad_token_idx after a major update and a pydantic PretrainedConfig regression are unrelated." + "reason": "Missing pad_token_idx in StableLmConfig and a pydantic field regression are unrelated." }, { "left": "issue:45800", "right": "issue:45823", "accept": false, - "reason": "These are different version/device regressions affecting different parts of the stack, not one shared bug." + "reason": "A global torch/transformers compatibility complaint and a Gemma4 device-mapping mismatch are too different to merge." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The analysis is grounded in the packet and stays conservative. The two accepted pairs are strongly supported by the titles (same AutoTokenizer v5 regression; same DeepSpeed ZeRO-3 out-of-bounds loading failure). The broader summary is also appropriately cautious: it identifies the cluster as mostly heterogeneous without overstating weaker similarities." + "accept": false, + "feedback": "Most of the cluster summary is grounded, but one soft-edge verdict overstates the evidence: `issue:45020` vs `issue:46304` should not be accepted. In the packet, 45020 is specifically a remote-code model-loading regression, while 46304 is a broader PyTorch `USE_DISTRIBUTED=0` support breakage. There is no packet evidence tying those to the same bug or fix, so the acceptance is too strong. The rest of the verdicts look more conservative." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -949,7 +883,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-502", + "cluster_id": "cluster-10000-503", "nodes": [ "issue:39186", "issue:40990", @@ -1030,229 +964,229 @@ "issue:44530|issue:45005", "issue:44492|issue:44512", "issue:44863|issue:45005", - "issue:46489|issue:46491", - "issue:45183|issue:46463" + "issue:45183|issue:46463", + "issue:46489|issue:46491" ], - "prepared_review_unit_hash": "1939c2cd528fbb4f4a8ebb60eca5b786e032ce7f6deefc4a443ec93006cb6374", + "prepared_review_unit_hash": "b7850516fcfe1dcfc1c84c4e658c7a0dd68f86801f2b14d87e2174ad83878b30", "component_budget": { - "node_count": 502, - "item_count": 502, - "soft_pair_count": 1845, - "serialized_chars": 957282, - "estimated_input_tokens": 239321, - "estimated_eval_tokens": 478898 + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1849, + "serialized_chars": 959374, + "estimated_input_tokens": 239844, + "estimated_eval_tokens": 479944 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36894, - "estimated_input_tokens": 9224, - "estimated_eval_tokens": 18704 + "serialized_chars": 36888, + "estimated_input_tokens": 9222, + "estimated_eval_tokens": 18700 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous and only contains a few loose subgroups (remote-code loading/caching, input-validation messaging, and some Qwen video/template issues). There is no single clean duplicate set across the whole cluster; most soft links should stay separate.", - "confidence": 0.43, - "canonical_issue_reason": "issue:45698 is the closest representative of the remote-code/custom-module-loading subgroup and has the strongest discussion/activity; the rest of the cluster is too mixed to support a single clean canonical.", + "summary": "This set is mostly unrelated issue reports. The only clear duplicate-like pair is the remote-code/custom-module loading bug, with one additional close match around input validation messaging. Most other soft pairs share a subsystem or model family but not the same concrete defect.", + "confidence": 0.85, + "canonical_issue_reason": "issue:45698 is the best representative of the strongest duplicate subgroup: it describes the user-facing failure ('from_pretrained loads wrong custom module after save_pretrained') and is broader/more actionable than the narrower cache-collision framing in issue:45632.", "canonical_pr_reason": null, - "best_issue_reason": "Open and actively discussed, with the broadest practical impact among the loading/cache-related items; still only a partial fit for the overall cluster.", + "best_issue_reason": "issue:45698 is the most suitable overall issue to keep because it has the broadest symptom description, active discussion, and inbound references, and it captures the core remote-code loading regression better than the narrower variant report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43296", "right": "issue:43366", "accept": false, - "reason": "Different bugs: a model load failure in vLLM/transformers vs GGUF architecture support for gpt-oss." + "reason": "Different problems: PaddleOCR-VL load failure in vLLM vs GGUF gpt-oss architecture support." }, { "left": "issue:44805", "right": "issue:44918", "accept": false, - "reason": "Both mention shape-related errors, but one is a generic mask/tensor mismatch while the other is a Qwen3.5 + TRL SFT embedding unpacking issue." + "reason": "Both are IndexErrors, but the model/path context differs: mask shape mismatch vs Qwen3.5 embedding unpacking with TRL SFT trainer." }, { "left": "issue:43541", "right": "issue:45161", "accept": false, - "reason": "Different code paths and symptoms: torch dynamo grouped_mm tracing in Mixtral vs tensor-parallel support for GPT-OSS MoE." + "reason": "Both involve MoE/TP wording, but one is a grouped_mm tracing crash and the other is a tensor-parallel support issue for GPT-OSS." }, { "left": "issue:44387", "right": "issue:45005", "accept": false, - "reason": "Quantization/OOM memory regression is unrelated to tied-weight handling in translation models." + "reason": "Different regressions: int4 quantization memory growth/OOM vs tied-weights behavior on translation models." }, { "left": "issue:43828", "right": "issue:45464", "accept": false, - "reason": "Autocast dtype mismatch on Phi-tiny-MoE is a different failure mode from Qwen3.5 chat/completions streaming inference." + "reason": "Different code paths and models: autocast dtype mismatch on Phi-tiny-MoE vs streaming chat/completions failure on Qwen3.5-0.8B." }, { "left": "issue:43366", "right": "issue:45464", "accept": false, - "reason": "GGUF gpt-oss support and Qwen3.5 streaming inference are unrelated." + "reason": "Unrelated: GGUF gpt-oss architecture support vs Qwen3.5 streaming inference." }, { "left": "issue:44291", "right": "issue:45070", "accept": false, - "reason": "init_empty_weights argument handling and pydantic PretrainedConfig field breakage are different regressions." + "reason": "Different bugs: unexpected _is_hf_initialized argument in init_empty_weights vs pydantic PretrainedConfig field breakage." }, { "left": "issue:43531", "right": "issue:45070", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior is unrelated to the v5.4.0 pydantic config-field issue." + "reason": "Qwen3-MoE sliding_window behavior is unrelated to the pydantic PretrainedConfig regression." }, { "left": "issue:41093", "right": "issue:43596", "accept": false, - "reason": "Both are IndexErrors, but they arise from different mechanisms: mask/tensor size mismatch vs deepspeed zero3 empty tensors during BertModel init." + "reason": "Both are index errors, but they affect different flows: mask/tensor shape mismatch vs deepspeed zero3 init with BertModel." }, { "left": "issue:43716", "right": "issue:46294", "accept": false, - "reason": "Both are multimodal dtype/template problems, but one is image preprocessing for Mistral-3 and the other is Qwen3.5 video token/template mismatch." + "reason": "Both are multimodal mismatches, but one is image preprocessor/model dtype mismatch and the other is video feature/token count mismatch." }, { "left": "issue:45020", "right": "issue:45800", "accept": false, - "reason": "Remote-code model breakage and torch/transformers version incompatibility are related only at a very high level, not the same underlying bug." + "reason": "Different issue classes: remote_code breakage vs torch/transformers version incompatibility." }, { "left": "issue:43054", "right": "issue:43994", "accept": false, - "reason": "Siglip2 embedding quality regression and nonsensical AutoModel/pipeline outputs are different issues, likely with different causes." + "reason": "Same model family but not the same defect: one reports worse text embeddings, the other nonsensical AutoModel/pipeline outputs." }, { "left": "issue:44479", "right": "issue:46294", "accept": false, - "reason": "Both are video-input regressions, but 44479 is a broad v5.3.0 regression across multiple Qwen VL/MoE models while 46294 is a specific apply_chat_template token/feature mismatch; root cause is not clearly the same." + "reason": "Both concern Qwen video input, but one is a broad v5.3.0 regression across several models while the other is a specific apply_chat_template features/tokens mismatch; not enough to confirm one bug." }, { "left": "issue:46468", "right": "issue:46869", "accept": false, - "reason": "Official Nemotron example breakage and YOLO multi-GPU device-map failure are unrelated." + "reason": "Unrelated: broken Nemotron example vs YOLO multi-GPU device-map auto failure." }, { "left": "issue:45759", "right": "issue:45902", "accept": false, - "reason": "Composite-config unwrapping and uninitialized rotary embedding memory are distinct Qwen 3.5 bugs." + "reason": "Different model/config issues: text_config unwrapping for composite Qwen multimodal configs vs uninitialized inv_freq memory after to_empty(cuda)." }, { "left": "issue:43596", "right": "issue:46165", "accept": false, - "reason": "Zero3 init index error in BertModel is unrelated to resume-training problems with trust_remote_code." + "reason": "Different failures: zero3 init index error vs resuming training with local models and trust_remote_code." }, { "left": "issue:46640", "right": "issue:46661", "accept": false, - "reason": "Flash Attention 2 problems and remote-code model_class/config_class AttributeError are different failure modes." + "reason": "Different bugs: Flash Attention 2 issue vs remote-code model_class lacking config_class." }, { "left": "issue:43716", "right": "issue:44918", "accept": false, - "reason": "Different model families and code paths: image-preprocessor dtype mismatch vs TRL input-embedding unpacking failure." + "reason": "Different subsystems and symptoms: Mistral-3 image preprocessing dtype mismatch vs Qwen3.5 input embedding unpacking in TRL SFT." }, { "left": "issue:39186", "right": "issue:44918", "accept": false, - "reason": "FSDP 2-D weight error is unrelated to Qwen3.5/TRl embedding unpacking." + "reason": "Unrelated: FSDP 'weight must be 2-D' runtime error vs Qwen3.5 embedding unpacking failure." }, { "left": "issue:40990", "right": "issue:44960", "accept": false, - "reason": "High perplexity on gpt-oss-20b and the GLM5 issue are not the same bug." + "reason": "Different model reports and outcomes: high perplexity on gpt-oss-20b vs GLM5 issue." }, { "left": "issue:43645", "right": "issue:45399", "accept": false, - "reason": "Custom-model notebook initialization breakage and flash-attn2 fallback blocking are separate issues." + "reason": "Unrelated: Jupyter custom-model initialization breakage vs flash-attn2 fallback gating." }, { "left": "issue:45632", "right": "issue:45698", "accept": true, - "reason": "Both point to remote_code/custom-module loading resolving the wrong code path because of cache/path handling; they plausibly share one fix." + "reason": "Same underlying remote-code/custom-module loading bug: both describe incorrect module selection after save/load due to cache/path collision behavior." }, { "left": "issue:43404", "right": "issue:45005", "accept": false, - "reason": "Specific lm_head tying bug in Mistral3 is not the same as the broader translation-model tied-weights issue." + "reason": "Related theme (tied weights) but different concrete cases and model families; not enough evidence of one bug." }, { "left": "issue:42915", "right": "issue:45399", "accept": false, - "reason": "Qwen3-MoE FP8 config failure and flash-attn2 fallback gating are unrelated." + "reason": "Unrelated: FineGrainedFP8Config failure on Qwen3Moe vs flash-attn2 fallback blocked by other checks." }, { "left": "issue:43873", "right": "issue:45005", "accept": false, - "reason": "Offloading/quantization behavior is different from tied-weight handling in translation models." + "reason": "Different bug classes: offloading/quantization behavior vs tied-weights handling." }, { "left": "issue:44360", "right": "issue:44512", "accept": false, - "reason": "A DSA indexer activation concern and a docs typo are unrelated." + "reason": "Unrelated: DSA indexer/ReLU discussion vs documentation mentioning a removed command." }, { "left": "issue:44530", "right": "issue:45005", "accept": false, - "reason": "PagedAttentionCache linear_attention crash on Qwen3.5 is unrelated to tied weights in translation models." + "reason": "Different concrete failures: PagedAttentionCache linear_attention crash vs tied-weights issues." }, { "left": "issue:44492", "right": "issue:44512", "accept": false, - "reason": "Cache-strategies typo and removed run-command documentation are unrelated documentation issues." + "reason": "A typo in cache strategies is unrelated to stale docs about the removed run command." }, { "left": "issue:44863", "right": "issue:45005", "accept": false, - "reason": "NemotronH checkpoint loading failure is not the same as the tied-weights regression." - }, - { - "left": "issue:46489", - "right": "issue:46491", - "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and different encode/decode failure modes." + "reason": "Different problems: NemotronH checkpoint loading vs tied-weights behavior in translation models." }, { "left": "issue:45183", "right": "issue:46463", "accept": true, - "reason": "46463 looks like a specific T5 manifestation of the same input_ids/inputs_embeds validation/error-message bug described generically in 45183." + "reason": "Same validation/message bug class: both report incorrect or misleading input_ids/inputs_embeds or decoder-input validation errors." + }, + { + "left": "issue:46489", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and different behaviors, so they are not the same underlying bug." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet: it correctly characterizes the cluster as mostly heterogeneous, and the chosen canonical issue fits the strongest remote-code/custom-module-loading subgroup without overclaiming. The accepted soft links are phrased conservatively as plausible same-fix or specific-manifestation cases, and the rejections stay within the evidence. " + "feedback": "The summary is grounded in the packet and stays mostly conservative. The choice of issue:45698 over issue:45632 is supported by the titles plus the much higher discussion/inbound activity, and the only accepted soft-edge pairs are plausibly same-bug matches from the metadata. The rejected pairs are generally framed cautiously enough given the limited evidence." }, "evaluator_used": true, "retried": false, @@ -1268,10 +1202,10 @@ "review_unit_count": 60, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-502", + "cluster_id": "cluster-10000-503", "nodes": [ "issue:24643", "issue:28530", @@ -1329,8 +1263,8 @@ "issue:39692|issue:43054", "issue:43644|issue:43950", "issue:36331|issue:41762", - "issue:43872|issue:44589", "issue:46899|issue:46932", + "issue:43872|issue:44589", "issue:43828|issue:44928", "issue:45920|issue:46489", "issue:45987|issue:46858", @@ -1347,27 +1281,27 @@ "issue:41553|issue:43881", "issue:24643|issue:28530", "issue:42947|issue:43856", - "issue:43643|issue:45020", "issue:44403|issue:44488", + "issue:43643|issue:45020", "issue:41762|issue:42915", "issue:44991|issue:45399", "issue:43782|issue:44960", "issue:43824|issue:43872" ], - "prepared_review_unit_hash": "60882ee677b547bc95e963c043eae824d8931d7c0a27fc109589d4baefd78dda", + "prepared_review_unit_hash": "921fccb364eb492e58046cb97d76f6fabab23f29f4b047d07cca038b047a5634", "component_budget": { - "node_count": 502, - "item_count": 502, - "soft_pair_count": 1845, - "serialized_chars": 957282, - "estimated_input_tokens": 239321, - "estimated_eval_tokens": 478898 + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1849, + "serialized_chars": 959374, + "estimated_input_tokens": 239844, + "estimated_eval_tokens": 479944 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36792, + "serialized_chars": 36789, "estimated_input_tokens": 9198, "estimated_eval_tokens": 18652 }, @@ -1376,198 +1310,198 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous transformer bug reports. Only a few soft pairs look like true duplicates: the non-persistent-buffer regression, the StaticCache.get_seq_length return-type regression, and the Gemma4 quantized embedder dtype-cast bug.", - "confidence": 0.78, - "canonical_issue_reason": "issue:43950 is the best canonical representative for the clearest duplicate chain here: it states the broad non-persistent-buffer regression, and issue:44534 is essentially the same bug described from another angle.", - "canonical_pr_reason": "No pull requests are present in this cluster.", - "best_issue_reason": "issue:43950 is the strongest issue to keep because it is the broadest, most general statement of a real duplicate-worthy regression in the set.", - "best_pr_reason": "No pull requests are present in this cluster.", + "summary": "The cluster is heterogeneous: most soft pairs are not true duplicates, but a few are clear same-bug matches around non-persistent buffers, static cache seq length, Gemma4 quantized embedders, and SigLIP2 discrepancy.", + "confidence": 0.74, + "canonical_issue_reason": "issue:43950 is the best canonical issue because it describes the broad regression theme most directly and has the clearest duplicate-style overlap with another report of the same non-persistent-buffer corruption behavior.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43950 is the most representative issue in the set: it states the underlying bug in general terms rather than a model-specific symptom, making it the best anchor for duplicate triage.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43975", "right": "issue:44292", "accept": false, - "reason": "Different models and different failure modes; no shared concrete bug path." + "reason": "Different model families and failure modes: tokenizer output regression vs. NVFP4 loading error." }, { "left": "issue:44918", "right": "issue:45507", "accept": false, - "reason": "Unrelated trainer/unpacking bug vs. invalid method call in a different model." + "reason": "Unrelated model/trainer error vs. invalid method call in a different model class." }, { "left": "issue:43950", "right": "issue:44534", "accept": true, - "reason": "Same non-persistent-buffer regression in transformers v5; 44534 is the same bug phrased differently." + "reason": "Same underlying regression: Transformers v5 corrupts non-persistent buffers / fills them with junk." }, { "left": "issue:39692", "right": "issue:43054", "accept": false, - "reason": "Both mention SigLIP2, but one is a doc/example failure and the other is a model-quality complaint." + "reason": "Both mention SigLIP2, but one is a broken docs example and the other is a quality/embedding-regression report." }, { "left": "issue:43644", "right": "issue:43950", "accept": false, - "reason": "Both involve regressions, but the reported root problems are different (remote_code config fields vs buffer corruption)." + "reason": "Different bugs: missing fields from AutoConfig with trust_remote_code vs. non-persistent buffer corruption." }, { "left": "issue:36331", "right": "issue:41762", "accept": false, - "reason": "Different code paths: custom compute_loss signature vs. DeepSpeed ZeRO-3 loading failure." - }, - { - "left": "issue:43872", - "right": "issue:44589", - "accept": false, - "reason": "Separate compatibility issues with different underlying causes and symptoms." + "reason": "Different code paths and errors: custom compute_loss signature vs. DeepSpeed ZeRO-3 loading failure." }, { "left": "issue:46899", "right": "issue:46932", "accept": true, - "reason": "Same Gemma4 quantized vision/audio embedder dtype-casting bug; 46932 explicitly refers to the same fix." + "reason": "Same Gemma4 quantized vision/audio embedder dtype-casting bug; one is the specific fix for the other." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Both are quantization-related, but the concrete incompatibilities are different." }, { "left": "issue:43828", "right": "issue:44928", "accept": false, - "reason": "Different models and different errors; not the same underlying bug." + "reason": "Distinct issues: one is a missing import, the other is an attention/position_ids runtime crash." }, { "left": "issue:45920", "right": "issue:46489", "accept": false, - "reason": "Related tokenizer regression area, but 46489 is a specific DeepSeek-Coder v1 case and not clearly the same concrete bug as the broad v5 tokenizer report." + "reason": "Related tokenizer regressions, but not the same concrete failure; one is broad multi-model wrong IDs, the other is a specific DeepSeek-Coder v1 gap." }, { "left": "issue:45987", "right": "issue:46858", "accept": true, - "reason": "Same seq_length API-contract regression: returning a Tensor instead of an int, with 46858 showing a backend-specific manifestation." + "reason": "Same underlying bug: cache.get_seq_length() returns a tensor instead of a plain int, breaking downstream arithmetic." }, { "left": "issue:43054", "right": "issue:45701", "accept": false, - "reason": "One is a SigLIP2 embedding-quality complaint; the other is a broad tokenization change report." + "reason": "SigLIP2 embedding quality issue vs. general tokenizer-version behavior change; not the same bug." }, { "left": "issue:38175", "right": "issue:43054", "accept": false, - "reason": "Same model family, but different symptoms and no clear shared root cause from the titles alone." + "reason": "Both involve SigLIP2, but one reports zero probabilities and the other reports degraded text embeddings." }, { "left": "issue:43950", "right": "issue:45902", - "accept": true, - "reason": "Likely the same non-persistent-buffer materialization regression; 45902 is a specific instance on inv_freq after meta-to-empty materialization." + "accept": false, + "reason": "Same broad area, but the specific bug reports differ enough that they are not clearly the same underlying defect." }, { "left": "issue:41553", "right": "issue:43883", "accept": false, - "reason": "Different failures: tokenizer import error vs. missing attribute on a causal LM class." + "reason": "Different models and different failures: error-message issue vs. missing attribute on Molmo." }, { "left": "issue:43054", "right": "issue:43493", - "accept": false, - "reason": "Related SigLIP2 theme, but one is a quality regression and the other is an implementation discrepancy; not clearly the same bug." + "accept": true, + "reason": "Same SigLIP2 implementation discrepancy theme; both describe HF behavior diverging from the expected/original embeddings." }, { "left": "issue:44910", "right": "issue:45859", "accept": false, - "reason": "Both involve Qwen3.5, but the bugs are different: flash-attn crash vs CPU-offload incompatibility." + "reason": "Different failures: flash-attn crash on Qwen3.5 vs. CPU-offload incompatibility in a rotary embedding." }, { "left": "issue:42947", "right": "issue:44387", "accept": false, - "reason": "Different training-memory issues with no shared concrete fix path." + "reason": "One is gradient-checkpointing ineffectiveness, the other is int4 quantization memory growth; not the same bug." }, { "left": "issue:45663", "right": "issue:45902", "accept": false, - "reason": "Different model and different failure mechanism; no clear duplicate relationship." + "reason": "Different mechanisms: FSDP2 per-layer state rebuild vs. uninitialized non-persistent buffer materialization." }, { "left": "issue:44403", "right": "issue:44451", "accept": false, - "reason": "Broad loading noise vs. a specific model-loading failure." + "reason": "Generic loading noise vs. a specific model-loading failure; not the same underlying issue." }, { "left": "issue:43975", "right": "issue:45520", "accept": false, - "reason": "Tokenizer detokenization bug vs. import-utils KeyError; unrelated." + "reason": "Tokenizer regression vs. import_utils KeyError on Python 3.13; unrelated." }, { "left": "issue:41553", "right": "issue:43881", "accept": false, - "reason": "Different model-loading problems and different error types." + "reason": "Different models and different symptoms; no clear shared bug." }, { "left": "issue:24643", "right": "issue:28530", "accept": false, - "reason": "Completely different training errors: DeepSpeed weight shape vs early-stopping metric handling." + "reason": "DeepSpeed training shape error vs. early-stopping metric mismatch; unrelated." }, { "left": "issue:42947", "right": "issue:43856", "accept": false, - "reason": "Both concern training, but one is checkpointing effectiveness and the other is MoE memory usage." + "reason": "Both concern memory/efficiency, but they are distinct issues with different causes and fixes." }, { - "left": "issue:43643", - "right": "issue:45020", + "left": "issue:44403", + "right": "issue:44488", "accept": false, - "reason": "The latter is a broad remote_code regression; the former is a specific missing-fields config issue." + "reason": "Different problems: logging noise vs. model loading failure." }, { - "left": "issue:44403", - "right": "issue:44488", + "left": "issue:43643", + "right": "issue:45020", "accept": false, - "reason": "Both are loading complaints, but they concern different models and different underlying failures." + "reason": "Remote-code related, but one is missing fields in AutoConfig output while the other is a broader model-loading regression." }, { "left": "issue:41762", "right": "issue:42915", "accept": false, - "reason": "Different model families and different DeepSpeed/FP8 failure modes." + "reason": "Distinct model/configuration failures with no shared code-path evidence." }, { "left": "issue:44991", "right": "issue:45399", "accept": false, - "reason": "Tokenizer loading failure vs. flash-attn fallback gating; unrelated." + "reason": "Tokenizer loading regression vs. flash-attn fallback gating; unrelated." }, { "left": "issue:43782", "right": "issue:44960", "accept": false, - "reason": "Different Qwen/Gemma model-loading problems with no shared concrete bug path." + "reason": "Different models and different loading/runtime problems." }, { "left": "issue:43824", "right": "issue:43872", "accept": false, - "reason": "Import/export API issue vs. bitsandbytes kwarg incompatibility; unrelated." + "reason": "Import error for a model class vs. bitsandbytes parameter-construction incompatibility." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded and conservative overall. The cluster is correctly treated as heterogeneous, there are no PRs in the packet, and the three accepted soft pairs are supported by the titles/body snippets as the same underlying regressions. The canonical issue choice of 43950 is also reasonable as the broadest representative of the non-persistent-buffer duplicate chain." + "feedback": "The summary is grounded in the packet and stays conservative. The proposed canonical issue (43950) is well supported by the near-duplicate buffer-corruption report (44534), and the accepted soft pairs are all plausible same-bug matches from their titles alone (43950/44534, 46899/46932, 45987/46858, 43054/43493). The rejected pairs are also suitably cautious given the available evidence. No overstatement detected." }, "evaluator_used": true, "retried": false, @@ -1583,10 +1517,10 @@ "review_unit_count": 60, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-502", + "cluster_id": "cluster-10000-503", "nodes": [ "issue:24643", "issue:30064", @@ -1667,202 +1601,208 @@ "issue:44479|issue:44560", "issue:24643|issue:30064" ], - "prepared_review_unit_hash": "f3f558624c08da2cc39567bb25073902d296e39aff2821ed1d941a83a48075c7", + "prepared_review_unit_hash": "748abe096d13a339df973956f2c8447d847e3f3b72769c481b382fff0b9d0729", "component_budget": { - "node_count": 502, - "item_count": 502, - "soft_pair_count": 1845, - "serialized_chars": 957282, - "estimated_input_tokens": 239321, - "estimated_eval_tokens": 478898 + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1849, + "serialized_chars": 959374, + "estimated_input_tokens": 239844, + "estimated_eval_tokens": 479944 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36751, - "estimated_input_tokens": 9188, - "estimated_eval_tokens": 18632 + "serialized_chars": 36754, + "estimated_input_tokens": 9189, + "estimated_eval_tokens": 18634 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly false-positive similarity matches across unrelated regression reports. A few pairs are genuine duplicates or near-duplicates around docs cleanup, empty-weights loading, mask-shape mismatch, Whisper feature extraction, and the training-loss double-shift bug.", - "confidence": 0.71, - "canonical_issue_reason": "issue:45020 is the broadest umbrella report in this set (recent transformers / remote_code breakage) and is the best canonical-style issue among otherwise mostly narrow, model-specific failures.", + "summary": "This cluster is mostly a loose collection of transformer regressions around model/tokenizer loading, training/trainer APIs, and a few docs/perf issues. Only a small number of soft edges look like true duplicates; the rest are related but distinct bugs.", + "confidence": 0.69, + "canonical_issue_reason": "issue:45020 is the broadest and most central report in the set, covering recent-version breakage for remote_code models and overlapping with several loading/tokenizer regression reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the strongest general-purpose issue to anchor a duplicate cluster because it describes a high-level regression affecting multiple remote_code models rather than a one-off symptom.", + "best_issue_reason": "issue:45020 is the best anchor for this cluster because it is the most general, cross-cutting regression report and sits closest to several of the soft-matched loading/tokenizer bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45685", "right": "issue:45823", "accept": false, - "reason": "Different bugs: MPS histogram on Int vs a device_map=\"auto\" forward-device mismatch." + "reason": "Different failures: MPS histogram-on-Int vs device-map forward mismatch." }, { "left": "issue:45081", "right": "issue:45399", "accept": false, - "reason": "Both mention tokenizer/flash-attn internals, but the failure modes and code paths are different." + "reason": "Tokenizer regex crash and flash-attn fallback gating are different code paths." }, { "left": "issue:45020", "right": "issue:45823", "accept": false, - "reason": "Remote_code loading regression and Gemma4 device placement mismatch are unrelated." + "reason": "Remote_code loading regression is unrelated to the PLE device mismatch." }, { "left": "issue:44661", "right": "issue:45020", "accept": false, - "reason": "Tokenizer-mapping add-new-model bug vs remote_code model loading regression; not the same underlying issue." + "reason": "add-new-model-like / TOKENIZER_MAPPING_NAMES is a different bug from remote_code loading breakage." }, { "left": "issue:43881", "right": "issue:43883", "accept": false, - "reason": "Different models and distinct load failures; too little evidence of a shared root cause." + "reason": "Different model-load failures for GLM-4v and Molmo." }, { "left": "issue:42491", "right": "issue:44368", "accept": false, - "reason": "Both are Qwen3-related, but one is an HF4/HF5 LoRA compatibility problem and the other is a warning about tie_word_embeddings." + "reason": "LoRA qwen3_moe hf4.x compatibility and tie_word_embeddings warning are not the same bug." }, { "left": "issue:43828", "right": "issue:45823", "accept": false, - "reason": "Autocast dtype mismatch and device_map device mismatch are separate runtime problems." + "reason": "Autocast dtype mismatch is separate from the device_map auto device-placement issue." }, { "left": "issue:45020", "right": "issue:45356", "accept": false, - "reason": "Remote_code loading breakage and Kimi tokenizer codec/regex regression are different bugs." + "reason": "Generic remote_code breakage and Kimi tokenizer codec regression are different failures." }, { "left": "issue:45715", "right": "issue:46315", "accept": false, - "reason": "Both are tokenizer performance regressions, but they affect different methods and likely different causes." + "reason": "Both are tokenizer slowdowns, but they affect different conversion APIs and likely different causes." }, { "left": "issue:45488", "right": "issue:46489", "accept": false, - "reason": "Both concern DeepSeek tokenization, but one is a tokenizer pre-tokenizer override bug and the other is an output regression from a prior fix gap." + "reason": "Both mention DeepSeek tokenizers, but the model families and concrete failure modes differ." }, { "left": "issue:43827", "right": "issue:44509", "accept": true, - "reason": "Same docs cleanup: both complain that removed v5 pipeline tasks are still referenced in documentation." + "reason": "Both are the same docs cleanup: removing stale v5 pipeline/task references." }, { "left": "issue:45759", "right": "issue:46661", "accept": false, - "reason": "Composite-config unwrapping bug and remote-code config_class error are different loader failures." + "reason": "Composite-config unwrapping and remote-code config_class AttributeError are different problems." }, { "left": "issue:46894", "right": "issue:46897", - "accept": true, - "reason": "Same training-loss double-shift bug; only the affected model family differs." + "accept": false, + "reason": "Same symptom pattern, but different model families and no proof of one shared code-path bug." }, { "left": "issue:43872", "right": "issue:46869", "accept": false, - "reason": "Unexpected _is_hf_initialized / bitsandbytes loading issue is unrelated to YOLO multi-GPU device_map failure." + "reason": "bitsandbytes init-arg incompatibility is unrelated to the YOLO multi-GPU device_map issue." }, { "left": "issue:43404", "right": "issue:43950", "accept": false, - "reason": "lm_head tying bug and non-persistent buffer corruption are separate model state issues." + "reason": "lm_head tying in Mistral3 and non-persistent buffer corruption are separate regressions." }, { "left": "issue:43872", "right": "issue:44291", "accept": true, - "reason": "Both describe the same _is_hf_initialized / init_empty_weights loading breakage in transformers v5." - }, - { - "left": "issue:43940", - "right": "issue:45313", - "accept": false, - "reason": "Both are Qwen3 ZeRO-3 loading problems, but they reference different missing-weight patterns and likely different fixes." + "reason": "Both describe the same unexpected `_is_hf_initialized` argument incompatibility during weight/init loading." }, { - "left": "issue:44928", - "right": "issue:45588", + "left": "issue:45020", + "right": "issue:46661", "accept": false, - "reason": "RLHF gradient explosion from SDPA/BF16 behavior and flash_attention s_aux=None crash are not the same bug." + "reason": "Both are remote-code related, but the concrete failure paths differ." }, { - "left": "issue:41093", - "right": "issue:44805", + "left": "issue:43792", + "right": "issue:44220", "accept": true, - "reason": "Same IndexError pattern: mask and indexed tensor lengths differ by one, pointing to the same underlying bug." - }, - { - "left": "issue:44479", - "right": "issue:44560", - "accept": false, - "reason": "Both are video regressions, but the model families and symptoms differ enough that they do not look like one bug." - }, - { - "left": "issue:24643", - "right": "issue:30064", - "accept": false, - "reason": "DeepSpeed weight dimensionality error and void segmentation-map processing failure are unrelated." + "reason": "The Whisper-large-v2 runtime failure is the user-facing manifestation of the `_torch_extract_fbank_features()` bug." }, { "left": "issue:43257", "right": "issue:45305", "accept": false, - "reason": "Weight-loading failure under accelerate+deepspeed and gradient averaging under GAS are different DeepSpeed issues." + "reason": "Qwen3-MoE weight conversion under DeepSpeed and GAS gradient averaging are different bugs." }, { "left": "issue:42947", "right": "issue:45923", "accept": false, - "reason": "LoRA gradient checkpointing not taking effect and a missing supports_gradient_checkpointing flag are not the same underlying bug." + "reason": "Gradient checkpointing inefficiency and missing supports_gradient_checkpointing are different issues." }, { "left": "issue:36331", "right": "issue:41093", "accept": false, - "reason": "Trainer compute_loss signature mismatch and mask-shape IndexError are unrelated." + "reason": "CustomTrainer compute_loss signature breakage is unrelated to the mask/tensor shape mismatch error." }, { "left": "issue:41553", "right": "issue:44991", "accept": false, - "reason": "Bad error message for Voxtral tokenizer loading and est-roberta tokenizer load failure are different issues." + "reason": "Different tokenizer-loading failures for different models; not the same bug." }, { "left": "issue:43854", "right": "issue:44863", "accept": false, - "reason": "GLM-4.7 test loading failure and NemotronH checkpoint-loading implementation failure are distinct." + "reason": "GLM-4.7 unit-test loading failure and NemotronH checkpoint loading are separate model-specific bugs." }, { - "left": "issue:43792", - "right": "issue:44220", + "left": "issue:43940", + "right": "issue:45313", + "accept": true, + "reason": "Both report the same Qwen3-family DeepSpeed ZeRO-3 weight-loading failure with missing parameters." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "RLHF NaN/position_ids fallback and flash_attention s_aux=None crash are unrelated." + }, + { + "left": "issue:41093", + "right": "issue:44805", "accept": true, - "reason": "Likely the same Whisper audio frontend bug: one report says the model cannot run, the other points directly at _torch_extract_fbank_features()." + "reason": "The error text is the same mask/tensor shape-mismatch IndexError, indicating one underlying bug." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": false, + "reason": "Both are video-input regressions, but on different model families and code paths." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "DeepSpeed weight must be 2-D and void segmentation-map processing are unrelated problems." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded and conservative overall. The accepted soft pairs are supported by the titles/issue descriptions: docs cleanup (43827/44509), empty-weights loading (_is_hf_initialized; 43872/44291), mask-shape IndexError (41093/44805), and the training-loss double-shift reports (46894/46897). The Whisper pair is phrased cautiously as likely rather than certain, which is appropriate. The non-duplicate rejections are also conservative." + "feedback": "The cluster summary is cautious and fits the packet: it frames the set as loosely related, uses issue:45020 as a broad anchor without claiming too much, and the accepted soft edges are supported by the issue titles/descriptions (docs cleanup, _is_hf_initialized loading bug, Whisper/fbank, Qwen3 ZeRO-3 missing weights, mask shape mismatch). The rejected edges are also conservatively separated by distinct failure modes or model families." }, "evaluator_used": true, "retried": false, @@ -1878,10 +1818,10 @@ "review_unit_count": 60, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-502", + "cluster_id": "cluster-10000-503", "nodes": [ "issue:36010", "issue:38175", @@ -1968,20 +1908,20 @@ "issue:43638|issue:44661", "issue:43596|issue:44661" ], - "prepared_review_unit_hash": "4baecee7e10a91a9497fddbada6d4f0758ffd3ed2003b7218d383d0305aa8092", + "prepared_review_unit_hash": "4fa2643efd158b7cfc256ffd427d7b5f38cabaf42a1ec3383ecf4b15acc6b258", "component_budget": { - "node_count": 502, - "item_count": 502, - "soft_pair_count": 1845, - "serialized_chars": 957282, - "estimated_input_tokens": 239321, - "estimated_eval_tokens": 478898 + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1849, + "serialized_chars": 959374, + "estimated_input_tokens": 239844, + "estimated_eval_tokens": 479944 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 34, - "serialized_chars": 38059, + "serialized_chars": 38060, "estimated_input_tokens": 9515, "estimated_eval_tokens": 19286 }, @@ -1990,222 +1930,216 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous overall, but it contains a few clear duplicate subgroups: Transformers 5 custom-model initialization regressions, ZeRO3+Bert IndexError reports, SigLIP2 wrong-output reports, and Gemma4 4-bit quantization dtype-cast failures.", - "confidence": 0.62, - "canonical_issue_reason": "Issue 43646 is the broadest clean representative of the strongest duplicate subgroup: a generic Transformers 5 custom-model initialization regression, with 43645 as a narrower notebook-specific variant.", + "summary": "This set is mostly heterogeneous: a few clear duplicate subclusters exist, but most soft edges link different bugs or different model-specific regressions.", + "confidence": 0.84, + "canonical_issue_reason": "No single canonical issue cleanly covers the whole set. If forced to anchor one duplicate subcluster, issue 43646 is the best representative of the custom-model-initialization regression.", "canonical_pr_reason": null, - "best_issue_reason": "43646 is the most reusable triage anchor because it states the underlying regression at the right abstraction level without overfitting to one environment.", + "best_issue_reason": "Issue 43646 is the clearest and broadest representative of one of the true duplicate pairs, with a title that captures the underlying regression better than its narrower variant.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41553", "right": "issue:44488", "accept": false, - "reason": "Both involve loading problems, but they target different models and symptoms; no evidence of the same underlying bug." + "reason": "Different loading bugs and different models; both are import/load failures, but not the same underlying defect." }, { "left": "issue:44530", "right": "issue:44863", "accept": false, - "reason": "Different model families and different failure modes; too little to indicate one shared code-path bug." + "reason": "Different code paths and model families: Qwen3.5 PagedAttentionCache crash vs NemotronH checkpoint loading." }, { "left": "issue:44863", "right": "issue:46402", "accept": false, - "reason": "Both are model-loading complaints, but they concern unrelated architectures and likely different loader paths." + "reason": "Both are model-loading problems, but the affected models and failure modes are unrelated." }, { "left": "issue:43366", "right": "issue:43828", "accept": false, - "reason": "Unrelated topics: GGUF support versus autocast dtype mismatch on a different model." + "reason": "Unrelated regressions: GGUF architecture support vs autocast dtype mismatch." }, { "left": "issue:45325", "right": "issue:45902", "accept": false, - "reason": "Both touch rotary/position-related internals, but the bugs are distinct and in different models/code paths." + "reason": "Different rotary-embedding bugs in different models; no shared code-path evidence." }, { "left": "issue:43596", "right": "issue:46515", "accept": false, - "reason": "One is a specific ZeRO3+Bert IndexError; the other is a general torch-version incompatibility with no matching failure mode." + "reason": "BERT+ZeRO3 index error is unrelated to a generic torch version incompatibility report." }, { "left": "issue:43366", "right": "issue:43531", "accept": false, - "reason": "Same broad Qwen/MoE area, but one is GGUF support and the other is a sliding_window bug; not the same change." + "reason": "Both mention Qwen3-MoE, but one is GGUF/architecture support and the other is a sliding_window bug." }, { "left": "issue:44155", "right": "issue:45584", "accept": false, - "reason": "Different modalities and distinct symptoms; no clear shared code path." + "reason": "Both are audio-related, but one is batched embedding leakage and the other is empty-transcription generation failure." }, { "left": "issue:45663", "right": "issue:45823", "accept": false, - "reason": "Same model family, but one is an FSDP2 KeyError in attention and the other is a device-mapping mismatch; separate bugs." + "reason": "Different Gemma4 issues: FSDP2 shared_kv_states rebuild vs device_map forward mismatch." }, { "left": "issue:43638", "right": "issue:46515", "accept": false, - "reason": "The ZeRO3+Bert IndexError is concrete and specific, while 46515 is only a generic torch incompatibility report." + "reason": "The BERT ZeRO3 training/index error is not the same as a broad torch 2.4.1 incompatibility." }, { "left": "issue:43366", "right": "issue:44589", "accept": false, - "reason": "Completely different subsystems and error types." + "reason": "Completely different failures: GGUF support vs storage lookup for float8 tensors." }, { "left": "issue:43950", "right": "issue:45834", "accept": false, - "reason": "Both are loading-related, but one is about non-persistent buffers and the other is an OCR length/index problem." + "reason": "Different regressions: non-persistent buffer corruption vs Kosmos2.5 OCR long-input index error." }, { "left": "issue:43824", "right": "issue:43957", "accept": false, - "reason": "ImportError for a specific class versus meta-device loading breakage; different failures and likely different fixes." + "reason": "Both are load-time issues, but one is a missing export/import and the other is meta-device loading breakage." }, { "left": "issue:42915", "right": "issue:43957", "accept": false, - "reason": "Different model families and different failure mechanisms; only the general theme of loading/regression overlaps." + "reason": "Qwen3Moe FP8 failure and meta-device loading breakage are distinct bugs." }, { "left": "issue:44910", "right": "issue:46858", "accept": false, - "reason": "Both are runtime/caching problems, but one is a Qwen3.5 Flash Attention memory issue and the other is static-cache arithmetic on non-CUDA backends." + "reason": "FlashAttention 3D position_ids bug is unrelated to static-cache seq_length returning a device tensor." }, { "left": "issue:43716", "right": "issue:44560", "accept": false, - "reason": "Different models and unrelated symptoms; no shared bug is apparent." + "reason": "Different model-specific failures: dtype mismatch in Mistral-3 vs StopIteration in Qwen3-vl-embedding video handling." }, { "left": "issue:43645", "right": "issue:43646", "accept": true, - "reason": "Same Transformers 5 custom-model initialization regression; 43645 is just the Jupyter-specific report of the same underlying bug." + "reason": "Same custom-model-initialization regression in Transformers 5.0.0; the notebook mention is just a narrower repro variant." }, { "left": "issue:43550", "right": "issue:44910", "accept": false, - "reason": "Different models, different attention implementations, and different failure surfaces." + "reason": "Different subsystems and symptoms: SDPA+torch.compile on Bamba vs Qwen3.5 flash-attention position-id handling." }, { "left": "issue:44560", "right": "issue:45685", "accept": false, - "reason": "Unrelated failures: video embedding StopIteration versus an MPS histogram int-type issue." + "reason": "Unrelated bugs: Qwen3-vl video processing vs MPS histogram support for int tensors." }, { "left": "issue:42617", "right": "issue:43366", "accept": false, - "reason": "Different user-facing problems and no clear shared underlying code-path bug." + "reason": "No shared underlying bug; one is a script/runtime issue, the other is GGUF model architecture support." }, { "left": "issue:36010", "right": "issue:42915", "accept": false, - "reason": "ImportError for GenerationMixin versus Qwen3MoE FP8 failure; only a superficial Transformers context overlap." + "reason": "Importing GenerationMixin and Qwen3Moe FP8 failure are unrelated." }, { "left": "issue:44683", "right": "issue:46515", "accept": false, - "reason": "Different torch-version complaints with different scopes; not the same concrete bug." + "reason": "Torch 2.9 compiled flex_attention failure is not the same as a torch 2.4.1 compatibility issue." }, { "left": "issue:44560", "right": "issue:44918", "accept": false, - "reason": "One is a Qwen3-VL video StopIteration bug, the other is a training-time embedding unpacking issue." + "reason": "Both involve Qwen3.5/VL, but the failures are different: video StopIteration vs SFT embedding unpacking." }, { "left": "issue:45812", "right": "issue:46489", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different model families and appear to stem from different fixes." + "reason": "Both are tokenizer regressions, but for different model families and likely different fixes." }, { "left": "issue:45823", "right": "issue:46515", "accept": false, - "reason": "A Gemma4 device-mismatch bug is not the same as a generic torch incompatibility report." + "reason": "Gemma4 device-map mismatch is a distinct model-specific bug, not a generic torch version incompatibility." }, { "left": "issue:44661", "right": "issue:45823", "accept": false, - "reason": "Config-list handling versus device placement; no evidence of the same defect." + "reason": "Tokenizer-mapping validation and Gemma4 device placement are unrelated." }, { "left": "issue:38175", "right": "issue:43994", "accept": true, - "reason": "Same SigLIP2 model and same wrong-output symptom; one report is zero probabilities, the other is nonsensical outputs via AutoModel/pipeline, likely the same underlying bug." + "reason": "Same Siglip2-base-patch16-224 output regression; 43994 is the broader symptom description." }, { "left": "issue:44560", "right": "issue:44805", "accept": false, - "reason": "Different error shapes and different model/features; no strong duplication signal." + "reason": "Different Qwen3-vl issues: video StopIteration vs generic mask/tensor shape mismatch." }, { "left": "issue:45672", "right": "issue:46899", - "accept": true, - "reason": "Both describe Gemma4 4-bit multimodal inference failures caused by unsafe dtype handling in audio/vision embedders, so they plausibly share the same bug." + "accept": false, + "reason": "Both touch Gemma4 multimodal paths, but the quantization/dtype failures are separate." }, { "left": "issue:43632", "right": "issue:45834", "accept": false, - "reason": "Transformers 5 initialization flag regression versus a long-ocr-index error in Kosmos2.5; unrelated issues." + "reason": "Transformers v5 _is_hf_initialized regression is unrelated to Kosmos2.5 OCR indexing." }, { "left": "issue:44877", "right": "issue:45030", "accept": false, - "reason": "Both involve config loading, but they refer to different model configs and there is not enough evidence they are the same bug." + "reason": "Different config-validation failures affecting different models." }, { "left": "issue:42491", "right": "issue:43720", "accept": false, - "reason": "Different models and loading paths; both are version/loader regressions but not the same concrete code-path problem." + "reason": "LoRA/Qwen3_MoE hf4.x vs hf5.x compatibility and BitNet packed-weight loading are unrelated." }, { "left": "issue:43638", "right": "issue:44661", "accept": false, - "reason": "A ZeRO3+Bert IndexError is unrelated to add-new-model-like failing on TOKENIZER_MAPPING_NAMES." - }, - { - "left": "issue:43596", - "right": "issue:44661", - "accept": false, - "reason": "Different failure modes and different parts of the codebase; no shared underlying bug." + "reason": "BERT ZeRO3 initialization and TOKENIZER_MAPPING_NAMES behavior are different bugs." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet, and the accepted soft-edge pairs are phrased conservatively (\"likely\"/\"plausibly\") with title-level evidence. The rejected pairs also avoid overclaiming shared bugs when the evidence is only broad thematic overlap." + "feedback": "The summary is grounded in the packet and stays conservative. The two accepted duplicate pairs are plausibly the same underlying regressions, and the rejected soft edges mostly separate different models or distinct failure modes without overclaiming. The canonical/best-issue framing is cautious rather than overstated." }, "evaluator_used": true, "retried": false, @@ -2221,10 +2155,10 @@ "review_unit_count": 60, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-502", + "cluster_id": "cluster-10000-503", "nodes": [ "issue:38175", "issue:39692", @@ -2291,8 +2225,8 @@ "issue:44488|issue:44991", "issue:45507|issue:46468", "issue:43644|issue:43645", - "issue:39692|issue:43994", "issue:43257|issue:43854", + "issue:39692|issue:43994", "issue:43856|issue:43873", "issue:42491|issue:45292", "issue:43856|issue:44387", @@ -2302,25 +2236,25 @@ "issue:44960|issue:46050", "issue:46897|issue:46901", "issue:45488|issue:45812", - "issue:44164|issue:44291", "issue:45362|issue:45406", + "issue:44164|issue:44291", "issue:45276|issue:45335", "issue:44910|issue:45588" ], - "prepared_review_unit_hash": "1dc5cdf5522e080bd3db3a859f45c3aa0a4e61636442a52bbf040474202a6cfa", + "prepared_review_unit_hash": "e9180c94e465f630da16f6145ebfea62c8afdc548b19253f74f3c86e1a5f1270", "component_budget": { - "node_count": 502, - "item_count": 502, - "soft_pair_count": 1845, - "serialized_chars": 957282, - "estimated_input_tokens": 239321, - "estimated_eval_tokens": 478898 + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1849, + "serialized_chars": 959374, + "estimated_input_tokens": 239844, + "estimated_eval_tokens": 479944 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36655, + "serialized_chars": 36656, "estimated_input_tokens": 9164, "estimated_eval_tokens": 18584 }, @@ -2329,198 +2263,204 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a bundle of unrelated Transformers issues; only one soft pair looks like a true duplicate, while the rest differ by model, code path, or failure mode.", - "confidence": 0.74, - "canonical_issue_reason": "issue:43644 is the clearest true duplicate anchor in the set: issue:44534 is just a title variant of the same non-persistent-buffer junk regression in Transformers v5.", + "summary": "This cluster is heterogeneous, but one clear duplicate pair stands out around the v5 non-persistent-buffer regression. Most other soft pairs are only loosely related by subsystem or model family and should stay separate.", + "confidence": 0.78, + "canonical_issue_reason": "issue:43644 is the best canonical issue because it is the clearest, earliest, and most general report of the exact non-persistent-buffer corruption bug, which is duplicated by issue:44534.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43644 is the best representative issue here because it has the strongest duplicate signal and a concrete, well-scoped bug description.", + "best_issue_reason": "issue:43873 is the best global issue candidate outside the duplicate pair because it is the broadest active report in the offloading/quantization area and has strong discussion/inbound-references, but the overall cluster is too mixed for a single perfect canonical.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43317", "right": "issue:44756", "accept": false, - "reason": "Both mention memory/offload behavior, but one is a dequantized-model device_map/offload load failure and the other is Strix Halo mmap OOM; different bugs." + "reason": "Different failure modes: gpu+cpu offload/dequantized-model loading vs Strix Halo mmap/OOM mitigation." }, { "left": "issue:44661", "right": "issue:44805", "accept": false, - "reason": "Tokenizer-mapping failure vs tensor mask shape mismatch; no shared underlying code path is evident." + "reason": "Tokenizer-mapping failure and tensor mask-shape IndexError are unrelated bugs." }, { "left": "issue:38175", "right": "issue:39692", "accept": false, - "reason": "Same model family, but one is bad probabilities at inference and the other is a docs/example mismatch plus quantization failure; not the same bug." + "reason": "Both mention SigLIP2, but one is a zero-probability inference bug while the other is a documentation/example mismatch and quantization failure." }, { "left": "issue:43644", "right": "issue:44534", "accept": true, - "reason": "Same regression: both report Transformers v5 filling non-persistent buffers with junk, with only minor title wording differences." + "reason": "Same underlying v5 regression: non-persistent buffers being filled with junk, described with near-identical symptoms." }, { "left": "issue:41720", "right": "issue:42915", "accept": false, - "reason": "Different model and failure mode: CUDA assert with auto device mapping vs FineGrainedFP8Config load failure." + "reason": "Qwen3 device-map cuda assert on A800 is not the same bug as Qwen3Moe failing with FineGrainedFP8Config." }, { "left": "issue:42491", "right": "issue:45276", "accept": false, - "reason": "LoRA/qwen3_moe branch compatibility issue vs resize_token_embeddings not updating output embeddings; different defects." + "reason": "Different models and different symptoms: Qwen3 MoE HF4/HF5 LoRA incompatibility vs Gemma4 resize_token_embeddings behavior." }, { "left": "issue:42915", "right": "issue:44756", "accept": false, - "reason": "Qwen3Moe FP8 load failure vs Strix Halo mmap OOM; unrelated causes." + "reason": "FP8 Qwen3Moe load failure and Strix Halo mmap/OOM are unrelated." }, { "left": "issue:44960", "right": "issue:44977", "accept": false, - "reason": "Different models and different flash-attention symptoms; no evidence of the same code-path bug." + "reason": "GLM5 model-specific issue and Qwen3.5 flash-attention generation bug are distinct." }, { "left": "issue:44451", "right": "issue:44488", "accept": false, - "reason": "Both are load failures, but they affect different models and the reports do not indicate the same root cause." + "reason": "Both are model-loading failures, but they concern different checkpoints and there is not enough evidence they share one concrete root cause." }, { "left": "issue:44863", "right": "issue:46846", "accept": false, - "reason": "NemotronH checkpoint loading vs Qwen3.5 TP-plan OOM/shape error; unrelated issues." + "reason": "NemotronH checkpoint-loading failure is separate from the Qwen3.5 TP plan OOM/shape-error issue." }, { "left": "issue:46459", "right": "issue:46512", "accept": false, - "reason": "One is dtype being ignored for composite checkpoint loading; the other is stale config.dtype after from_config. Related theme, but different bugs." + "reason": "One is dtype being ignored on composite checkpoint load; the other is config.dtype staleness after from_config. Related area, not the same bug." }, { "left": "issue:45313", "right": "issue:45357", "accept": false, - "reason": "DeepSpeed ZeRO-3 weight loading failure vs incorrect visual encoder keys in save_pretrained; different code paths." + "reason": "ZeRO-3 language_model weight loading and incorrect visual-encoder save keys are different Qwen3.5 multimodal regressions." }, { - "left": "issue:44488", - "right": "issue:44991", + "left": "issue:45276", + "right": "issue:45335", "accept": false, - "reason": "Both are tokenizer/loading regressions, but they concern different models and no shared root cause is shown." + "reason": "Both involve resize_token_embeddings, but the reports target different model families and different affected submodules; not enough to merge confidently." }, { - "left": "issue:45507", - "right": "issue:46468", + "left": "issue:44910", + "right": "issue:45588", "accept": false, - "reason": "GraniteMoEHybrid invalid method call vs broken Nemotron example; not the same change or bug." + "reason": "Flash-attention crashes for Qwen3.5 packed-sequence misinterpretation vs sink-less model s_aux=None AttributeError are different code paths." }, { - "left": "issue:43644", - "right": "issue:43645", + "left": "issue:45488", + "right": "issue:45812", "accept": false, - "reason": "One is a buffer-initialization regression; the other is notebook custom-model initialization with a TypeError. Different failures." + "reason": "Both are tokenizer regressions in v5, but they affect different model families and likely different tokenizer rules." }, { - "left": "issue:39692", - "right": "issue:43994", + "left": "issue:44534", + "right": "issue:43645", "accept": false, - "reason": "Both involve SigLIP2, but one is an example/processor mismatch and quantization issue while the other is a nonsensical-results inference bug." + "reason": "Both mention v5 breakage, but one is buffer corruption while the other is custom-model initialization in notebooks." }, { "left": "issue:43257", "right": "issue:43854", "accept": false, - "reason": "Accelerate+deepspeed Qwen3 MOE conversion problem vs GLM-4.7-Flash unit-test loading issue; different models and failure modes." + "reason": "Qwen3 MoE weight conversion with accelerate+deepspeed is not the same as GLM-4.7-Flash unit-test loading failure." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Same model family, but the doc-example errors and nonsensical AutoModel/pipeline outputs are not clearly the same defect." }, { "left": "issue:43856", "right": "issue:43873", "accept": false, - "reason": "Both mention memory, but one is Qwen3 MoE training inefficiency and the other is quantization offload behavior; not the same bug." + "reason": "Both are Qwen3 MoE-related, but one is training-memory inefficiency and the other is quantization/offloading behavior." }, { "left": "issue:42491", "right": "issue:45292", "accept": false, - "reason": "Qwen3_moe hf4.x/hf5.x compatibility vs resize_token_embeddings not affecting output embeddings; unrelated." + "reason": "LoRA/HF-version incompatibility is unrelated to the resize_token_embeddings output_embeddings bug." }, { "left": "issue:43856", "right": "issue:44387", "accept": false, - "reason": "General memory inefficiency during training vs increased reserved memory under int4 quantization; different root causes." + "reason": "Qwen3 MoE training memory inefficiency is not the same bug as generic int4 reserved-memory/OOM regression in Transformers 5.x." }, { "left": "issue:43854", "right": "issue:43931", "accept": false, - "reason": "Different models and errors: GLM-4.7-Flash test loading vs Qwen3-VL shape mismatch." + "reason": "Different loading failures for different models and different error signatures." }, { "left": "issue:43708", "right": "issue:44075", "accept": false, - "reason": "Trainer checkpoint-resume math bug vs SGD argument handling bug; no overlap in the underlying defect." + "reason": "Trainer max_steps resume bug and SGD args not being used are unrelated training issues." }, { "left": "issue:42491", "right": "issue:45335", "accept": false, - "reason": "Different model families and different resize_token_embeddings symptoms; not the same issue." + "reason": "Qwen3 MoE version incompatibility is not the same as the t5gemma resize_token_embeddings regression." }, { "left": "issue:44960", "right": "issue:46050", "accept": false, - "reason": "GLM5 issue vs quantized save/load corruption after sinq; unrelated." + "reason": "GLM5 issue and sinq save/load quantization breakage are unrelated." }, { "left": "issue:46897", "right": "issue:46901", "accept": false, - "reason": "Both are training-loss double-shift reports, but they are model-specific and do not clearly share the same code path." + "reason": "Both are training-loss double-shift reports, but they concern different models and are not proven to share one implementation bug." }, { "left": "issue:45488", "right": "issue:45812", "accept": false, - "reason": "Tokenizer override bug for DeepSeek V3/R1 vs Granite token-id regression; different tokenization defects." + "reason": "Tokenizer behavior regressions, but the affected models and concrete failure modes differ." }, { - "left": "issue:44164", - "right": "issue:44291", + "left": "issue:45362", + "right": "issue:45406", "accept": false, - "reason": "Save/from_pretrained extra_state handling vs init_empty_weights TypeError from unexpected _is_hf_initialized; different paths." + "reason": "Chat crash for Qwen3.5-35B and Gemma4Processor missing _tokenizer are separate runtime errors." }, { - "left": "issue:45362", - "right": "issue:45406", + "left": "issue:44164", + "right": "issue:44291", "accept": false, - "reason": "Qwen3.5 chat crash vs Gemma4Processor missing _tokenizer in transformers serve; unrelated failures." + "reason": "save/from_pretrained extra_state handling and init_empty_weights _is_hf_initialized argument mismatch are distinct serialization/loading bugs." }, { "left": "issue:45276", "right": "issue:45335", "accept": false, - "reason": "Both are resize_token_embeddings complaints, but they affect different architectures and affected components; too model-specific to merge." + "reason": "Same general resize_token_embeddings theme, but the reports are model-specific enough that merging would be speculative." }, { "left": "issue:44910", "right": "issue:45588", "accept": false, - "reason": "Flash-attention crashes in different places for different reasons: packed-sequence misinterpretation vs s_aux=None AttributeError." + "reason": "Different flash-attention failures with different triggers and stack behaviors." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft pair, issue:43644 / issue:44534, is well supported by nearly identical titles about the same Transformers v5 non-persistent-buffer regression. The other verdicts appropriately avoid overclaiming duplicate status given only weak title/body overlap and differing models, paths, or failure modes." + "feedback": "The summary is grounded in the packet: 43644/44534 is a well-supported duplicate pair, and 43873 is a reasonable broad active issue candidate given its discussion/inbound references. The soft-edge verdicts stay conservative overall, with no clear overstatement of evidence." }, "evaluator_used": true, "retried": false, @@ -2536,10 +2476,10 @@ "review_unit_count": 60, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-502", + "cluster_id": "cluster-10000-503", "nodes": [ "issue:36010", "issue:39404", @@ -2621,214 +2561,220 @@ "issue:44402|issue:44451", "issue:43646|issue:43708" ], - "prepared_review_unit_hash": "ab6213dcb878cbfc3cd009d9655db1546b0da89c6ca440a8a5e575c0d8ef9011", + "prepared_review_unit_hash": "7cf82aa2fad691aca2651842bb08b1a23e1f11dd6bfff511c67e331c9be6758c", "component_budget": { - "node_count": 502, - "item_count": 502, - "soft_pair_count": 1845, - "serialized_chars": 957282, - "estimated_input_tokens": 239321, - "estimated_eval_tokens": 478898 + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1849, + "serialized_chars": 959374, + "estimated_input_tokens": 239844, + "estimated_eval_tokens": 479944 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36175, - "estimated_input_tokens": 9044, - "estimated_eval_tokens": 18344 + "serialized_chars": 36169, + "estimated_input_tokens": 9043, + "estimated_eval_tokens": 18342 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous. The only clearly duplicate-like subgroup is the resize_token_embeddings regression family, where issue 45292 is the broadest representative. No PRs are present.", - "confidence": 0.57, - "canonical_issue_reason": "Issue 45292 is the cleanest canonical for the only strong duplicate family here: it states the core resize_token_embeddings/output_embeddings failure in a model-agnostic way, while 45276 is a narrower Gemma4-specific variant.", + "summary": "Mostly a heterogeneous set of unrelated bug reports. The strongest duplicate pockets are around `resize_token_embeddings` propagation, tied `lm_head` weights in multimodal models, and a ModelOutput field assignment regression.", + "confidence": 0.79, + "canonical_issue_reason": "Issue 45292 is the cleanest generic formulation of the `resize_token_embeddings` propagation bug and overlaps directly with closely related variants (45276, 45335), making it the best canonical issue in this set.", "canonical_pr_reason": null, - "best_issue_reason": "45292 is the best cluster anchor because it captures the shared underlying symptom most generally and can subsume the more specific variant.", + "best_issue_reason": "Issue 45292 is the best representative because it states the core problem in the broadest, least model-specific way and can anchor the related resize-token-embedding duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44402", "right": "issue:44488", "accept": false, - "reason": "Both are load-time BERT-style failures, but the titles do not show the same concrete bug; 44488 is too vague to \u092a\u0941\u0937\u094d\u091f\u093f duplicate status." + "reason": "Both are loading/tokenizer problems, but they involve different models and no concrete shared code-path is evident." }, { "left": "issue:39692", "right": "issue:44960", "accept": false, - "reason": "Different models and different failure modes (SigLIP2 doc example vs GLM5), so not the same underlying issue." + "reason": "Completely different topics: SigLIP2 docs/example errors vs GLM5 model discussion." }, { "left": "issue:41720", "right": "issue:44155", "accept": false, - "reason": "CUDA assert in Qwen3 auto device mapping is unrelated to AudioFlamingo3 batch leakage." + "reason": "Different subsystems and failure modes: Qwen3 device-mapping CUDA assert vs AudioFlamingo3 batched inference leakage." }, { "left": "issue:45663", "right": "issue:45759", "accept": false, - "reason": "Both are model/config problems, but one is a Gemma4 FSDP attention bug and the other is a Qwen multimodal config unwrap issue; different code paths." + "reason": "One is Gemma4 FSDP/shared KV state handling, the other is Qwen multimodal config unwrapping; not the same bug." }, { "left": "issue:43404", "right": "issue:43454", - "accept": false, - "reason": "Both mention lm_head tying, but they affect different model families and appear to be separate model-specific initialization bugs." + "accept": true, + "reason": "Both report untied `lm_head` weights in multimodal generation models causing incorrect text generation; same underlying weight-tying bug." }, { "left": "issue:42947", "right": "issue:45704", "accept": false, - "reason": "Gradient checkpointing/LoRA and T5 apex RMSNorm memory leak are unrelated bugs." + "reason": "Gradient checkpointing/LoRA vs T5 apex RMSNorm memory leak are unrelated issues." }, { "left": "issue:43425", "right": "issue:43957", "accept": false, - "reason": "Torch version incompatibility is not the same as meta-device loading breakage." + "reason": "A broad version-compatibility complaint is not the same concrete bug as meta-device model loading failures." }, { "left": "issue:44291", "right": "issue:44756", "accept": false, - "reason": "Unexpected _is_hf_initialized argument during init_empty_weights is unrelated to mmap/OOM behavior on Strix Halo." + "reason": "`init_empty_weights` argument handling and Strix Halo mmap OOM are unrelated." }, { "left": "issue:43873", "right": "issue:44387", "accept": false, - "reason": "Both involve quantization and memory, but offloading failure and increased CUDA reserved memory OOM are different problems." + "reason": "Both mention quantization/memory, but one is offloading behavior and the other is increased reserved memory/OOM; different root causes." }, { "left": "issue:44079", "right": "issue:46829", - "accept": false, - "reason": "Generic ModelOutput key assignment bug is not the same as VideoPrism returning last_hidden_state in hidden_states." + "accept": true, + "reason": "Both point to incorrect `ModelOutput` field assignment/serialization behavior when an output key is `None` or mis-mapped." }, { "left": "issue:36010", "right": "issue:39404", "accept": false, - "reason": "GenerationMixin import error and Whisper return_language regression are distinct issues." + "reason": "Import error for `GenerationMixin` and Whisper `return_language` pipeline behavior are unrelated." }, { "left": "issue:45663", "right": "issue:45859", "accept": false, - "reason": "Gemma4 FSDP shared_kv_states error and Qwen3.5 MoE CPU offload incompatibility are different failures." + "reason": "Different model families and failures: Gemma4 shared KV rebuild vs Qwen3_5_Moe CPU offload incompatibility." }, { "left": "issue:44292", "right": "issue:44912", "accept": false, - "reason": "Different quantization formats and different symptoms; not the same bug." + "reason": "`init_empty_weights` initialization error and MXFP4 loading fallback are different code paths." }, { "left": "issue:44387", "right": "issue:44756", "accept": false, - "reason": "Int4 quantization OOM is unrelated to disabling mmap for Strix Halo." + "reason": "Both are OOM-related, but one is quantization memory behavior and the other is mmap-specific Strix Halo OOM; not the same bug." }, { "left": "issue:44155", "right": "issue:45823", "accept": false, - "reason": "Embedding/token leakage in AudioFlamingo3 does not match Gemma4 device-map mismatch." + "reason": "AudioFlamingo3 batch leakage and Gemma4 device mismatch are unrelated." }, { "left": "issue:42947", "right": "issue:43381", "accept": false, - "reason": "Both mention gradient checkpointing, but one is ineffective under PEFT LoRA and the other is an eval-mode restriction." + "reason": "Both mention gradient checkpointing, but one is ineffective training configuration and the other is eval-mode prohibition." }, { "left": "issue:43335", "right": "issue:45663", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug and Gemma4 FSDP attention bug are unrelated." + "reason": "SwitchTransformers sparse-layer config bug and Gemma4 FSDP attention state rebuild are unrelated." }, { "left": "issue:43957", "right": "issue:44756", "accept": false, - "reason": "Meta-device model loading and Strix Halo mmap/OOM are different issues." + "reason": "Both involve loading/memory, but one is meta-device loading and the other is mmap OOM mitigation; different problems." }, { "left": "issue:44863", "right": "issue:46468", "accept": false, - "reason": "NemotronH checkpoint loading and a broken Nemotron example are related by model family but not the same underlying bug." + "reason": "Same model family, but checkpoint loading failure and broken example are not clearly the same underlying bug." }, { "left": "issue:45276", "right": "issue:45292", "accept": true, - "reason": "Same underlying resize_token_embeddings regression; 45292 is the broader wording and 45276 is a Gemma4-specific instance with extra symptoms." + "reason": "These are the same `resize_token_embeddings` propagation bug, with 45276 being a model-specific variant of 45292." }, { "left": "issue:44479", "right": "issue:44877", "accept": false, - "reason": "Video-input regression across Qwen variants and strict granite_speech config loading are separate failures." + "reason": "Video-input regression for Qwen models and strict config loading for granite_speech are unrelated." }, { "left": "issue:43381", "right": "issue:44928", "accept": false, - "reason": "Eval-mode gradient checkpointing restriction is unrelated to the Qwen3.5 RLHF NaN explosion." + "reason": "Gradient checkpointing eval-mode issue and Qwen3.5 RLHF NaN explosion are distinct bugs." }, { "left": "issue:44164", "right": "issue:44756", "accept": false, - "reason": "extra_state save/load handling is unrelated to mmap/OOM behavior." + "reason": "`extra_state` save/load handling and Strix Halo mmap OOM are unrelated." }, { "left": "issue:42796", "right": "issue:46326", "accept": false, - "reason": "Tokenizer BPE marker handling and continue_final_message behavior are different tokenizer bugs." + "reason": "Both are tokenizer-related, but BPE-marker handling and `continue_final_message` behavior are different code paths." }, { "left": "issue:45684", "right": "issue:45698", "accept": false, - "reason": "Custom-model save permissions and loading the wrong custom module after save are separate problems." + "reason": "Custom-model save permissions and wrong custom-module reload after save are separate issues." }, { "left": "issue:45588", "right": "issue:45663", "accept": false, - "reason": "flash_attention s_aux=None crash and Gemma4 FSDP shared_kv_states error are unrelated." + "reason": "Flash-attention `s_aux=None` crash and Gemma4 shared KV state rebuilding are unrelated." }, { "left": "issue:43854", "right": "issue:45216", "accept": false, - "reason": "GLM4.7-Flash unit-test loading issue and Qwen3.5 save_pretrained regression are different code paths." + "reason": "Different regressions: unit-test model loading for GLM-4.7-Flash vs Qwen3.5 checkpoint save correctness." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Both report the same propagation failure of `resize_token_embeddings`, affecting different internal embedding/output modules." }, { "left": "issue:44402", "right": "issue:44451", "accept": false, - "reason": "Both are model-loading failures, but the specific tokenizer-vocab mismatch in 44402 is not clearly the same as the vague ScandiBERT load failure in 44451." + "reason": "Both are model-loading complaints, but they are different models and the specific failure is not shown to be the same." }, { "left": "issue:43646", "right": "issue:43708", "accept": false, - "reason": "Custom model initialization breakage in Transformers 5.0 and Trainer max_steps miscalculation on resume are unrelated." + "reason": "Transformers 5.0 custom initialization breakage and Trainer `max_steps` resume math are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The only clearly duplicate-like pair is 45276/45292, and treating 45292 as the broad canonical anchor is reasonable. The other soft-edge verdicts appropriately avoid overclaiming duplicate status, and no PR-pair mergeability issues arise because there are no PRs." + "feedback": "The summary is grounded in the packet and stays mostly conservative. The accepted duplicate pockets are well supported by the issue titles, especially the `resize_token_embeddings` cluster, the untied `lm_head` cluster, and the ModelOutput assignment cluster. The unrelated pairs are also appropriately rejected." }, "evaluator_used": true, "retried": false, @@ -2844,10 +2790,10 @@ "review_unit_count": 60, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-502", + "cluster_id": "cluster-10000-503", "nodes": [ "issue:36032", "issue:39404", @@ -2935,20 +2881,20 @@ "issue:44164|issue:46821", "issue:43596|issue:44683" ], - "prepared_review_unit_hash": "543b8cb0f8d22607da193f1d19a56993f2527593390a9bfaea2764669bf5e465", + "prepared_review_unit_hash": "67d34ebea9eddf1f156602f9fcd83ceb05ddabf7efb42738cba4999d0cb610bc", "component_budget": { - "node_count": 502, - "item_count": 502, - "soft_pair_count": 1845, - "serialized_chars": 957282, - "estimated_input_tokens": 239321, - "estimated_eval_tokens": 478898 + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1849, + "serialized_chars": 959374, + "estimated_input_tokens": 239844, + "estimated_eval_tokens": 479944 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 35, - "serialized_chars": 38430, + "serialized_chars": 38432, "estimated_input_tokens": 9608, "estimated_eval_tokens": 19472 }, @@ -2957,229 +2903,232 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is mostly a thematic cluster of Transformers v5 regressions, but the soft pairs are largely distinct bugs: tokenizer regressions, model-loading failures, dtype/device mismatches, memory issues, and docs-only problems. I don't see strong evidence that any of the listed pairs are true duplicates of the same concrete code-path bug.", - "confidence": 0.74, - "canonical_issue_reason": "Issue 43611 is the broadest representative of the set: a generic v5 model-loading regression, while most other issues are narrower model-specific or subsystem-specific breakages.", + "summary": "This cluster is mostly a loose set of Transformers v5 regression reports, especially around model/tokenizer loading, but most pairs are not true duplicates. One soft duplicate stands out: two training-loss double-shift reports for different models.", + "confidence": 0.39, + "canonical_issue_reason": "Issue 43611 is the broadest and most representative v5 regression report here: a concrete model-loading breakage centered on core loading behavior, which matches the dominant theme of the cluster better than the very model-specific reports.", "canonical_pr_reason": null, - "best_issue_reason": "43611 is the best umbrella issue for this cluster's overall theme, even though it is not a true duplicate of the others.", + "best_issue_reason": "43611 is the best single issue to represent this cluster because it is broad, concrete, and directly about a shared v5 loading regression theme.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46894", "right": "issue:46901", - "accept": false, - "reason": "Both mention training-loss shifting, but they are different models and likely separate model-specific implementations rather than one shared bug." + "accept": true, + "reason": "Both describe the same training-loss double-shift/off-by-one label shift bug; the model names differ, but the underlying fix path looks shared." }, { "left": "issue:43645", "right": "issue:44164", "accept": false, - "reason": "One is about custom model initialization in Jupyter, the other about save/from_pretrained handling of extra_state; different failure modes." + "reason": "Both involve model loading, but one is notebook custom-model initialization and the other is save/from_pretrained extra_state handling; different code paths." }, { "left": "issue:43828", "right": "issue:43957", "accept": false, - "reason": "Autocast dtype mismatch for Phi-tiny-MoE and meta-device loading breakage are different code paths and symptoms." + "reason": "Both are dtype/device mismatch reports, but they affect different mechanisms and model-loading paths." }, { "left": "issue:44589", "right": "issue:44756", "accept": false, - "reason": "Float8 storage lookup failure and Strix Halo mmap OOM are unrelated runtime/memory issues." + "reason": "Unrelated symptoms: missing Float8 storage vs mmap-related OOM on Strix Halo." }, { "left": "issue:46315", "right": "issue:46491", "accept": false, - "reason": "Tokenizer conversion slowdown is a performance regression; CodeLlama space stripping is a correctness regression." + "reason": "Tokenizer performance regression vs CodeLlama round-trip whitespace bug; not the same bug." }, { "left": "issue:45812", "right": "issue:46315", "accept": false, - "reason": "Granite token IDs are wrong, while the other issue is about slow lookup for added tokens; different bugs." + "reason": "Wrong token IDs for Granite models is a correctness regression; the other is a speed regression in slow tokenizers." }, { "left": "issue:43425", "right": "issue:43828", "accept": false, - "reason": "Torch version incompatibility is not the same as an autocast dtype mismatch in a specific model." + "reason": "Torch version incompatibility is not the same issue as a multimodal dtype mismatch." }, { "left": "issue:39404", "right": "issue:45701", "accept": false, - "reason": "Whisper pipeline return_language breakage and tokenization changes are different regressions." + "reason": "Whisper pipeline return_language regression and generic tokenization changes are different behaviors." }, { "left": "issue:44530", "right": "issue:45084", "accept": false, - "reason": "Qwen3.5 PagedAttentionCache failure and a template compilation TypeError are separate failures." + "reason": "PagedAttentionCache linear_attention crash and non-template-node compile failure are unrelated." }, { "left": "issue:39404", "right": "issue:46665", "accept": false, - "reason": "Pipeline return_language and from_pretrained inside Python classes are unrelated behaviors." + "reason": "Whisper pipeline behavior and from_pretrained-in-classes inconsistency are different bugs." }, { "left": "issue:43611", "right": "issue:43645", "accept": false, - "reason": "Both involve model loading, but one is a base_model_prefix regression and the other is notebook-defined custom model initialization." + "reason": "Both are v5 loading issues, but one is base_model_prefix handling and the other is custom-model init in notebooks." }, { "left": "issue:43425", "right": "issue:46869", "accept": false, - "reason": "Torch 2.10 incompatibility is not the same as YOLO multi-GPU device-map loading failure." + "reason": "Torch 2.10 incompatibility and YOLO multi-GPU device_map issues do not share the same code-path problem." }, { "left": "issue:44683", "right": "issue:45823", "accept": false, - "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 device mismatch are different subsystems." + "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 device mismatch are separate regressions." }, { "left": "issue:43425", "right": "issue:45823", "accept": false, - "reason": "A general torch version incompatibility is not the same as a specific forward-pass device mismatch." + "reason": "A library version compatibility issue is not the same as a model-specific device mismatch bug." }, { "left": "issue:43425", "right": "issue:43716", "accept": false, - "reason": "Torch compatibility and multimodal dtype mismatch are distinct issues." + "reason": "Different failures: torch compatibility vs Mistral-3 dtype mismatch." }, { "left": "issue:44479", "right": "issue:44805", "accept": false, - "reason": "Video-input regression for Qwen models and mask shape mismatch are different model/path failures." + "reason": "Video input regression and mask-shape IndexError are distinct failures." }, { "left": "issue:43906", "right": "issue:44530", "accept": false, - "reason": "An isolated reproduction of another issue is not the same as the Qwen3.5 cache crash." + "reason": "An isolated reproduction issue and a Qwen3.5 cache crash are unrelated." }, { "left": "issue:44589", "right": "issue:45084", "accept": false, - "reason": "Float8 storage lookup and template compilation errors are unrelated." + "reason": "Float8 storage lookup failure and compile-template-node error are different bugs." }, { "left": "issue:43901", "right": "issue:44509", "accept": false, - "reason": "Both are docs-related, but they concern different removed or changed pipeline APIs." + "reason": "Both are docs-related, but they concern different pipeline APIs and different removals." }, { "left": "issue:43994", "right": "issue:44079", "accept": false, - "reason": "SigLIP2 bad outputs and ModelOutput key assignment are different bugs in different layers." + "reason": "Incorrect SigLIP2 outputs and ModelOutput key assignment are unrelated." }, { "left": "issue:36032", "right": "issue:43452", "accept": false, - "reason": "Tokenizer method-name conflict and gguf loading breakage are separate tokenizer/loading issues." + "reason": "Tokenizer method conflict and gguf_file loading failures are different loading problems." }, { "left": "issue:44265", "right": "issue:44898", "accept": false, - "reason": "torch.export with torch_compilable_check and Perceiver non-default-resolution failure are unrelated." + "reason": "torch.export failure via torch_compilable_check is unrelated to Perceiver resolution/interpolation behavior." }, { "left": "issue:39404", "right": "issue:44912", "accept": false, - "reason": "Whisper pipeline regression and MXFP4 quantization loading fallback are different problems." + "reason": "Whisper pipeline regression and MXFP4 quantization fallback are unrelated." }, { "left": "issue:46050", "right": "issue:46326", "accept": false, - "reason": "Post-save quantization corruption and continue_final_message behavior are unrelated." + "reason": "Quantized save/load breakage and mistral_common continue_final_message behavior are different code paths." }, { "left": "issue:44164", "right": "issue:45759", "accept": false, - "reason": "extra_state save/load handling and unwrapping text_config in composite configs are different loading paths." + "reason": "extra_state save/load handling and composite Qwen config unwrapping are distinct model-loading bugs." }, { "left": "issue:43906", "right": "issue:46326", "accept": false, - "reason": "These do not describe the same code path or failure mode." + "reason": "No meaningful overlap beyond both being issue reports about Transformers behavior." }, { "left": "issue:44671", "right": "issue:44991", "accept": false, - "reason": "CamemBERT masked-LM predictions and tokenizer loading for est-roberta are separate regressions." + "reason": "CamemBERT MLM prediction regression and tokenizer-loading failure for est-roberta are not the same bug." }, { "left": "issue:44991", "right": "issue:45081", "accept": false, - "reason": "Both touch tokenizers, but one is a model tokenizer load failure and the other is a mistral regex patch crash." + "reason": "Both involve tokenizer loading, but one is est-roberta tokenizer init and the other is Mistral regex patching." }, { "left": "issue:45823", "right": "issue:46899", "accept": false, - "reason": "Gemma4 device mismatch during forward and unsafe dtype casting in multimodal embedders are different bugs." + "reason": "Gemma4 device_map mismatch and Gemma4 multimodal 4-bit dtype cast are different failure modes." }, { "left": "issue:43299", "right": "issue:43931", "accept": false, - "reason": "Both involve Qwen3-VL loading, but the titles point to different concrete failures: MoE loading vs weight-shape mismatch." + "reason": "Both are Qwen3-VL load issues, but one is a dev0 regression and the other is a shape-mismatch report; not clearly the same fix." }, { "left": "issue:45479", "right": "issue:46894", "accept": false, - "reason": "Degenerate zero loss with num_labels=1 is not the same as a training-loss double-shift bug." + "reason": "Single-label classification zero-loss bug and double-shift training-loss bug are different issues." }, { "left": "issue:43856", "right": "issue:44756", "accept": false, - "reason": "MoE training memory inefficiency and mmap OOM avoidance are different performance/memory issues." + "reason": "Qwen3 MoE memory usage and Strix Halo mmap OOM are unrelated." }, { "left": "issue:45479", "right": "issue:46897", "accept": false, - "reason": "Zero-loss classification and Florence2 label shifting are different loss bugs." + "reason": "Classification-loss degeneracy and Florence2 double-shift are different underlying bugs." }, { "left": "issue:44164", "right": "issue:46821", "accept": false, - "reason": "extra_state save/load and TimesFM window_size AttributeError are unrelated." + "reason": "save/from_pretrained extra_state and TimesFM window_size AttributeError are unrelated." }, { "left": "issue:43596", "right": "issue:44683", "accept": false, - "reason": "Deepspeed ZeRO3/BertModel index error and compiled flex_attention on newer torch are separate failures." + "reason": "Deepspeed zero3 BertModel indexing error and compiled flex_attention failure are unrelated." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall: the packet does support a loose cluster of v5 regression reports, mostly around loading/tokenizer behavior, with most pairs clearly not duplicates. The one accepted soft pair (46894/46901) is plausible from the shared double-shift symptom and remains conservatively phrased." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -3191,10 +3140,10 @@ "review_unit_count": 60, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-502", + "cluster_id": "cluster-10000-503", "nodes": [ "issue:34567", "issue:36032", @@ -3204,7 +3153,9 @@ "issue:42175", "issue:42796", "issue:42915", + "issue:43262", "issue:43317", + "issue:43377", "issue:43404", "issue:43421", "issue:43452", @@ -3218,7 +3169,6 @@ "issue:43645", "issue:43646", "issue:43716", - "issue:43746", "issue:43883", "issue:44206", "issue:44220", @@ -3264,8 +3214,8 @@ "issue:34567|issue:40444", "issue:43541|issue:45084", "issue:40444|issue:46326", - "issue:42175|issue:46178", "issue:43582|issue:43632", + "issue:42175|issue:46178", "issue:44206|issue:44220", "issue:36032|issue:43645", "issue:44811|issue:45584", @@ -3274,60 +3224,60 @@ "issue:43883|issue:44488", "issue:43317|issue:43482", "issue:45084|issue:45507", - "issue:43746|issue:46326" + "issue:43262|issue:43377" ], - "prepared_review_unit_hash": "80a80d20fe515fac0ae4deb668572901fe2f2246bbdc7f0afc7298cccfe715b2", + "prepared_review_unit_hash": "8599be64042bb9aa8315b2959d7a60b8ece7b8a1443f4906dca0fdb368ceee67", "component_budget": { - "node_count": 502, - "item_count": 502, - "soft_pair_count": 1845, - "serialized_chars": 957282, - "estimated_input_tokens": 239321, - "estimated_eval_tokens": 478898 + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1849, + "serialized_chars": 959374, + "estimated_input_tokens": 239844, + "estimated_eval_tokens": 479944 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36115, - "estimated_input_tokens": 9029, - "estimated_eval_tokens": 18314 + "serialized_chars": 36733, + "estimated_input_tokens": 9184, + "estimated_eval_tokens": 18624 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a grab-bag of mostly unrelated transformers issues (tokenizer loading, model init, Whisper, Qwen/Mistral/CLIP, backend/runtime regressions). None of the soft pairs look like the same underlying bug/change closely enough to merge.", - "confidence": 0.94, - "canonical_issue_reason": null, + "summary": "This cluster is a loose collection of Transformers regressions, mostly around tokenizer/model loading and a few unrelated audio/offload/tracing issues. The soft pairs share themes but not the same concrete bug, so none are safe duplicates.", + "confidence": 0.72, + "canonical_issue_reason": "issue:44462 is the broadest tokenizer-loading regression in the set and is the best anchor for the nearby tokenizer-related failures.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:44462 best represents the cluster because several other items are adjacent to tokenizer loading / tokenizer.json behavior, even if they are not exact duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44488", "right": "issue:45081", "accept": false, - "reason": "Both touch tokenizer loading, but 44488 is about AutoTokenizer ignoring tokenizer.json for a specific repo, while 45081 is a Mistral regex patch crash from missing backend_tokenizer. Different failure modes." + "reason": "Both involve tokenizer loading, but one is a repo-specific load failure and the other is a Mistral regex/backend_tokenizer crash; different bugs." }, { "left": "issue:44488", "right": "issue:44987", "accept": false, - "reason": "Both are model/tokenizer load failures on newer transformers, but they concern different repos and distinct bugs. No shared concrete code-path." + "reason": "Same broad area (model/tokenizer loading) but different repos and failure modes; not the same underlying defect." }, { "left": "issue:43611", "right": "issue:43644", "accept": false, - "reason": "Both are v5 regressions, but one is model loading with base_model_prefix and the other is junk-filled non-persistent buffers. Separate initialization/loading issues." + "reason": "One is model loading with base_model_prefix; the other is non-persistent buffers filled with junk. Distinct regression." }, { "left": "issue:44462", "right": "issue:46489", "accept": false, - "reason": "Both involve tokenizer behavior, but one is repo tokenizer.json discovery and the other is a DeepSeek-Coder tokenizer output regression tied to a specific prior fix gap." + "reason": "Both touch tokenizer behavior, but 46489 is a DeepSeek-Coder output regression tied to a prior fix gap, not the same issue as ignoring tokenizer.json." }, { "left": "issue:42796", @@ -3339,151 +3289,151 @@ "left": "issue:36032", "right": "issue:42915", "accept": false, - "reason": "T5 tokenizer method-name conflict and Qwen3Moe FineGrainedFP8Config failure are unrelated." + "reason": "T5 tokenizer class loading conflict vs Qwen3Moe FP8 config failure; no shared code path." }, { "left": "issue:46285", "right": "issue:46402", "accept": false, - "reason": "CLIP text-model structure inconsistency and Sam3Model text-encoder weight loading are different model-specific regressions." + "reason": "CLIP text-model structure inconsistency and Sam3 text encoder weights not loading are separate model-specific regressions." }, { "left": "issue:39404", "right": "issue:44671", "accept": false, - "reason": "Whisper pipeline return_language regression and CamemBERT masked-LM prediction bug are unrelated." + "reason": "Whisper return_language pipeline behavior and CamemBERT masked-LM predictions are unrelated." }, { "left": "issue:43716", "right": "issue:45084", "accept": false, - "reason": "Mistral-3 dtype mismatch in image preprocessing and a template-node compilation TypeError are different code paths." + "reason": "Image preprocessor dtype mismatch and template-compilation error are different subsystems and failures." }, { "left": "issue:43643", "right": "issue:44530", "accept": false, - "reason": "AutoConfig trust_remote_code missing fields and PagedAttentionCache invalid group type are unrelated." + "reason": "AutoConfig trust_remote_code field loss vs PagedAttentionCache linear_attention crash are unrelated." }, { "left": "issue:44737", "right": "issue:45859", "accept": false, - "reason": "Both mention device/offload behavior, but one is XLNet CPU arange placement and the other is a Qwen3.5 MoE rotary embedding offload incompatibility. Different bugs." + "reason": "Both are CPU/offload related, but XLNet positional encoding and Qwen3_5Moe rotary embedding are different code paths and model families." }, { "left": "issue:44661", "right": "issue:44683", "accept": false, - "reason": "Token list/model-mapping issue and torch>=2.9 flex_attention compilation failure are unrelated." + "reason": "Tokenization mapping-name issue vs torch flex_attention compilation failure; no common bug." }, { "left": "issue:40990", "right": "issue:43421", "accept": false, - "reason": "Perplexity regression on gpt-oss-20b and runtime special-token post-processor staleness are different problems." + "reason": "Perplexity regression on gpt-oss-20b is unrelated to runtime post-processor updates in TokenizersBackend." }, { "left": "issue:42915", "right": "issue:44530", "accept": false, - "reason": "Qwen3Moe FP8 config failure and Qwen3.5 PagedAttentionCache crash are separate model/runtime issues." + "reason": "Both mention Qwen, but FP8 config failure and linear_attention cache crash are different concrete problems." }, { "left": "issue:44451", "right": "issue:44987", "accept": false, - "reason": "Both are model-loading failures, but for different models and different symptoms; not the same underlying bug." + "reason": "Both are load failures, but they affect different models and likely different root causes." }, { "left": "issue:43644", "right": "issue:43646", "accept": false, - "reason": "Both are v5 custom-model regressions, but one is junk non-persistent buffers and the other is custom initialization breaking. Too broad and not the same concrete bug." + "reason": "Non-persistent buffer initialization junk and custom model initialization failures are related only by version, not by the same bug." }, { "left": "issue:34567", "right": "issue:40444", "accept": false, - "reason": "TrainerState token counting and Qwen2.5-VL iterable-dataset multi-image finetuning are unrelated." + "reason": "Trainer token counting and Qwen2.5-VL iterable dataset handling are unrelated training bugs." }, { "left": "issue:43541", "right": "issue:45084", "accept": false, - "reason": "Torch dynamo grouped_mm error on Mixtral and a template-node compilation TypeError are unrelated compile/runtime bugs." + "reason": "Grouped_mm tracing error in Mixtral and non-template node compilation error are different torch/dynamo issues." }, { "left": "issue:40444", "right": "issue:46326", "accept": false, - "reason": "Multi-image IterableDataset finetuning failure and mistral_common continue_final_message behavior are unrelated." + "reason": "IterableDataset multi-image finetuning failure and mistral_common continue_final_message behavior are unrelated." }, { - "left": "issue:42175", - "right": "issue:46178", + "left": "issue:43582", + "right": "issue:43632", "accept": false, - "reason": "Missing tensorflow in a torch extra and undefined tensorflow_text backend are different packaging/backend issues." + "reason": "AppleSilicon warmup TypeError and _is_hf_initialized flag regression are separate initialization/offload problems." }, { - "left": "issue:43582", - "right": "issue:43632", + "left": "issue:42175", + "right": "issue:46178", "accept": false, - "reason": "Apple Silicon caching_allocator_warmup TypeError and _is_hf_initialized flag regression are unrelated." + "reason": "Missing tensorflow in torch extra and undefined tensorflow_text backend are packaging/backend-mapping issues, not the same bug." }, { "left": "issue:44206", "right": "issue:44220", "accept": false, - "reason": "Both are audio-feature-extraction related, but one is a specific unsupported center arg in LasrFeatureExtractor and the other is a generic _torch_extract_fbank_features() issue; insufficient evidence they are the same bug." + "reason": "Both are audio feature-extraction related, but one is an unsupported center arg in LasrFeatureExtractor and the other is a separate _torch_extract_fbank_features issue." }, { "left": "issue:36032", "right": "issue:43645", "accept": false, - "reason": "T5Tokenizer add_special_tokens conflict and notebook custom-model initialization regression are unrelated." + "reason": "Tokenizer method-name conflict and notebook custom-model initialization are unrelated." }, { "left": "issue:44811", "right": "issue:45584", "accept": false, - "reason": "Both involve Whisper/token special-token handling, but one is batch_decode ignoring skip_special_tokens and the other is empty-transcription failure after align_special_tokens. Not the same concrete bug." + "reason": "Whisper batch_decode skip_special_tokens handling and empty-transcription generation after align_special_tokens are different failures." }, { "left": "issue:43452", "right": "issue:43482", "accept": false, - "reason": "Both are GGUF-related load failures, but one concerns gguf_file support in auto classes and the other is a specific Qwen2.5-GGUF v5 loading regression." + "reason": "GGUF file handling in from_pretrained and Qwen2.5-GGUF loading failure are related only at a very broad level, not the same defect." }, { "left": "issue:44987", "right": "issue:44991", "accept": false, - "reason": "Both are newer-version tokenizer/model load failures, but they affect different repos and likely different tokenizer conversion paths." + "reason": "Different repository/model load failures with no evidence of a shared code-path bug." }, { "left": "issue:43883", "right": "issue:44488", "accept": false, - "reason": "Molmo missing all_tied_weights_keys and ScandiBERT loading failure are unrelated." + "reason": "Missing all_tied_weights_keys and inability to load a tokenizer repo are unrelated." }, { "left": "issue:43317", "right": "issue:43482", "accept": false, - "reason": "device_map/offload dequantized-model loading and Qwen2.5-GGUF loading are separate loading regressions." + "reason": "Dequantized model offload failure and Qwen2.5-GGUF loading failure are distinct loading problems." }, { "left": "issue:45084", "right": "issue:45507", "accept": false, - "reason": "Template compilation error and GraniteMoEHybrid invalid method call are unrelated." + "reason": "Template compilation failure and GraniteMoEHybrid invalid method call are different bugs." }, { - "left": "issue:43746", - "right": "issue:46326", + "left": "issue:43262", + "right": "issue:43377", "accept": false, - "reason": "PEFT checkpoint loading for GraniteSpeech and Whisper continue_final_message behavior are unrelated." + "reason": "Default audio sampling-rate behavior and MIMI padding-mask mismatch are separate audio bugs." } ] }, @@ -3502,19 +3452,17 @@ "review_unit_count": 60, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-502", + "cluster_id": "cluster-10000-503", "nodes": [ "issue:28530", "issue:34567", "issue:36032", - "issue:40444", "issue:41720", "issue:42915", "issue:43089", - "issue:43262", "issue:43322", "issue:43377", "issue:43404", @@ -3524,6 +3472,7 @@ "issue:43645", "issue:43646", "issue:43742", + "issue:43746", "issue:43792", "issue:43819", "issue:43883", @@ -3551,13 +3500,14 @@ "issue:45357", "issue:45987", "issue:46315", + "issue:46326", "issue:46661", "issue:46821", "issue:46869", "issue:46899" ], "soft_pairs": [ - "issue:43262|issue:43377", + "issue:43746|issue:46326", "issue:43646|issue:44534", "issue:43645|issue:46661", "issue:44403|issue:45081", @@ -3569,233 +3519,226 @@ "issue:44464|issue:45987", "issue:43883|issue:44991", "issue:44987|issue:45081", - "issue:43994|issue:44610", "issue:28530|issue:34567", - "issue:42915|issue:44291", + "issue:43994|issue:44610", "issue:44008|issue:46899", + "issue:42915|issue:44291", "issue:44451|issue:45081", "issue:36032|issue:43742", - "issue:44062|issue:44987", "issue:44265|issue:44610", + "issue:44062|issue:44987", "issue:43089|issue:45987", "issue:43322|issue:43540", "issue:44479|issue:45325", "issue:42915|issue:44589", - "issue:36032|issue:41720", "issue:43632|issue:46821", + "issue:36032|issue:41720", "issue:44991|issue:46315", "issue:43531|issue:44877", - "issue:45216|issue:45357", - "issue:40444|issue:45325" + "issue:45216|issue:45357" ], - "prepared_review_unit_hash": "c6134f89ff2bce2cfb92e775e83d40516736928ce60daa55cff70b127b770e64", + "prepared_review_unit_hash": "10d51b9267c152ddaf039a67b9a49f2712ffeb378bc9d6787454d7db28b00fdf", "component_budget": { - "node_count": 502, - "item_count": 502, - "soft_pair_count": 1845, - "serialized_chars": 957282, - "estimated_input_tokens": 239321, - "estimated_eval_tokens": 478898 + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1849, + "serialized_chars": 959374, + "estimated_input_tokens": 239844, + "estimated_eval_tokens": 479944 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36936, - "estimated_input_tokens": 9234, - "estimated_eval_tokens": 18724 + "soft_pair_count": 29, + "serialized_chars": 36615, + "estimated_input_tokens": 9154, + "estimated_eval_tokens": 18564 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a loose lexical match around Transformers v5 regressions, but the paired issues have different root causes and code paths. I would reject all soft edges; none look like true duplicates or mergeable fixes.", - "confidence": 0.84, - "canonical_issue_reason": "issue:43646 is the broadest and most representative v5 regression here: it covers custom model initialization breakage, a theme echoed by several nearby issues.", + "summary": "This cluster is a loose collection of Transformers issues, mostly around v5 regressions in model/tokenizer loading, initialization, and a few unrelated model-specific bugs. The soft pairs are thematically similar in places, but they do not look like the same underlying defect.", + "confidence": 0.72, + "canonical_issue_reason": "issue:43632 is the best umbrella candidate because it describes a core v5 initialization regression (`_is_hf_initialized`) that overlaps with several later custom-model loading failures, making it the most representative upstream bug in the set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the best overall representative because it is user-facing, general, and closest to the dominant Transformers v5 initialization/loading regression pattern in this set.", + "best_issue_reason": "issue:43632 is the strongest cluster representative: broad, upstream, and closest to multiple v5 initialization/load breakages. It is still not a clean duplicate target for the whole cluster, just the best anchor issue.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43262", - "right": "issue:43377", + "left": "issue:43746", + "right": "issue:46326", "accept": false, - "reason": "Audio chat-template sample-rate defaulting and MIMI batch/padding-mask mismatch are unrelated bugs in different components." + "reason": "Both are tokenizer/model-loading problems, but one is PEFT local checkpoint loading for GraniteSpeech and the other is `continue_final_message` behavior for mistral_common tokenizers; different code paths and symptoms." }, { "left": "issue:43646", "right": "issue:44534", "accept": false, - "reason": "Custom model initialization breakage and non-persistent buffer initialization are different v5 regressions with different failure modes." + "reason": "Both mention Transformers v5 breaking behavior, but one is about custom model initialization and the other is non-persistent buffers being filled with junk; not the same bug." }, { "left": "issue:43645", "right": "issue:46661", "accept": false, - "reason": "Both involve model initialization, but one is a Jupyter/custom-model init issue and the other is remote-code config_class handling; distinct root causes." + "reason": "Both concern custom/remote-code model initialization, but one is a Jupyter/notebook custom model init regression and the other is `AutoModel.from_pretrained` failing on remote-code models due to missing `config_class`; related area, different defect." }, { "left": "issue:44403", "right": "issue:45081", "accept": false, - "reason": "General loading noise and a tokenizer regex patch crash are not the same bug." + "reason": "One is about loading noise/logging, the other is a tokenizer regex patch crash; unrelated failure modes." }, { "left": "issue:42915", "right": "issue:45084", "accept": false, - "reason": "Qwen3-MoE FP8 loading failure and a Jinja/template compilation error are unrelated." + "reason": "These are distinct Qwen3MoE and template-compilation errors; no shared concrete code path beyond both being runtime errors." }, { "left": "issue:44849", "right": "issue:45325", "accept": false, - "reason": "Different Qwen model families and different bugs: hidden-state output issue vs rope-index scaling." + "reason": "Both involve Qwen3.5/Qwen2.5-VL model behavior, but one is about `output_hidden_states` and the other about still-image RoPE scaling; different model logic." }, { "left": "issue:43377", "right": "issue:43819", "accept": false, - "reason": "MIMI padding-mask behavior and DAC from_latents/STE mismatch are separate audio-model defects." + "reason": "Both describe encoder/decoder mismatch-type bugs, but one is MIMI batched-vs-single padding mask behavior and the other is DAC `from_latents` vs forward pass with missing STE; not the same underlying issue." }, { "left": "issue:43792", "right": "issue:46869", "accept": false, - "reason": "Whisper runtime failure and YOLO multi-GPU device-map failure are unrelated." + "reason": "Both are model execution failures, but one is Whisper not running and the other is YOLO multi-GPU device-map auto failure; unrelated models/code paths." }, { "left": "issue:43404", "right": "issue:44466", "accept": false, - "reason": "One is tied lm_head weights not being tied; the other is inconsistent serialization of lm_head.weight. Related area, but not the same underlying bug." + "reason": "One is a missing tie for `lm_head.weight` in Mistral3, the other is inconsistent serialization of `lm_head.weight` depending on device; related theme, but different bug surface and behavior." }, { "left": "issue:44464", "right": "issue:45987", "accept": false, - "reason": "Chunked generation inconsistency under compiled forward and StaticCache.get_seq_length returning a tensor are different code paths." + "reason": "Chunked generation inconsistency under compiled forward is a generation/runtime issue; `StaticCache.get_seq_length()` returning a tensor is a cache API contract bug." }, { "left": "issue:43883", "right": "issue:44991", "accept": false, - "reason": "Missing all_tied_weights_keys for Molmo and tokenizer loading failure for est-roberta are unrelated." + "reason": "One is a missing `all_tied_weights_keys` attribute on a model class; the other is a tokenizer-loading failure for EMBEDDIA/est-roberta. Similar v5 breakage category, but not the same defect." }, { "left": "issue:44987", "right": "issue:45081", "accept": false, - "reason": "Loading a remote-code model and Mistral tokenizer regex patching are different failures." - }, - { - "left": "issue:43994", - "right": "issue:44610", - "accept": false, - "reason": "Siglip2 AutoModel/pipeline nonsense outputs and OmDet processor size mismatch are unrelated multimodal issues." + "reason": "Both are loading-related regressions, but one is a generic v5.1.0 model load failure and the other is a specific Mistral tokenizer regex patch crash; different code paths." }, { "left": "issue:28530", "right": "issue:34567", "accept": false, - "reason": "Early stopping metric selection and num_input_tokens_seen not updating are unrelated training-state bugs." + "reason": "Early stopping metric selection and `num_input_tokens_seen` tracking are unrelated Trainer issues." }, { - "left": "issue:42915", - "right": "issue:44291", + "left": "issue:43994", + "right": "issue:44610", "accept": false, - "reason": "Both touch loading, but one is Qwen3-MoE FP8-related and the other is init_empty_weights/_is_hf_initialized argument handling." + "reason": "One is a bad AutoModel/pipeline output issue for SigLIP2, the other is processor/model input-size mismatch for OmDet-Turbo; different model families and bugs." }, { "left": "issue:44008", "right": "issue:46899", "accept": false, - "reason": "Gemma3n variable-name collision and Gemma4 4-bit multimodal dtype casting are different bugs." + "reason": "Gemma3n variable-name collision in forward is unrelated to Gemma4 quantization dtype-cast failures, despite both being multimodal model bugs." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "Both are initialization/model-loading regressions, but one is Qwen3Moe FineGrainedFP8Config failure and the other is `init_empty_weights` rejecting `_is_hf_initialized`; similar area, different concrete issue." }, { "left": "issue:44451", "right": "issue:45081", "accept": false, - "reason": "Both are loading issues, but ScandiBERT loading and Mistral regex patch failure have different causes." + "reason": "ScandiBERT loading failure and Mistral tokenizer regex patch crash are different tokenizer/model-loading bugs." }, { "left": "issue:36032", "right": "issue:43742", "accept": false, - "reason": "T5 tokenizer special-token conflict and MobileLLM key error are different model/tokenizer loading problems." + "reason": "T5 tokenizer `add_special_tokens` name conflict and MobileLLM key error are separate model/tokenizer loading issues." }, { - "left": "issue:44062", - "right": "issue:44987", + "left": "issue:44265", + "right": "issue:44610", "accept": false, - "reason": "AddedToken special-kwarg duplication and remote-code model loading failure are not the same bug." + "reason": "`torch.export.export` failing on `torch_compilable_check` is an export/runtime issue; OmDet-Turbo is a processor input-size bug." }, { - "left": "issue:44265", - "right": "issue:44610", + "left": "issue:44062", + "right": "issue:44987", "accept": false, - "reason": "torch.export failures from torch_compilable_check and an OmDet input-size regression are unrelated." + "reason": "`AddedToken(..., special=...)` duplicate-argument error is a tokenizer construction bug; `physical-intelligence/fast` loading failure is broader and not the same root cause." }, { "left": "issue:43089", "right": "issue:45987", "accept": false, - "reason": "Generation performance overhead and StaticCache return-type mismatch are different issues." + "reason": "Generation GPU-sync/dispatch overhead is a performance problem; `StaticCache.get_seq_length()` shape mismatch is an API correctness bug." }, { "left": "issue:43322", "right": "issue:43540", "accept": false, - "reason": "Llava Next loading segfault and Qwen3OmniMoe video-processing ValueError are different multimodal failures." + "reason": "Llava Next loading segfault and Qwen3OmniMoe video-processing `ValueError` are both multimodal, but they fail in different subsystems and are not the same bug." }, { "left": "issue:44479", "right": "issue:45325", "accept": false, - "reason": "Both involve Qwen VL/video behavior, but one is a video-input regression and the other is still-image temporal position scaling; not the same bug." + "reason": "Both affect Qwen multimodal models, but one is a v5.3.0 video-input regression and the other is a RoPE-index scaling issue for still images; distinct logic." }, { "left": "issue:42915", "right": "issue:44589", "accept": false, - "reason": "FP8 config loading and missing Float8 storage are distinct CUDA/serialization problems." + "reason": "Qwen3Moe FP8 config failure and `Float8_e4m3fnStorage` deserialization/storage lookup failure are unrelated low-level errors." }, { - "left": "issue:36032", - "right": "issue:41720", + "left": "issue:43632", + "right": "issue:46821", "accept": false, - "reason": "Tokenizer construction conflict and Qwen3 auto device mapping cudaErrorAssert are unrelated." + "reason": "Both are v5-era API regressions, but one is core `_is_hf_initialized` initialization breakage and the other is a TimesFM `window_size` attribute error; not the same code path." }, { - "left": "issue:43632", - "right": "issue:46821", + "left": "issue:36032", + "right": "issue:41720", "accept": false, - "reason": "_is_hf_initialized handling and TimesFM window_size AttributeError are different Transformers v5 regressions." + "reason": "T5 tokenizer method-name conflict and Qwen3 auto device-mapping CUDA assert are unrelated bugs." }, { "left": "issue:44991", "right": "issue:46315", "accept": false, - "reason": "Tokenizer loading failure and slow convert_tokens_to_ids performance are not the same underlying issue." + "reason": "Both involve tokenizer behavior in v5, but one is loading a specific tokenizer and the other is `convert_tokens_to_ids` performance regression for slow tokenizers with many added tokens; different defect class." }, { "left": "issue:43531", "right": "issue:44877", "accept": false, - "reason": "Qwen3-MoE sliding_window and granite_speech strict-config loading are unrelated." + "reason": "Qwen3-MoE `sliding_window` bug and strict config preventing `granite_speech` loading are different configuration/model bugs." }, { "left": "issue:45216", "right": "issue:45357", "accept": false, - "reason": "Both are Qwen3.5 save_pretrained regressions, but one is a broad checkpoint correctness issue and the other specifically calls out visual encoder keys; not enough evidence of the same bug." - }, - { - "left": "issue:40444", - "right": "issue:45325", - "accept": false, - "reason": "Multiple-images-per-prompt IterableDataset failure and Qwen2.5-VL still-image rope scaling are different multimodal bugs." + "reason": "Both are Qwen3.5 save_pretrained regressions, but one concerns checkpoint correctness generally and the other specifically incorrect visual encoder keys; related family, not the same underlying issue." } ] }, @@ -3814,10 +3757,10 @@ "review_unit_count": 60, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-502", + "cluster_id": "cluster-10000-503", "nodes": [ "issue:33666", "issue:35707", @@ -3848,7 +3791,6 @@ "issue:44291", "issue:44403", "issue:44462", - "issue:44509", "issue:44534", "issue:44568", "issue:44589", @@ -3857,6 +3799,7 @@ "issue:44811", "issue:44991", "issue:45081", + "issue:45325", "issue:45491", "issue:45538", "issue:45542", @@ -3865,10 +3808,10 @@ "issue:45923", "issue:46491", "issue:46710", - "issue:46899", - "issue:46909" + "issue:46899" ], "soft_pairs": [ + "issue:40444|issue:45325", "issue:43611|issue:44534", "issue:43425|issue:44403", "issue:43716|issue:46899", @@ -3893,221 +3836,220 @@ "issue:43482|issue:45538", "issue:42175|issue:45542", "issue:41720|issue:45081", - "issue:44462|issue:45812", "issue:44079|issue:44534", "issue:41553|issue:43582", + "issue:44462|issue:45812", "issue:43317|issue:43856", - "issue:43377|issue:45491", - "issue:44509|issue:46909" + "issue:43377|issue:45491" ], - "prepared_review_unit_hash": "f558c74fc833861fe8712deea2855431ac843ddef61ac00cd61a98cf9bcbf756", + "prepared_review_unit_hash": "9966bbf0125bc76bd3346c037c7259d9f022cb33ef9ab5eef761c7a5fa721060", "component_budget": { - "node_count": 502, - "item_count": 502, - "soft_pair_count": 1845, - "serialized_chars": 957282, - "estimated_input_tokens": 239321, - "estimated_eval_tokens": 478898 + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1849, + "serialized_chars": 959374, + "estimated_input_tokens": 239844, + "estimated_eval_tokens": 479944 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36622, - "estimated_input_tokens": 9156, - "estimated_eval_tokens": 18568 + "serialized_chars": 36096, + "estimated_input_tokens": 9024, + "estimated_eval_tokens": 18304 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose mix of mostly unrelated Transformers v5/model-specific bug reports. The shared theme is only superficial (tokenizer/loading/training regressions), so none of the soft pairs look like true duplicates.", - "confidence": 0.73, - "canonical_issue_reason": "issue:43632 is the broadest core-library regression in the set: it targets a Transformers v5 initialization flag and could plausibly explain multiple downstream failures, whereas most other issues are narrower model/tokenizer-specific reports.", + "summary": "This cluster is a loose set of unrelated issues spanning tokenizers, multimodal models, loading regressions, and backend/package problems. None of the soft pairs look like the same underlying bug or change, so all should be kept separate.", + "confidence": 0.95, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:43632 is the best representative issue for triage because it is a concrete, high-impact Transformers v5 regression with system-level implications, even though the cluster as a whole is not a tight duplicate set.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen2.5-VL issues, but one is about iterable-dataset finetuning with multiple images while the other is about still-image temporal position_id scaling; different code paths and symptoms." + }, { "left": "issue:43611", "right": "issue:44534", "accept": false, - "reason": "Both are v5 regressions, but one is about base_model_prefix loading and the other about non-persistent buffers; different code paths and symptoms." + "reason": "Both mention Transformers v5 regressions, but one is about loading models with base_model_prefix and the other about non-persistent buffers being filled with junk; separate bugs." }, { "left": "issue:43425", "right": "issue:44403", "accept": false, - "reason": "Torch 2.10 incompatibility is unrelated to the generic noisy-loading issue." + "reason": "Torch compatibility and noisy load logging are unrelated problems." }, { "left": "issue:43716", "right": "issue:46899", "accept": false, - "reason": "Both mention multimodal dtype behavior, but they involve different models and different failure mechanisms." + "reason": "Both involve multimodal Gemma models and dtype/quantization concerns, but one is an image preprocessor/model dtype mismatch and the other is unsafe dtype casting in audio/vision embedders; not the same fix." }, { "left": "issue:43296", "right": "issue:43531", "accept": false, - "reason": "PaddleOCR-VL load failure in vLLM and Qwen3-MoE sliding_window behavior are distinct bugs." + "reason": "PaddleOCR-VL load failure and Qwen3-MoE sliding_window behavior are unrelated." }, { "left": "issue:45812", "right": "issue:46491", "accept": false, - "reason": "Both are tokenizer regressions, but one is Granite token IDs and the other is a CodeLlama leading-space round-trip issue." + "reason": "Both are tokenizer regressions, but one is wrong token IDs for Granite models and the other is a leading-space round-trip issue in CodeLlama; different tokenizers and failures." }, { "left": "issue:44220", "right": "issue:44683", "accept": false, - "reason": "Feature extraction failure and compiled flex_attention on torch>=2.9 are unrelated." + "reason": "Audio fbank extraction and compiled flex_attention are different subsystems and bugs." }, { "left": "issue:42796", "right": "issue:43746", "accept": false, - "reason": "Tokenizer BPE marker handling and GraniteSpeech PEFT checkpoint loading are different failure modes." + "reason": "Tokenizer BPE-marker handling and GraniteSpeech PEFT checkpoint loading are unrelated." }, { "left": "issue:43381", "right": "issue:45923", "accept": false, - "reason": "Eval-mode gradient checkpointing behavior is not the same bug as a missing supports_gradient_checkpointing flag." + "reason": "Both touch gradient checkpointing, but one is an eval-mode restriction and the other is a missing supports_gradient_checkpointing flag on a trust_remote_code variant; not the same underlying issue." }, { "left": "issue:44403", "right": "issue:44991", "accept": false, - "reason": "Generic loading noise is not the same as tokenizer loading failing for a specific model." + "reason": "One is about removing loader noise; the other is AutoTokenizer ignoring tokenizer.json for a specific model repository." }, { "left": "issue:43632", "right": "issue:44756", "accept": false, - "reason": "Initialization-flag regression and Strix Halo mmap OOM are unrelated." + "reason": "_is_hf_initialized handling in Transformers v5 and mmap OOM on Strix Halo are unrelated." }, { "left": "issue:33666", "right": "issue:40444", "accept": false, - "reason": "Both are Qwen2-VL training reports, but one is multi-GPU training and the other is iterable-dataset/multi-image finetuning." + "reason": "Both are Qwen-VL training issues, but one is multi-GPU training and the other is multi-image IterableDataset finetuning; different failure modes." }, { "left": "issue:40990", "right": "issue:44811", "accept": false, - "reason": "GPT-OSS perplexity regression and Whisper batch_decode special-token handling are unrelated." + "reason": "High perplexity on a language model and Whisper batch_decode skipping special tokens are unrelated." }, { "left": "issue:43792", "right": "issue:44589", "accept": false, - "reason": "Whisper model runtime failure and missing Float8 storage type are different problems." + "reason": "Whisper-large-v2 runtime failure and Float8 storage lookup failure are different bugs." }, { "left": "issue:44291", "right": "issue:44589", "accept": false, - "reason": "init_empty_weights/_is_hf_initialized argument handling is unrelated to Float8 storage lookup." + "reason": "init_empty_weights/_is_hf_initialized argument handling and Float8 storage resolution are separate compatibility issues." }, { "left": "issue:42796", "right": "issue:46710", "accept": false, - "reason": "Tokenizer BPE marker handling and a model accuracy regression after upgrade are not the same underlying bug." + "reason": "Tokenizer BPE-marker handling and an accuracy regression after upgrading Transformers are not the same code-path problem." }, { "left": "issue:44079", "right": "issue:45663", "accept": false, - "reason": "ModelOutput key assignment and Gemma4 shared_kv_states/FSDP2 are distinct code paths." + "reason": "ModelOutput key assignment logic and Gemma4 shared_kv_states rebuild in FSDP2 are unrelated." }, { "left": "issue:35707", "right": "issue:40444", "accept": false, - "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to multi-image IterableDataset finetuning." + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen2.5-VL multi-image finetuning." }, { "left": "issue:43482", "right": "issue:43525", "accept": false, - "reason": "GGUF loading failure and missing pad_token_id on Llama4Config are different loading issues." + "reason": "GGUF loading failure and missing pad_token_id on Llama4Config are different model/config issues." }, { "left": "issue:43421", "right": "issue:44568", "accept": false, - "reason": "Runtime special-token/post-processor sync and mdeberta add_special_tokens regression are related by topic only, not the same concrete bug." + "reason": "Runtime post-processor updating and add_special_tokens BOS/EOS behavior are related only broadly to tokenizers, but they are distinct bugs with different mechanisms." }, { "left": "issue:43632", "right": "issue:44534", "accept": false, - "reason": "Both are v5 regressions, but one is about an initialization flag while the other is about non-persistent buffer contents." + "reason": "Both are Transformers v5 regressions, but one concerns _is_hf_initialized and the other non-persistent buffers; separate changes." }, { "left": "issue:43531", "right": "issue:44291", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and init_empty_weights argument mismatch are unrelated." + "reason": "Sliding-window attention in Qwen3-MoE and init_empty_weights argument handling are unrelated." }, { "left": "issue:43482", "right": "issue:45538", "accept": false, - "reason": "GGUF loading failure and CLIPTokenizer model_max_length are unrelated tokenizer/loading bugs." + "reason": "GGUF loading failure and CLIPTokenizer max length handling are different tokenizer/model issues." }, { "left": "issue:42175", "right": "issue:45542", "accept": false, - "reason": "Package extras missing TensorFlow and the tensorboard-only undefined tf backend error are similar at a high level but not the same bug." + "reason": "Both involve TensorFlow packaging/backends, but one is about the torch extra omitting TensorFlow and the other is about tensorboard being installed without TensorFlow causing an undefined backend error; related area, but not the same bug." }, { "left": "issue:41720", "right": "issue:45081", "accept": false, - "reason": "Qwen3 device-mapping cuda assert and Mistral regex patch crash are unrelated." - }, - { - "left": "issue:44462", - "right": "issue:45812", - "accept": false, - "reason": "Ignoring tokenizer.json and Granite token ID regression are different AutoTokenizer failures." + "reason": "Qwen3 device-mapping cudaErrorAssert and Mistral regex-patching crash are unrelated." }, { "left": "issue:44079", "right": "issue:44534", "accept": false, - "reason": "ModelOutput key handling and v5 buffer initialization are unrelated." + "reason": "ModelOutput key assignment and non-persistent buffer initialization are different regression sites." }, { "left": "issue:41553", "right": "issue:43582", "accept": false, - "reason": "Bad AutoTokenizer error messaging for Voxtral and AppleSilicon warmup TypeError are unrelated." + "reason": "Bad AutoTokenizer error messaging for Voxtral and AppleSilicon TypeError in caching_allocator_warmup are unrelated." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer-related, but one is ignoring tokenizer.json loading and the other is wrong token IDs for Granite models; not the same defect." }, { "left": "issue:43317", "right": "issue:43856", "accept": false, - "reason": "gpu+cpu offload loading failure and Qwen3 MoE memory-usage issue are different problems." + "reason": "device_map=auto offload loading failure and Qwen3 MoE training memory inefficiency are distinct issues." }, { "left": "issue:43377", "right": "issue:45491", "accept": false, - "reason": "MIMI padding-mask mismatch and Gemma3 sliding-window NaNs are separate multimodal bugs." - }, - { - "left": "issue:44509", - "right": "issue:46909", - "accept": false, - "reason": "Removed pipeline-task docs and a broken DIA documentation example are different documentation issues." + "reason": "MIMI encoder batching/padding-mask correctness and Gemma3 NaN embeddings from sliding-window attention are different bugs." } ] }, @@ -4126,10 +4068,10 @@ "review_unit_count": 60, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-502", + "cluster_id": "cluster-10000-503", "nodes": [ "issue:34634", "issue:35707", @@ -4142,7 +4084,6 @@ "issue:42915", "issue:43262", "issue:43296", - "issue:43377", "issue:43454", "issue:43482", "issue:43493", @@ -4164,7 +4105,7 @@ "issue:44291", "issue:44466", "issue:44479", - "issue:44610", + "issue:44509", "issue:44829", "issue:44877", "issue:45072", @@ -4177,9 +4118,11 @@ "issue:45823", "issue:45834", "issue:46402", - "issue:46821" + "issue:46821", + "issue:46909" ], "soft_pairs": [ + "issue:44509|issue:46909", "issue:43611|issue:43646", "issue:43296|issue:46821", "issue:43818|issue:46402", @@ -4209,233 +4152,202 @@ "issue:44186|issue:44265", "issue:43454|issue:43550", "issue:43606|issue:43819", - "issue:41720|issue:45823", - "issue:43377|issue:44610" + "issue:41720|issue:45823" ], - "prepared_review_unit_hash": "06f8c6f31887c439f19735df8e94861912d22cdc7aff2259932b8b597640e25f", + "prepared_review_unit_hash": "868d9ddcd62ad5ff9cdad581fb5d45513d8936d299f34f9cd1e317dd582c3428", "component_budget": { - "node_count": 502, - "item_count": 502, - "soft_pair_count": 1845, - "serialized_chars": 957282, - "estimated_input_tokens": 239321, - "estimated_eval_tokens": 478898 + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1849, + "serialized_chars": 959374, + "estimated_input_tokens": 239844, + "estimated_eval_tokens": 479944 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 31, - "serialized_chars": 36633, - "estimated_input_tokens": 9159, - "estimated_eval_tokens": 18574 + "serialized_chars": 36591, + "estimated_input_tokens": 9148, + "estimated_eval_tokens": 18552 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of unrelated model-specific regressions. The only soft duplicate that looks plausibly real is the Qwen2.5-VL vision-position-id / rope-index pair; the rest are too broad or clearly different code paths.", - "confidence": 0.62, - "canonical_issue_reason": "issue:45325 is the best anchor because it shares the clearest underlying code path with another item (issue:45381) around Qwen2.5-VL vision position IDs / rope indexing.", + "summary": "This packet is mostly cross-model false similarity. The only issue pair that looks close on titles alone is the zero-loss classification report, but the broader canonical issue is 45479, not 44829; the other previously accepted links are too speculative without body/diff evidence.", + "confidence": 0.64, + "canonical_issue_reason": "issue:45479 is the broader, title-level report of the zero-loss classification bug across sequence-classification models. issue:44829 is a narrower flash_attention_3 symptom and is not the safer canonical choice from titles alone.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45325 is the most concrete and actionable bug here, and the strongest candidate for a duplicate hub among the issue set.", + "best_issue_reason": "issue:45479 is the best overall issue candidate because its title states the underlying failure mode most generally and it is the clearest duplicate target for the narrower variants.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44509", + "right": "issue:46909", + "accept": false, + "reason": "Both are documentation problems, but the titles point to different docs/examples and not the same defect." + }, { "left": "issue:43611", "right": "issue:43646", "accept": false, - "reason": "Both are v5 loading/init regressions, but one is base_model_prefix loading and the other is custom initialization; related subsystem, not the same bug." + "reason": "Both are Transformers v5 regressions, but the titles indicate different code paths and root causes." }, { "left": "issue:43296", "right": "issue:46821", "accept": false, - "reason": "Completely different models and failure modes: PaddleOCR-VL load failure vs TimesFM window_size AttributeError." + "reason": "Unrelated models and failures: PaddleOCR-VL/vLLM load issue vs TimesFM AttributeError." }, { "left": "issue:43818", "right": "issue:46402", "accept": false, - "reason": "Different architectures and symptoms; Video-LLaVA tower/weights issue is not the same as Sam3Model text-encoder loading." + "reason": "Different model families and symptoms: Video-LLaVA tower/weights versus Sam3Model text-encoder loading." }, { "left": "issue:43644", "right": "issue:44079", "accept": false, - "reason": "Non-persistent buffer serialization junk is unrelated to ModelOutput key assignment behavior." + "reason": "Non-persistent buffer serialization is a different bug from ModelOutput key assignment." }, { "left": "issue:44829", "right": "issue:45479", "accept": false, - "reason": "Both are training regressions, but they hit different APIs and different failure mechanisms." + "reason": "The titles are related, but 44829 is a flash_attention_3 training symptom while 45479 is the broader zero-loss classification report; not enough to call them the same bug path from titles alone." }, { "left": "issue:42175", "right": "issue:43296", "accept": false, - "reason": "Backend installation packaging issue vs model loading/runtime failure; no shared code path." + "reason": "Packaging/backend installation issue versus model loading failure; no shared concrete bug." }, { "left": "issue:43818", "right": "issue:45357", "accept": false, - "reason": "Both involve multimodal vision components, but one is a missing temporal-attention/weight-sharing bug and the other is incorrect save_pretrained keys." + "reason": "Different Qwen/vision-related regressions with different symptoms and likely different fixes." }, { "left": "issue:44265", "right": "issue:45072", "accept": false, - "reason": "torch.export with torch_compilable_check and bfloat16 dtype mismatch in unrelated models are not the same defect." + "reason": "`torch.export`/`torch_compilable_check` is unrelated to the bfloat16 dtype mismatch described by the other title." }, { "left": "issue:43493", "right": "issue:43994", "accept": false, - "reason": "Same model family, but one is a HF-vs-JAX discrepancy claim and the other is generic bad outputs; not enough evidence of one concrete bug." + "reason": "Both mention SigLIP2, but the titles alone do not prove the same underlying implementation mismatch or code path." }, { "left": "issue:40444", "right": "issue:45381", "accept": false, - "reason": "Different Qwen2.5-VL pathways: finetuning with multi-image iterable data vs video input position-id regression." + "reason": "Both are Qwen VL issues, but one is multi-image finetuning and the other is video position-id behavior." }, { "left": "issue:45325", "right": "issue:45834", "accept": false, - "reason": "Qwen2.5-VL rope-index/position-id bug and Kosmos2.5 OCR index error are unrelated." + "reason": "Qwen2.5-VL temporal position scaling and Kosmos2.5 OCR index errors are different problems." }, { "left": "issue:45325", "right": "issue:45381", - "accept": true, - "reason": "Both describe the same Qwen2.5-VL vision-position-id / rope-index logic being wrong, with still-image and video manifestations that could be fixed together." + "accept": false, + "reason": "These are plausibly related Qwen2.5-VL regressions, but the titles do not establish the same concrete bug path." }, { "left": "issue:43454", "right": "issue:44466", "accept": false, - "reason": "Both mention tied lm_head weights, but one is a runtime tie failure and the other is a serialization inconsistency; distinct bugs." + "reason": "Related to tied weights, but the titles suggest different manifestations and not enough evidence of one underlying bug." }, { "left": "issue:42915", "right": "issue:43482", "accept": false, - "reason": "Different model families and unrelated loading/quantization failures." + "reason": "Different quantization/loading failures for different model families." }, { "left": "issue:43873", "right": "issue:45701", "accept": false, - "reason": "Quantized offloading behavior and tokenization changes are unrelated." + "reason": "Offloading with quantization is not the same as tokenization behavior changing across versions." }, { "left": "issue:44291", "right": "issue:44877", "accept": false, - "reason": "Both are loading/config regressions, but one is init_empty_weights argument handling and the other is strict config parsing." - }, - { - "left": "issue:43701", - "right": "issue:45325", - "accept": false, - "reason": "Checkpoint key mismatch during resume is unrelated to Qwen2.5-VL position-id computation." - }, - { - "left": "issue:42796", - "right": "issue:45381", - "accept": false, - "reason": "Tokenizer BPE-marker handling and Qwen2.5-VL video position IDs are different bugs." - }, - { - "left": "issue:43606", - "right": "issue:44265", - "accept": false, - "reason": "CPU offload device mismatch and torch.export/torch_compilable_check are different failure paths." - }, - { - "left": "issue:40990", - "right": "issue:45584", - "accept": false, - "reason": "Perplexity anomaly on GPT-OSS and Whisper empty-transcription generation failure are unrelated." - }, - { - "left": "issue:43262", - "right": "issue:43746", - "accept": false, - "reason": "Audio processor sampling-rate defaulting and PEFT adapter loading from local checkpoints are separate issues." + "reason": "Loading with unexpected `_is_hf_initialized` argument and strict config rejection are different regressions." }, { "left": "issue:44479", "right": "issue:45823", "accept": false, - "reason": "Video-input regression across Qwen variants and Gemma4 PLE device mismatch are unrelated." + "reason": "Both mention device placement, but the titles describe different models and different failures." }, { "left": "issue:35707", "right": "issue:41720", "accept": false, - "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen3 auto device mapping asserts." + "reason": "Progressive generation with embeddings/past state is unrelated to the CUDA assert in Qwen3 auto device mapping." }, { "left": "issue:34634", "right": "issue:35707", "accept": false, - "reason": "BarkProcessor voice_preset and progressive generation are entirely different problems." + "reason": "Different subsystems and bugs: Bark voice preset versus generation with inputs_embeds/past_key_values." }, { "left": "issue:43828", "right": "issue:46821", "accept": false, - "reason": "Autocast dtype mismatch in Phi-tiny-MoE and TimesFM window_size AttributeError are unrelated." + "reason": "Autocast dtype mismatch and an AttributeError on window_size are unrelated." }, { "left": "issue:39692", "right": "issue:40444", "accept": false, - "reason": "SigLIP2 doc example errors and Qwen2.5-VL multi-image finetuning failure are different model/tooling issues." + "reason": "Documentation/example errors are not the same bug as multi-image iterable finetuning failures." }, { "left": "issue:44186", "right": "issue:44265", "accept": false, - "reason": "Tokenizer crashes on NER padding/truncation and torch.export failures are unrelated." + "reason": "Tokenizer padding/truncation crash is unrelated to torch.export failures." }, { "left": "issue:43454", "right": "issue:43550", "accept": false, - "reason": "AyaVision weight tying and Bamba torch.compile SDPA are different bugs." + "reason": "AyaVision tied-weight behavior and Bamba torch.compile SDPA failure are distinct issues." }, { "left": "issue:43606", "right": "issue:43819", "accept": false, - "reason": "CPU offload device mismatch and DAC.from_latents/forward mismatch are different code paths and models." + "reason": "CPU offload device mismatch for Bark-small is unrelated to DAC latent/forward mismatch." }, { "left": "issue:41720", "right": "issue:45823", "accept": false, - "reason": "Both are device-mismatch flavored, but they affect different models and mechanisms." - }, - { - "left": "issue:43377", - "right": "issue:44610", - "accept": false, - "reason": "MIMI padding-mask behavior and OmDet-Turbo processor size mismatch are unrelated." + "reason": "Both involve device placement, but they are model-specific and do not look like the same bug." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft pair, issue:45325 vs issue:45381, is plausibly the same Qwen2.5-VL position-id/rope-index defect, while the other rejections are cautious and supported by the titles/descriptions as distinct model paths or failure modes. " + "accept": false, + "feedback": "Reject: the summary overstates the evidence in the packet. From the titles alone, issue:45479 is the broader canonical zero-loss classification report, while issue:44829 is a more specific flash_attention_3 symptom, so calling 44829 \"model-agnostic\" and more canonical is not grounded. Several accepted soft links also feel too strong for a title-only packet, especially 44829\u219445479, 43493\u219443994, and 45325\u219445381; these are plausible similarities, but not clearly the same bug path with the evidence provided. The conservative false-pair rejections are mostly fine." }, "evaluator_used": true, - "retried": false, - "accepted_nontrivial_soft_edge": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -4447,10 +4359,10 @@ "review_unit_count": 60, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-502", + "cluster_id": "cluster-10000-503", "nodes": [ "issue:26413", "issue:28530", @@ -4481,7 +4393,7 @@ "issue:44488", "issue:44534", "issue:44568", - "issue:44756", + "issue:44610", "issue:44877", "issue:44898", "issue:44977", @@ -4502,6 +4414,7 @@ "issue:46821" ], "soft_pairs": [ + "issue:43377|issue:44610", "issue:43257|issue:45923", "issue:43881|issue:44488", "issue:44568|issue:45920", @@ -4531,229 +4444,228 @@ "issue:26413|issue:28530", "issue:41720|issue:42617", "issue:43881|issue:44991", - "issue:44186|issue:45072", - "issue:43873|issue:44756" + "issue:44186|issue:45072" ], - "prepared_review_unit_hash": "1b3a2ca1be10750457b882a7faf556e8d3b968c643ebc12c514b4e5ac65d8ea6", + "prepared_review_unit_hash": "d5ea095b10ea7fc91e02d8b019193fd766f9bc82b7e0b7e553615813d58b2e45", "component_budget": { - "node_count": 502, - "item_count": 502, - "soft_pair_count": 1845, - "serialized_chars": 957282, - "estimated_input_tokens": 239321, - "estimated_eval_tokens": 478898 + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1849, + "serialized_chars": 959374, + "estimated_input_tokens": 239844, + "estimated_eval_tokens": 479944 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36967, - "estimated_input_tokens": 9242, - "estimated_eval_tokens": 18740 + "serialized_chars": 37007, + "estimated_input_tokens": 9252, + "estimated_eval_tokens": 18760 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated closed issues that only share broad transformer/model-loading language. The only plausible duplicate pair is the offloading/quantization loading failure pair; the rest look like distinct bugs in different models or code paths.", - "confidence": 0.78, - "canonical_issue_reason": "issue:43873 is the broadest and most representative issue in the only plausible duplicate area (quantization/offloading/device_map loading), and it has the strongest evidence of being the umbrella report for that bug class.", + "summary": "Mostly heterogeneous issues with only one plausible duplicate pair around offloading/quantization. Most other pairs share a subsystem name but not the same concrete failure mode.", + "confidence": 0.72, + "canonical_issue_reason": "issue:43873 is the broadest and most central report in the only real overlap area (offloading + quantization), with active discussion and inbound references; it reads like the umbrella bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the best single issue to anchor triage because it is the most general, still-open report around the shared loading/offloading regression and can absorb nearby duplicates.", + "best_issue_reason": "issue:43873 is the best cluster representative because it is the most general, active, and reusable issue for the offloading/quantization failure family.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "Both are batched-input shape problems, but they affect different models/processors and different failure modes; not the same bug." + }, { "left": "issue:43257", "right": "issue:45923", "accept": false, - "reason": "Different bugs: Qwen3 MOE weight conversion/loading vs a missing gradient-checkpointing support flag." + "reason": "Different code paths: MOE weight conversion under accelerate/deepspeed vs a missing gradient-checkpointing flag on a trust_remote_code model." }, { "left": "issue:43881", "right": "issue:44488", "accept": false, - "reason": "Both are load failures, but for different models and likely different failure causes." + "reason": "Both are loading failures, but for unrelated models and likely unrelated root causes." }, { "left": "issue:44568", "right": "issue:45920", "accept": false, - "reason": "Both are tokenizer regressions, but one is add_special_tokens/BOS-EOS behavior and the other is wrong token IDs across several models." + "reason": "Both concern tokenization regressions, but one is a specific special-token/BOS-EOS bug and the other is broader wrong token-id mapping across multiple models." }, { "left": "issue:46305", "right": "issue:46315", "accept": false, - "reason": "Off-by-one attention mask bug vs a tokenizer performance regression; unrelated code paths." + "reason": "Unrelated issues: a sliding-window mask off-by-one vs a tokenizer performance regression." }, { "left": "issue:42796", "right": "issue:46209", "accept": false, - "reason": "Tokenizer BPE-marker handling vs FP8 inference on B200; not the same defect." + "reason": "Different areas entirely: tokenizer BPE-marker handling vs FP8 inference on B200." }, { "left": "issue:43454", "right": "issue:45072", "accept": false, - "reason": "Video processor output shape bug vs bfloat16 dtype mismatch; different subsystems." + "reason": "Different model components and symptoms: tied-weight serialization/generation corruption vs bfloat16 dtype mismatch in inference." }, { "left": "issue:45823", "right": "issue:46821", "accept": false, - "reason": "Gemma4 device-mapping forward mismatch vs TimesFM window_size AttributeError; unrelated." + "reason": "Device-map forward mismatch and a TimesFM AttributeError are unrelated." }, { "left": "issue:40990", "right": "issue:42947", "accept": false, - "reason": "High perplexity on a specific model/dataset vs gradient checkpointing not taking effect; different problems." + "reason": "Perplexity regression on one model/dataset is not the same as gradient-checkpointing behavior with PEFT LoRA." }, { "left": "issue:43377", "right": "issue:44898", "accept": false, - "reason": "Both involve batched behavior, but they affect different models and different mechanisms (padding mask vs resolution/interpolation handling)." + "reason": "Both involve batching and vision models, but one is padding-mask inconsistency and the other is resolution/interpolate_pos_encoding failure." }, { "left": "issue:43454", "right": "issue:43720", "accept": false, - "reason": "Video processor shape issue vs packed-weight unpacking during accelerate loading; unrelated." + "reason": "Different problems: weight tying/serialization vs unpacking packed weights during accelerate loading." }, { "left": "issue:42617", "right": "issue:42915", "accept": false, - "reason": "3d_parallel.py failure vs Qwen3Moe fine-grained FP8 config failure; not the same bug." + "reason": "Separate failures: a 3D parallel script issue vs a FineGrainedFP8Config failure on Qwen3Moe." }, { "left": "issue:43749", "right": "issue:44534", "accept": false, - "reason": "Both are loading/regression reports, but one is FSDP CPU RAM efficient loading and the other is non-persistent buffer initialization." + "reason": "Both are loading/state issues, but one is FSDP CPU RAM-efficient loading and the other is non-persistent buffer initialization in v5." }, { "left": "issue:43317", "right": "issue:43873", "accept": true, - "reason": "Both describe the same offloading/quantization loading path failing under device_map=auto and CPU/GPU offload; one looks like a concrete manifestation of the broader issue." + "reason": "Both describe the same offloading-with-quantization loading path breaking under device_map/offload; 43317 looks like a concrete instance of the broader 43873 bug." }, { "left": "issue:43572", "right": "issue:45759", "accept": false, - "reason": "Missing pad_token_idx in a config vs AutoModel.from_config not unwrapping text_config; different config-handling bugs." + "reason": "A missing config field after v5 update is not the same as failing to unwrap text_config for composite multimodal configs." }, { "left": "issue:43322", "right": "issue:46050", "accept": false, - "reason": "Segfault while loading Llava Next vs quantized model save/load breakage; not the same failure." + "reason": "Segfault on Llava Next loading and broken sinq quantized save/load are different code paths and symptoms." }, { "left": "issue:41720", "right": "issue:43322", "accept": false, - "reason": "Auto device-map cuda assert on Qwen3 vs segfault loading Llava Next; unrelated model-specific issues." + "reason": "Different model families and failures: cudaErrorAssert under auto device mapping vs a loading segfault." }, { "left": "issue:36331", "right": "issue:42617", "accept": false, - "reason": "Trainer API kwarg breakage vs 3d_parallel.py runtime failure; different layers." + "reason": "Trainer API incompatibility is unrelated to a 3D parallel execution failure." }, { "left": "issue:44387", "right": "issue:45704", "accept": false, - "reason": "Int4 quantization memory regression vs an apex RMSNorm memory leak; different causes." + "reason": "Both are memory-related, but one is int4 quantization reserved-memory growth and the other is an apex RMSNorm leak." }, { "left": "issue:41720", "right": "issue:44977", "accept": false, - "reason": "Qwen3 device-mapping crash vs Qwen3.5 flash-attention generation issue; different code paths." + "reason": "Both mention Qwen3 variants, but one is an auto-device-map assertion and the other is a flash-attention generation bug." }, { "left": "issue:36331", "right": "issue:42915", "accept": false, - "reason": "Unexpected Trainer kwarg vs Qwen3Moe FP8 config; unrelated." + "reason": "Trainer compute_loss signature regression is unrelated to Qwen3Moe FP8 config handling." }, { "left": "issue:44466", "right": "issue:45357", "accept": false, - "reason": "Both are save_pretrained regressions, but one concerns tied lm_head serialization and the other incorrect visual encoder keys." + "reason": "Both are save_pretrained regressions, but one is tied lm_head serialization and the other is incorrect visual-encoder keys on Qwen3.5." }, { "left": "issue:40990", "right": "issue:45701", "accept": false, - "reason": "Perplexity issue on a model/dataset vs tokenizer behavior changing across versions; not the same bug." + "reason": "Tokenization changes may influence perplexity, but these are not the same concrete bug report." }, { "left": "issue:43450", "right": "issue:45701", "accept": false, - "reason": "Video processor batching shape bug vs tokenization changes; unrelated." + "reason": "Video processor batch-shape bug is unrelated to tokenization changes." }, { "left": "issue:44877", "right": "issue:44991", "accept": false, - "reason": "Strict config loading for granite_speech vs tokenizer loading failure for est-roberta; different failures." + "reason": "Different failures: strict config parsing vs tokenizer loading regression." }, { "left": "issue:43065", "right": "issue:46402", "accept": false, - "reason": "Sam3 pixel-decoder dummy Conv2d vs Sam3 text-encoder weights not loaded; same family, but different components and bugs." + "reason": "Same model family, but dummy Conv2d in the pixel decoder is not the same as missing text-encoder weight loading." }, { "left": "issue:43526", "right": "issue:43883", "accept": false, - "reason": "Image processor label reduction bug vs missing all_tied_weights_keys on Molmo; unrelated." + "reason": "Image-processor label reduction bug and missing all_tied_weights_keys on a causal LM are unrelated." }, { "left": "issue:26413", "right": "issue:28530", "accept": false, - "reason": "Checkpoint resume epoch iterator bug vs early-stopping metric selection issue; different training features." + "reason": "Both are training-loop issues, but one is checkpoint resume epoch-iterator failure and the other is early stopping metric discovery." }, { "left": "issue:41720", "right": "issue:42617", "accept": false, - "reason": "Qwen3 auto device-map assert vs 3d_parallel.py failure; no shared underlying bug." + "reason": "Different failures and subsystems: device-map/assertion vs running a parallel script." }, { "left": "issue:43881", "right": "issue:44991", "accept": false, - "reason": "Model loading failure vs tokenizer loading failure; too broad to be duplicates." + "reason": "Both are load failures, but for different models and different failure mechanisms." }, { "left": "issue:44186", "right": "issue:45072", "accept": false, - "reason": "Tokenizer batching/padding crash vs bfloat16 dtype mismatch; different defects." - }, - { - "left": "issue:43873", - "right": "issue:44756", - "accept": false, - "reason": "Both relate to memory/offloading, but one is quantization offload behavior and the other is mmap-related OOM on Strix Halo." + "reason": "Tokenizer crash on NER/batched padding is unrelated to bfloat16 dtype mismatch in inference." } ] }, "evaluator_result": { "accept": true, - "feedback": "The triage is grounded in the packet: most pairs are clearly different issues by title, and the one accepted soft pair (43317 \u2194 43873) is the only one that looks plausibly like the same offloading/quantization loading bug class. The umbrella choice of 43873 is reasonable given its broader title and open state. No overclaim in the soft-edge verdicts stood out." + "feedback": "The summary is well grounded in the packet and stays conservative: it identifies only one plausible duplicate pair (43317/43873), and the other pairwise rejections are generally justified by distinct titles, subsystems, or failure modes. The canonical-issue choice is also supported by the available evidence: 43873 is broader, active, and has inbound references, while 43317 looks like a narrower instance of the same offloading/quantization loading problem." }, "evaluator_used": true, "retried": false, @@ -4769,13 +4681,12 @@ "review_unit_count": 60, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-502", + "cluster_id": "cluster-10000-503", "nodes": [ "issue:28530", - "issue:30064", "issue:33666", "issue:36010", "issue:36331", @@ -4796,6 +4707,7 @@ "issue:43646", "issue:43708", "issue:43720", + "issue:43873", "issue:44008", "issue:44186", "issue:44361", @@ -4805,6 +4717,7 @@ "issue:44671", "issue:44734", "issue:44743", + "issue:44756", "issue:44898", "issue:44913", "issue:45161", @@ -4823,6 +4736,7 @@ "issue:46869" ], "soft_pairs": [ + "issue:43873|issue:44756", "issue:46612|issue:46858", "issue:43550|issue:43720", "issue:43577|issue:43708", @@ -4832,229 +4746,228 @@ "issue:43550|issue:43606", "issue:43646|issue:46665", "issue:43404|issue:45357", - "issue:44610|issue:44898", "issue:36010|issue:42617", + "issue:44610|issue:44898", "issue:42915|issue:43317", "issue:44734|issue:46858", "issue:44423|issue:45406", "issue:46821|issue:46869", "issue:44008|issue:45823", - "issue:45632|issue:45684", "issue:41720|issue:45161", + "issue:45632|issue:45684", "issue:28530|issue:33666", "issue:44464|issue:46858", "issue:44671|issue:44743", "issue:43531|issue:43572", - "issue:42915|issue:46291", "issue:36331|issue:41720", + "issue:42915|issue:46291", "issue:44186|issue:44361", "issue:43316|issue:44913", "issue:42915|issue:43322", - "issue:43425|issue:46821", - "issue:28530|issue:30064" + "issue:43425|issue:46821" ], - "prepared_review_unit_hash": "85c4a8615435d00dc335e5c0e27b9c40d5581d1d6c2efd90c2574b890096707a", + "prepared_review_unit_hash": "443f97489d38e669fcdbe0cbd3d02a09350fb39f81b1138f8a4c352071bdc739", "component_budget": { - "node_count": 502, - "item_count": 502, - "soft_pair_count": 1845, - "serialized_chars": 957282, - "estimated_input_tokens": 239321, - "estimated_eval_tokens": 478898 + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1849, + "serialized_chars": 959374, + "estimated_input_tokens": 239844, + "estimated_eval_tokens": 479944 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 35920, - "estimated_input_tokens": 8980, - "estimated_eval_tokens": 18216 + "serialized_chars": 36448, + "estimated_input_tokens": 9112, + "estimated_eval_tokens": 18480 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous; the soft pairs mostly share broad themes like cache, loading, or multimodal serving, but not the same concrete bug. I would not merge any of the soft edges. Issue 46612 is the best representative issue because it is a clear, actionable generation-cache bug with multi-model impact and some reference activity.", - "confidence": 0.93, - "canonical_issue_reason": "Issue 46612 is the strongest anchor: it describes a specific, well-scoped generation cache reorder failure with clear affected model families and downstream impact.", + "summary": "The set is mostly heterogeneous: the soft pairs are superficially similar around offloading, cache, serving, or multimodal paths, but they describe different concrete bugs and fixes. I reject all soft duplicate links. issue:43873 is the closest broad umbrella, but it is still not a clean canonical duplicate anchor.", + "confidence": 0.81, + "canonical_issue_reason": "issue:43873 is the broadest and most central runtime/offload report in the set, but the cluster is too heterogeneous for a true canonical duplicate issue.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46612 is the most representative and triage-friendly of the set: concrete root area, broad enough impact, and more clearly defined than the other candidates.", + "best_issue_reason": "issue:43873 has the widest scope and the most external references, so it is the best umbrella triage target among these issues, even though it should not absorb the others as duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Both mention offloading/memory pressure, but one is a quantization-offload bug and the other is Strix Halo mmap OOM; different root causes." + }, { "left": "issue:46612", "right": "issue:46858", "accept": false, - "reason": "Both involve generation cache internals, but one is about skipped cache reordering while the other is a static-cache slice arithmetic bug; different code paths and symptoms." + "reason": "Both are cache/generation related, but one is skipped beam-search cache reorder and the other is a static-cache seq_length tensor arithmetic bug." }, { "left": "issue:43550", "right": "issue:43720", "accept": false, - "reason": "One is a torch.compile/SDPA failure, the other is an accelerate loading issue with packed weights not being unpacked; not the same bug." + "reason": "Different model/code paths: Bamba torch.compile+SDPA vs BitNet packed-weight loading during accelerate initialization." }, { "left": "issue:43577", "right": "issue:43708", "accept": false, - "reason": "dtype-loading inconsistency and checkpoint resume max_steps miscalculation are unrelated failures." + "reason": "Unrelated bugs: BLIP2 dtype propagation versus Trainer max_steps recalculation on checkpoint resume." }, { "left": "issue:43295", "right": "issue:45701", "accept": false, - "reason": "Processor/tokenizer API regression versus tokenization output changing across versions; too broad and different root causes." + "reason": "Both involve regressions around tokenizer/processor behavior, but one is custom processor API access and the other is version-dependent tokenization output." }, { "left": "issue:44186", "right": "issue:44610", "accept": false, - "reason": "Tokenizer crash on NER/padding is unrelated to a processor returning the wrong image resolution." + "reason": "Different processors and failures: LayoutLMv2 tokenizer crashes vs OmDet-Turbo image-size mismatch." }, { "left": "issue:45685", "right": "issue:46821", "accept": false, - "reason": "MPS MoE histogram error and TimesFM window_size AttributeError affect different models and different failing subsystems." + "reason": "Different bugs entirely: MPS histogram support in MoE code vs TimesFM window_size attribute access." }, { "left": "issue:43550", "right": "issue:43606", "accept": false, - "reason": "Both mention device/runtime issues, but one is SDPA with torch.compile and the other is CPU offload device mismatch; not the same concrete defect." + "reason": "Both are model/runtime issues, but one is Bamba torch.compile+SDPA and the other is CPU-offload device mismatch for bark-small." }, { "left": "issue:43646", "right": "issue:46665", "accept": false, - "reason": "Custom model initialization breakage is not the same as inconsistent from_pretrained behavior inside Python classes." + "reason": "Both touch custom model loading, but they describe different failure modes and code paths; not the same concrete bug." }, { "left": "issue:43404", "right": "issue:45357", "accept": false, - "reason": "Mistral3 tied-weight bug and Qwen3.5 incorrect visual encoder save keys are different model-specific serialization/loading issues." + "reason": "Different models and symptoms: Mistral3 lm_head tying vs Qwen3.5 save_pretrained visual encoder keys." }, { - "left": "issue:44610", - "right": "issue:44898", + "left": "issue:36010", + "right": "issue:42617", "accept": false, - "reason": "Wrong processor output size and Perceiver non-default-resolution failure are different image-processing/model-path bugs." + "reason": "No overlap beyond being runtime failures; GenerationMixin import error is unrelated to 3d_parallel.py startup failure." }, { - "left": "issue:36010", - "right": "issue:42617", + "left": "issue:44610", + "right": "issue:44898", "accept": false, - "reason": "GenerationMixin import failure and failure to run 3d_parallel.py do not describe the same problem." + "reason": "Both concern image sizes, but one is a processor/model contract mismatch and the other is a Perceiver non-default-resolution bug." }, { "left": "issue:42915", "right": "issue:43317", "accept": false, - "reason": "FineGrainedFP8Config loading failure and gpu+cpu offload dequantized-model failure are distinct loading paths." + "reason": "Both are quantization/offload-related in a broad sense, but one is FineGrainedFP8 on Qwen3Moe and the other is device_map auto loading of a dequantized model." }, { "left": "issue:44734", "right": "issue:46858", "accept": false, - "reason": "Both relate to cache handling, but one is serve KV-continuation indexing and the other is prefill seq-length device-tensor arithmetic; not the same bug." + "reason": "Both mention cache handling, but one is server KV-cache continuation indexing and the other is static-cache seq_length arithmetic on non-CUDA backends." }, { "left": "issue:44423", "right": "issue:45406", "accept": false, - "reason": "Continuous-batching multimodal crash due to string .to access is unrelated to Gemma4Processor missing _tokenizer." + "reason": "Both involve serving multimodal models, but one is continuous-batching str-to-.to crash and the other is a Gemma4Processor missing _tokenizer attribute." }, { "left": "issue:46821", "right": "issue:46869", "accept": false, - "reason": "TimesFM window_size AttributeError and YOLO multi-GPU device_map auto failure are unrelated model-specific issues." + "reason": "Completely different problems: TimesFM window_size attribute error vs YOLO multi-GPU device_map failure." }, { "left": "issue:44008", "right": "issue:45823", "accept": false, - "reason": "Both are Gemma-family issues, but one is a forward variable-name collision and the other is a device-mapping mismatch; different bugs." + "reason": "Different model families and causes: Gemma3n variable collision vs Gemma4 PLE device mismatch under auto device mapping." }, { - "left": "issue:45632", - "right": "issue:45684", + "left": "issue:41720", + "right": "issue:45161", "accept": false, - "reason": "Cache path collisions for trust_remote_code are unrelated to permission propagation in save_pretrained/register_for_auto_class." + "reason": "Different parallelism failures on different models: Qwen3 auto device mapping cudaErrorAssert vs GPT-OSS MoE TP not working." }, { - "left": "issue:41720", - "right": "issue:45161", + "left": "issue:45632", + "right": "issue:45684", "accept": false, - "reason": "Auto device-map cuda assert and TP-only GPT-OSS MoE failure are separate parallelization/runtime issues." + "reason": "Filesystem-related but distinct: cache-path collision for trust_remote_code vs read-only permission propagation in save_pretrained." }, { "left": "issue:28530", "right": "issue:33666", "accept": false, - "reason": "Early-stopping metric lookup and Qwen2-VL multi-GPU training are unrelated." + "reason": "Unrelated training issues: early stopping metric lookup vs Qwen2-VL multi-GPU training." }, { "left": "issue:44464", "right": "issue:46858", "accept": false, - "reason": "Compiled-forward chunked generation inconsistency is not the same as a static-cache seq-length/device-tensor arithmetic bug." + "reason": "Both involve generation/compile/cache, but the concrete bugs are different: inconsistent chunked generation outputs vs bad seq_length tensor arithmetic." }, { "left": "issue:44671", "right": "issue:44743", "accept": false, - "reason": "CamemBERT masked-LM prediction regression and Qwen3.5 recurrent-state reset are different model behaviors." + "reason": "Different models and failure modes: CamemBERT masked LM prediction regression vs Qwen3.5 recurrent state reset with cache." }, { "left": "issue:43531", "right": "issue:43572", "accept": false, - "reason": "Sliding-window handling in Qwen3-MoE and missing pad_token_idx in StableLmConfig are unrelated." + "reason": "No shared underlying bug: Qwen3-MoE sliding_window behavior vs StableLmConfig missing pad_token_idx after 5.0 update." }, { - "left": "issue:42915", - "right": "issue:46291", + "left": "issue:36331", + "right": "issue:41720", "accept": false, - "reason": "FP8 config/model loading failure and kernels version/revision import requirement are different integration problems." + "reason": "Trainer compute_loss signature mismatch is unrelated to Qwen3 auto device mapping cudaErrorAssert." }, { - "left": "issue:36331", - "right": "issue:41720", + "left": "issue:42915", + "right": "issue:46291", "accept": false, - "reason": "Trainer compute_loss signature breakage and Qwen3 auto device-map cuda assert are not the same defect." + "reason": "Different areas: Qwen3Moe FP8 loading failure vs kernels package version/revision requirement breaking pipelines import." }, { "left": "issue:44186", "right": "issue:44361", "accept": false, - "reason": "LayoutLMv2Tokenizer NER/padding crash and MLukeTokenizer AttributeError are different tokenizer-specific bugs." + "reason": "Both are tokenizer crashes, but they are different tokenizer classes and task paths." }, { "left": "issue:43316", "right": "issue:44913", "accept": false, - "reason": "Gemma3TextConfig API mismatch and GPTNeoXConfig rotary_pct reload bug are distinct config issues." + "reason": "Both are config-related, but one is a Gemma3TextConfig API mismatch and the other is GPTNeoX rotary_pct not persisting on reload." }, { "left": "issue:42915", "right": "issue:43322", "accept": false, - "reason": "Qwen3Moe FP8 failure and Llava Next segmentation fault are unrelated loading/runtime crashes." + "reason": "Different bug types: Qwen3Moe FineGrainedFP8Config failure vs Llava Next segmentation fault on load." }, { "left": "issue:43425", "right": "issue:46821", "accept": false, - "reason": "Torch 2.10 incompatibility and TimesFM window_size AttributeError are unrelated." - }, - { - "left": "issue:28530", - "right": "issue:30064", - "accept": false, - "reason": "Early stopping metric selection and void segmentation map processing are different problem domains." + "reason": "No meaningful overlap: Torch 2.10 compatibility issue vs TimesFM window_size AttributeError." } ] }, @@ -5073,11 +4986,12 @@ "review_unit_count": 60, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-502", + "cluster_id": "cluster-10000-503", "nodes": [ + "issue:28530", "issue:29159", "issue:30064", "issue:33357", @@ -5117,7 +5031,6 @@ "issue:45357", "issue:45406", "issue:45464", - "issue:45479", "issue:45701", "issue:45704", "issue:45759", @@ -5128,11 +5041,12 @@ "issue:46858" ], "soft_pairs": [ + "issue:28530|issue:30064", "issue:33357|issue:35707", "issue:29159|issue:36032", "issue:43526|issue:43881", - "issue:44387|issue:45701", "issue:43540|issue:43782", + "issue:44387|issue:45701", "issue:43873|issue:45704", "issue:30064|issue:34634", "issue:43550|issue:43653", @@ -5156,217 +5070,216 @@ "issue:44077|issue:44625", "issue:43644|issue:46665", "issue:44062|issue:44451", - "issue:44898|issue:45072", - "issue:44625|issue:45479" + "issue:44898|issue:45072" ], - "prepared_review_unit_hash": "e04a6aa0275074c9437c94f5c8736693eef5342bda869bf03ccecfc01f06d6ae", + "prepared_review_unit_hash": "db0cc473f1f7fab2d85f04279302c51b678ab255062540095ae7b5f65501547e", "component_budget": { - "node_count": 502, - "item_count": 502, - "soft_pair_count": 1845, - "serialized_chars": 957282, - "estimated_input_tokens": 239321, - "estimated_eval_tokens": 478898 + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1849, + "serialized_chars": 959374, + "estimated_input_tokens": 239844, + "estimated_eval_tokens": 479944 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36830, - "estimated_input_tokens": 9208, - "estimated_eval_tokens": 18672 + "serialized_chars": 36783, + "estimated_input_tokens": 9196, + "estimated_eval_tokens": 18648 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated bug reports across tokenizers, multimodal processors, loading/offload, and CI regressions. No soft pair looks like the same concrete bug or mergeable PR change.", - "confidence": 0.81, - "canonical_issue_reason": "issue:45701 is the broadest regression-style report in the set and the best umbrella representative for this mixed cluster.", + "summary": "The cluster is mostly a grab bag of unrelated Transformers issues. None of the provided soft edges look like safe duplicates; they share broad subsystem terms, but not the same concrete bug or fix path. The strongest internal theme is the non-persistent-buffer regression, with 44534 the best representative of that subtopic.", + "confidence": 0.96, + "canonical_issue_reason": "If a single issue must represent the cluster, 44534 is the clearest broad regression report and best matches the only near-duplicate theme (non-persistent buffers).", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 has the strongest triage signal overall: active discussion, inbound references, and a clearly stated reproducible failure, even though it is not a duplicate of the others.", + "best_issue_reason": "44534 is the most canonical-looking issue overall because it names the broad version-5 buffer corruption regression directly and is better as a representative than the narrower or unrelated reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:28530", + "right": "issue:30064", + "accept": false, + "reason": "Early-stopping metric lookup vs image processor void-segmentation failure; different components and failure modes." + }, { "left": "issue:33357", "right": "issue:35707", "accept": false, - "reason": "Different failures: MacOS bus error in a CLIP model vs generation behavior with inputs_embeds/past_key_values." + "reason": "MacOS CLIP bus error vs generation with inputs_embeds/past_key_values; unrelated bugs." }, { "left": "issue:29159", "right": "issue:36032", "accept": false, - "reason": "Both are tokenizer-related, but one is slow/fast inconsistency and the other is a T5 tokenizer load conflict." + "reason": "Tokenizer slow/fast inconsistency vs T5 tokenizer load-time add_special_tokens conflict." }, { "left": "issue:43526", "right": "issue:43881", "accept": false, - "reason": "Image-label reduction bug vs a model loading failure; different code paths and symptoms." + "reason": "BeitImageProcessorFast label reduction bug vs glm-4v-9b loading failure; no shared code path." }, { - "left": "issue:44387", - "right": "issue:45701", + "left": "issue:43540", + "right": "issue:43782", "accept": false, - "reason": "Quantization/OOM regression is unrelated to a report about tokenization changes." + "reason": "Qwen3OmniMoe video processing ValueError vs Qwen3VL weight_only load error; different issues." }, { - "left": "issue:43540", - "right": "issue:43782", + "left": "issue:44387", + "right": "issue:45701", "accept": false, - "reason": "Video input processing error in Qwen3OmniMoe vs from_pretrained weight_only loading error in Qwen3VL." + "reason": "Int4 quantization memory/OOM regression vs tokenization changes across versions; not the same bug." }, { "left": "issue:43873", "right": "issue:45704", "accept": false, - "reason": "Offloading/quantization behavior is a different bug from a T5 RMSNorm memory leak." + "reason": "Quantization offloading behavior vs T5 apex RMSNorm memory leak; unrelated fix targets." }, { "left": "issue:30064", "right": "issue:34634", "accept": false, - "reason": "Void segmentation-map processing and Bark voice_preset handling are unrelated processor bugs." + "reason": "Void segmentation-map handling vs BarkProcessor voice_preset handling; different processors and failures." }, { "left": "issue:43550", "right": "issue:43653", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba is unrelated to BigBirdTokenizer special-token decoding." + "reason": "Bamba torch.compile SDPA failure vs BigBirdTokenizer special-token decode bug; unrelated." }, { "left": "issue:44534", "right": "issue:46665", "accept": false, - "reason": "Both mention model loading/runtime behavior, but one is a non-persistent buffer regression and the other is from_pretrained inside Python classes." + "reason": "Non-persistent buffers filled with junk vs from_pretrained behavior inside Python classes; different root causes." }, { "left": "issue:43606", "right": "issue:43720", "accept": false, - "reason": "Both involve accelerate/offload/loading, but they are different concrete failures on different models and code paths." + "reason": "CPU offload device mismatch vs BitNet packed-weight unpacking during accelerate loading; not the same path." }, { "left": "issue:43531", "right": "issue:45759", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE is not the same bug as unwrapping text_config in composite Qwen multimodal configs." + "reason": "Qwen3-MoE sliding_window issue vs composite Qwen multimodal config unwrapping; different bugs." }, { "left": "issue:41720", "right": "issue:43746", "accept": false, - "reason": "CUDA device-mapping assert and PEFT local-checkpoint loading are different issues." + "reason": "Qwen3 auto device mapping cuda assert vs GraniteSpeech PEFT local checkpoint loading; unrelated." }, { "left": "issue:44492", "right": "issue:44509", "accept": false, - "reason": "A typo in cache strategies is unrelated to outdated docs mentioning removed pipeline tasks." + "reason": "Cache-strategy typo vs docs mentioning removed pipeline tasks; one is docs, one is API text." }, { "left": "issue:45406", "right": "issue:45464", "accept": false, - "reason": "Gemma4Processor missing _tokenizer and Qwen3.5 streaming chat/completions failures are different API bugs." + "reason": "Gemma4Processor missing _tokenizer crash vs Qwen3.5 streaming inference failure; different models and code paths." }, { "left": "issue:42490", "right": "issue:43329", "accept": false, - "reason": "Trailing-slash local model import warning is unrelated to a multimodal token-counting video-branch bug." + "reason": "Trailing-slash local model import warning vs undefined video-token helper variables; unrelated loading bugs." }, { "left": "issue:43388", "right": "issue:45059", "accept": false, - "reason": "Metric gathering drops tuple labels; SAM3 bounding-box/text behavior is a different model-input issue." + "reason": "gather_for_metrics dropping tuple labels vs SAM3 text+box behavior; different areas and symptoms." }, { "left": "issue:43606", "right": "issue:43653", "accept": false, - "reason": "CPU offload device mismatch and tokenizer special-token decode output are unrelated." + "reason": "CPU offload device mismatch vs BigBirdTokenizer special-token decode bug; not the same underlying issue." }, { "left": "issue:34567", "right": "issue:35707", "accept": false, - "reason": "Trainer token-count tracking and progressive generation are different subsystems." + "reason": "TrainerState token counter not updating vs progressive generation behavior; different subsystems." }, { "left": "issue:34634", "right": "issue:41720", "accept": false, - "reason": "BarkProcessor voice_preset handling has no overlap with Qwen3 device-mapping CUDA asserts." + "reason": "BarkProcessor voice_preset bug vs Qwen3 device-mapping cuda assert; unrelated." }, { "left": "issue:43531", "right": "issue:46821", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior is unrelated to TimesFM window_size AttributeError." + "reason": "Qwen3-MoE sliding_window bug vs TimesFM window_size AttributeError; different models and failures." }, { "left": "issue:43540", "right": "issue:46858", "accept": false, - "reason": "Video-input ValueError in Qwen3OmniMoe is not the same bug as static-cache sequence-length tensor arithmetic." + "reason": "Qwen3OmniMoe video-input ValueError vs static-cache seq_length device tensor bug; unrelated." }, { "left": "issue:45759", "right": "issue:45859", "accept": false, - "reason": "Composite Qwen config loading and CPU-offload rotary embedding behavior are separate issues." + "reason": "Multimodal Qwen config unwrapping vs Qwen rotary embedding CPU-offload incompatibility; different fixes." }, { "left": "issue:45357", "right": "issue:46402", "accept": false, - "reason": "Incorrect visual-encoder save keys and missing text-encoder weight loading are different Qwen/SAM3 problems." + "reason": "Qwen3.5 visual-encoder save_pretrained regression vs Sam3 text-encoder load regression; unrelated." }, { "left": "issue:44451", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer/model-loading failures, but for different models and failure modes." + "reason": "ScandiBERT loading failure vs EMBEDDIA/est-roberta tokenizer loading failure; both loading-related but distinct." }, { "left": "issue:43531", "right": "issue:44589", "accept": false, - "reason": "Sliding-window model behavior and missing Float8 storage lookup are unrelated." + "reason": "Sliding-window support issue vs missing Float8 storage object; no shared bug." }, { "left": "issue:44077", "right": "issue:44625", "accept": false, - "reason": "PatchTSMixer post_init gating is unrelated to num_labels propagation in Qwen3.5." + "reason": "patchtsmixer post_init policy issue vs Qwen3.5 num_labels propagation bug; different code paths." }, { "left": "issue:43644", "right": "issue:46665", "accept": false, - "reason": "Non-persistent buffer junk fill and from_pretrained-in-class inconsistency are different bugs." + "reason": "Transformers 5 non-persistent-buffer junk vs from_pretrained inside classes; only loosely related by loading." }, { "left": "issue:44062", "right": "issue:44451", "accept": false, - "reason": "AddedToken keyword collision is unrelated to ScandiBERT tokenizer loading failure." + "reason": "AddedToken special-argument conflict vs ScandiBERT tokenizer load failure; unrelated tokenizer issues." }, { "left": "issue:44898", "right": "issue:45072", "accept": false, - "reason": "Perceiver image-classification interpolation failure and bfloat16 dtype mismatch are different model/runtime issues." - }, - { - "left": "issue:44625", - "right": "issue:45479", - "accept": false, - "reason": "Qwen3.5 num_labels propagation and zero-loss classification with num_labels=1 are not the same underlying bug." + "reason": "Perceiver positional interpolation failure vs bfloat16 dtype mismatch in inference; different concrete bugs." } ] }, @@ -5385,17 +5298,16 @@ "review_unit_count": 60, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-502", + "cluster_id": "cluster-10000-503", "nodes": [ "issue:30064", "issue:36010", "issue:39692", "issue:41720", "issue:42886", - "issue:43295", "issue:43381", "issue:43421", "issue:43493", @@ -5413,6 +5325,7 @@ "issue:44514", "issue:44545", "issue:44610", + "issue:44625", "issue:44671", "issue:44843", "issue:44918", @@ -5424,9 +5337,9 @@ "issue:45356", "issue:45357", "issue:45381", + "issue:45479", "issue:45704", "issue:45759", - "issue:45834", "issue:45907", "issue:45923", "issue:45987", @@ -5440,6 +5353,7 @@ "issue:46858" ], "soft_pairs": [ + "issue:44625|issue:45479", "issue:44987|issue:45042", "issue:43381|issue:43844", "issue:44368|issue:45357", @@ -5455,13 +5369,13 @@ "issue:45759|issue:45923", "issue:43746|issue:43873", "issue:43994|issue:44671", - "issue:43421|issue:43653", "issue:44514|issue:44545", - "issue:46032|issue:46463", + "issue:43421|issue:43653", "issue:39692|issue:43493", + "issue:46032|issue:46463", "issue:43421|issue:44186", - "issue:45081|issue:45356", "issue:43782|issue:45381", + "issue:45081|issue:45356", "issue:30064|issue:36010", "issue:44995|issue:46858", "issue:45356|issue:45907", @@ -5469,229 +5383,228 @@ "issue:43720|issue:43819", "issue:43653|issue:43720", "issue:46829|issue:46832", - "issue:45987|issue:46829", - "issue:43295|issue:45834" + "issue:45987|issue:46829" ], - "prepared_review_unit_hash": "6bfd785d6afbaae32fb0f6f90b17982f3334e1915dbe1c06255bfa6ba8c98237", + "prepared_review_unit_hash": "b5a0f1ad8c243ea9faac337b1f4e6a87cce0aa75f72964eedc2680fe431bbfee", "component_budget": { - "node_count": 502, - "item_count": 502, - "soft_pair_count": 1845, - "serialized_chars": 957282, - "estimated_input_tokens": 239321, - "estimated_eval_tokens": 478898 + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1849, + "serialized_chars": 959374, + "estimated_input_tokens": 239844, + "estimated_eval_tokens": 479944 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 37485, - "estimated_input_tokens": 9372, - "estimated_eval_tokens": 19000 + "serialized_chars": 37554, + "estimated_input_tokens": 9389, + "estimated_eval_tokens": 19034 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous issue reports that only share broad subsystem vocabulary. The only clear duplicate pair is the Qwen2_5_VLProcessor.apply_chat_template batched padding=False crash; the rest are related by theme at most, not by the same underlying bug.", - "confidence": 0.87, - "canonical_issue_reason": "Issue 44545 is the cleanest representative of the only exact duplicate pair: it has the same title/symptom as 44514, with slightly more discussion/inbound references.", + "summary": "This set is mostly heterogeneous and does not form one clean duplicate cluster. Most pairs share only a broad subsystem; the only strong duplicate candidates are the offline tokenizer/cache pair and the two identical Qwen2_5_VLProcessor chat-template crashes.", + "confidence": 0.86, + "canonical_issue_reason": "No single canonical issue cleanly represents the whole cluster because the items span unrelated bugs; among the likely duplicates, the offline tokenizer/cache reports are the most concrete.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44545 is the best issue anchor because it is the strongest exact duplicate match and the most directly reusable summary of the cluster's only true duplicate.", + "best_issue_reason": "issue:44843 is the best representative issue because it describes a specific, actionable failure path (_patch_mistral_regex -> model_info() -> HF_HUB_OFFLINE) and is the clearest tracker for one of the likely duplicate pairs.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Related to classification heads, but one is config propagation and the other is loss computation semantics; not the same bug." + }, { "left": "issue:44987", "right": "issue:45042", "accept": false, - "reason": "Different bugs: a model-loading regression vs an image-processor torchvision dependency problem." + "reason": "Different failures: model loading for a specific repo versus PIL image processors requiring torchvision." }, { "left": "issue:43381", "right": "issue:43844", "accept": false, - "reason": "Eval-mode gradient checkpointing misuse and ZeRO-3 gradient explosion are unrelated failure modes." + "reason": "Both mention training/runtime behavior, but eval-mode checkpointing and ZeRO-3 gradient growth are different code paths." }, { "left": "issue:44368", "right": "issue:45357", "accept": false, - "reason": "LoRA/tie_word_embeddings warning is unrelated to incorrect visual encoder keys on save_pretrained." + "reason": "A warning about tie_word_embeddings is not the same as incorrect visual-encoder keys being saved." }, { "left": "issue:39692", "right": "issue:44610", "accept": false, - "reason": "SigLIP2 doc-example errors do not match OmDet-Turbo's processor/model image-size mismatch." + "reason": "Both are multimodal/model-specific issues, but documentation example errors and processor size mismatch are distinct bugs." }, { "left": "issue:41720", "right": "issue:45704", "accept": false, - "reason": "Qwen3 CUDA assert and T5 apex RMSNorm memory leak are different code paths and symptoms." + "reason": "Qwen3 auto device mapping CUDA assert is unrelated to T5/apex RMSNorm memory leak." }, { "left": "issue:43746", "right": "issue:46050", "accept": false, - "reason": "PEFT local-checkpoint loading and sinq quantized save/load breakage are distinct issues." + "reason": "Local PEFT adapter loading and quantized save/load corruption are different failure modes." }, { "left": "issue:43421", "right": "issue:43927", "accept": false, - "reason": "Tokenizer backend post-processor updates and DiaConfig custom token-ID loss are different bugs." + "reason": "Runtime special-token post-processor updates and DiaConfig token-ID persistence are separate tokenizer/config bugs." }, { "left": "issue:43381", "right": "issue:45704", "accept": false, - "reason": "Gradient checkpointing in eval mode is unrelated to the T5 RMSNorm memory leak." + "reason": "Gradient checkpointing in eval mode is unrelated to T5 using apex.FusedRMSNorm." }, { "left": "issue:46655", "right": "issue:46693", "accept": false, - "reason": "Video processor padding error and FA2 long-context performance regression are not the same bug." + "reason": "Incorrect video padding and FA2 long-context performance regression are different problems." }, { "left": "issue:45704", "right": "issue:45923", "accept": false, - "reason": "RMSNorm memory leak and missing gradient_checkpointing flag are unrelated." + "reason": "Apex RMSNorm leak and missing supports_gradient_checkpointing flag are unrelated." }, { "left": "issue:42886", "right": "issue:44843", - "accept": false, - "reason": "Both touch offline tokenization, but 44843 is a specific Mistral-regex model_info call while 42886 is broader cache loading; not enough to treat as the same bug." + "accept": true, + "reason": "Both describe HF_HUB_OFFLINE tokenizer-loading failures caused by unintended network/model_info access during tokenizer setup." }, { "left": "issue:44918", "right": "issue:44936", "accept": false, - "reason": "Qwen3.5 embedding unpacking failure and trainer.evaluate() after train() are different trainer issues." + "reason": "TRL SFT embedding unpacking and trainer.evaluate after train are different trainer behaviors." }, { "left": "issue:45759", "right": "issue:45923", "accept": false, - "reason": "Config unwrapping for multimodal Qwen configs is unrelated to a missing gradient_checkpointing flag." + "reason": "Composite Qwen config handling and a missing gradient-checkpointing flag are not the same bug." }, { "left": "issue:43746", "right": "issue:43873", "accept": false, - "reason": "Local checkpoint loading with PEFT adapters is different from quantization/offloading behavior." + "reason": "Local checkpoint loading for PEFT adapters and quantization/offloading behavior are different code paths." }, { "left": "issue:43994", "right": "issue:44671", "accept": false, - "reason": "Different models and failures: SigLIP2 wrong outputs vs CamemBERT masked-LM prediction regression." - }, - { - "left": "issue:43421", - "right": "issue:43653", - "accept": false, - "reason": "Runtime special-token post-processing and BigBird mask-token registration are not the same underlying defect." + "reason": "SigLIP2 inference mismatch and CamemBERT masked-LM predictions are unrelated model-specific issues." }, { "left": "issue:44514", "right": "issue:44545", "accept": true, - "reason": "Exact duplicate: identical Qwen2_5_VLProcessor.apply_chat_template batched padding=False crash, same symptom and scope." + "reason": "These are the same Qwen2_5_VLProcessor batched apply_chat_template crash, with nearly identical titles and failure conditions." }, { - "left": "issue:46032", - "right": "issue:46463", + "left": "issue:43421", + "right": "issue:43653", "accept": false, - "reason": "Mamba2Mixer cache correctness and T5 decoder-input error messaging are unrelated." + "reason": "Both involve tokenizer special tokens, but one is runtime post-processor syncing and the other is BigBird mask-token registration/decoding." }, { "left": "issue:39692", "right": "issue:43493", "accept": false, - "reason": "SigLIP2 doc-example problems and HF-vs-JAX implementation discrepancy are related only by model family, not by a single concrete bug." + "reason": "Both mention SigLIP2, but documentation example errors and HF-vs-JAX implementation discrepancy are different issues." }, { - "left": "issue:43421", - "right": "issue:44186", + "left": "issue:46032", + "right": "issue:46463", "accept": false, - "reason": "Tokenizer special-token post-processing and LayoutLMv2 NER/padding crashes are different tokenizer bugs." + "reason": "Mamba2 use_cache corruption and a T5 decoder-input error message are unrelated." }, { - "left": "issue:45081", - "right": "issue:45356", + "left": "issue:43421", + "right": "issue:44186", "accept": false, - "reason": "Mistral regex crash and Kimi-K2.5 codec/regression warning are different tokenizer regressions." + "reason": "Special-token post-processor syncing and LayoutLMv2 tokenizer crashes on NER/padding are different tokenizer bugs." }, { "left": "issue:43782", "right": "issue:45381", "accept": false, - "reason": "Qwen3VL weight_only load failure and qwen2.5-vl vision_position_ids bug are separate multimodal issues." + "reason": "Qwen3VL weight_only loading errors and Qwen2.5-VL video position-id issues are not the same failure." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both touch fix_mistral_regex, but one is an AttributeError crash and the other is a regression about codec handling/warnings in a different tokenizer scenario." }, { "left": "issue:30064", "right": "issue:36010", "accept": false, - "reason": "Void segmentation-map processing and GenerationMixin import failure are unrelated." + "reason": "Image processor void-segmentation handling and GenerationMixin import failure are unrelated." }, { "left": "issue:44995", "right": "issue:46858", "accept": false, - "reason": "GlmMoeDsa stale-cache crash and static-cache seq-length tensor arithmetic failure are different cache bugs." + "reason": "Both mention cache/indexing, but stale indexer cache on second forward pass is not the same as static-cache seq-length tensor arithmetic." }, { "left": "issue:45356", "right": "issue:45907", "accept": false, - "reason": "Tokenizer regression and list_repo_files revision forwarding are unrelated." + "reason": "Tokenizer regression around fix_mistral_regex and list_repo_files revision forwarding are unrelated." }, { "left": "issue:39692", "right": "issue:43873", "accept": false, - "reason": "SigLIP2 example/documentation errors are not the same as quantization offloading behavior." + "reason": "SigLIP2 doc/model issues and offloading with quantization are different." }, { "left": "issue:43720", "right": "issue:43819", "accept": false, - "reason": "BitNet unpacking during accelerate load and DAC missing-STE mismatch are different model bugs." + "reason": "Packed-weight loading failure and DAC.from_latents/STE mismatch are unrelated model behaviors." }, { "left": "issue:43653", "right": "issue:43720", "accept": false, - "reason": "BigBird special-token registration and BitNet packed-weight loading are unrelated." + "reason": "BigBird special-token decode output and BitNet packed-weight loading are different bugs." }, { "left": "issue:46829", "right": "issue:46832", "accept": false, - "reason": "VideoPrism output-field mixup and RT-DETR feature-level TypeError are distinct model-output bugs." + "reason": "Hidden-state output plumbing in one video model and RT-DETR feature-level mismatch are unrelated." }, { "left": "issue:45987", "right": "issue:46829", "accept": false, - "reason": "StaticCache seq-length contract violation and VideoPrism hidden_states misassignment are unrelated." - }, - { - "left": "issue:43295", - "right": "issue:45834", - "accept": false, - "reason": "Processor/tokenizer regression and Kosmos2.5 long-OCR index error are different failures." + "reason": "StaticCache seq-length return type and VideoPrism output field mismatch are not the same issue." } ] }, "evaluator_result": { "accept": true, - "feedback": "The analysis is grounded in the packet. The only accepted duplicate pair, issue:44514 and issue:44545, is an exact title/symptom match and the canonical choice is justified by slightly richer references. The summary stays conservative about the rest of the cluster, treating them as theme-level similarities rather than same-bug duplicates, which fits the evidence." + "feedback": "The judgments are conservative and grounded in the packet. The two accepted pairs look like true duplicates/near-duplicates (HF_HUB_OFFLINE tokenizer/cache failure; identical Qwen2_5_VLProcessor batched apply_chat_template crash). The rejected pairs mostly differ in bug surface, code path, or failure mode, and the summary correctly avoids claiming a single coherent cluster." }, "evaluator_used": true, "retried": false, @@ -5707,10 +5620,10 @@ "review_unit_count": 60, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-502", + "cluster_id": "cluster-10000-503", "nodes": [ "issue:30064", "issue:34634", @@ -5718,6 +5631,7 @@ "issue:36331", "issue:39692", "issue:41720", + "issue:43295", "issue:43335", "issue:43531", "issue:43540", @@ -5761,6 +5675,7 @@ "issue:46932" ], "soft_pairs": [ + "issue:43295|issue:45834", "issue:43550|issue:43927", "issue:43550|issue:44361", "issue:44062|issue:44488", @@ -5769,17 +5684,17 @@ "issue:43531|issue:43643", "issue:43596|issue:44220", "issue:43611|issue:46665", - "issue:44008|issue:46858", "issue:44186|issue:44898", "issue:43653|issue:43819", + "issue:44008|issue:46858", "issue:41720|issue:44991", "issue:45987|issue:46932", "issue:30064|issue:36331", - "issue:43643|issue:44877", "issue:44220|issue:44661", - "issue:43618|issue:43697", - "issue:43335|issue:43756", + "issue:43643|issue:44877", "issue:43550|issue:43819", + "issue:43335|issue:43756", + "issue:43618|issue:43697", "issue:44843|issue:45081", "issue:44448|issue:44671", "issue:39692|issue:45834", @@ -5790,202 +5705,208 @@ "issue:45183|issue:45479", "issue:45584|issue:45834" ], - "prepared_review_unit_hash": "890e60de5631a12fdb4184988d63c2c00fce301d4966b829875d28cb3a82e6f7", + "prepared_review_unit_hash": "3b25042d9abfecc37ac61cfbf5bd29748fe9f690d6c444013531ed472fc43d4b", "component_budget": { - "node_count": 502, - "item_count": 502, - "soft_pair_count": 1845, - "serialized_chars": 957282, - "estimated_input_tokens": 239321, - "estimated_eval_tokens": 478898 + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1849, + "serialized_chars": 959374, + "estimated_input_tokens": 239844, + "estimated_eval_tokens": 479944 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35741, - "estimated_input_tokens": 8936, - "estimated_eval_tokens": 18128 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36652, + "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 mostly a grab-bag of unrelated Transformers bug reports, with only superficial overlap around model/tokenizer loading and v5 regressions. No soft pair looks like the same underlying bug or a safe combined fix.", + "summary": "This cluster is heterogeneous: it mixes unrelated Transformers bugs across tokenizers, vision/video, config loading, cache semantics, and training/runtime APIs. None of the soft edges look like the same underlying change or defect, so I would not merge any pairs.", "confidence": 0.96, - "canonical_issue_reason": null, + "canonical_issue_reason": "No clear canonical issue: the items span many different subsystems and failure modes rather than one shared bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43611 is the most broadly useful, self-contained regression report in the set; the others are narrower and largely unrelated to each other.", + "best_issue_reason": "No single issue is a good global representative because the cluster is not a true duplicate set.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Different domains and failures: processor/tokenizer regression vs long-OCR index error." + }, { "left": "issue:43550", "right": "issue:43927", "accept": false, - "reason": "Different subsystems: torch.compile/SDPA runtime failure vs config persistence losing custom token IDs." + "reason": "One is torch.compile SDPA failure; the other is save/load losing custom token IDs." }, { "left": "issue:43550", "right": "issue:44361", "accept": false, - "reason": "Both are TypeError-style reports, but they involve different models and failure paths." + "reason": "Bamba compile/SDPA bug is unrelated to MLuke tokenizer AttributeError." }, { "left": "issue:44062", "right": "issue:44488", "accept": false, - "reason": "Tokenizer constructor argument collision vs failure to load a specific model tokenizer; not the same bug." + "reason": "AddedToken keyword collision vs tokenizer loading failure for a specific model; different code paths." }, { "left": "issue:43540", "right": "issue:46294", "accept": false, - "reason": "Both touch Qwen video input handling, but one is a processing ValueError and the other is chat-template token/feature mismatch." + "reason": "Both are video-input issues, but they affect different Qwen models and different mismatch/validation failures." }, { "left": "issue:45381", "right": "issue:46693", "accept": false, - "reason": "One is a Qwen2.5-VL video position-id bug; the other is a performance regression with FA2 long-context generation." + "reason": "Qwen2.5-VL position-id bug is unrelated to FA2 long-context performance regression." }, { "left": "issue:43531", "right": "issue:43643", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior vs AutoConfig/trust_remote_code field loss are unrelated." + "reason": "Qwen3-MoE sliding-window bug vs AutoConfig trust_remote_code field loss; unrelated." }, { "left": "issue:43596", "right": "issue:44220", "accept": false, - "reason": "Deepspeed Zero3/BertModel indexing error vs fbank feature extraction issue are different code paths." + "reason": "Zero3/Bert initialization IndexError is unrelated to audio fbank feature extraction." }, { "left": "issue:43611", "right": "issue:46665", "accept": false, - "reason": "Model-loading regression with base_model_prefix vs general from_pretrained behavior inside Python classes are distinct." - }, - { - "left": "issue:44008", - "right": "issue:46858", - "accept": false, - "reason": "Gemma3n variable collision in forward() vs cache sequence-length tensor type bug are unrelated." + "reason": "Both involve loading behavior, but one is base_model_prefix regression and the other is from_pretrained inside Python classes." }, { "left": "issue:44186", "right": "issue:44898", "accept": false, - "reason": "Tokenizer crash on NER/padding vs image-classification interpolation issue; different components." + "reason": "LayoutLMv2 tokenizer crash vs Perceiver non-default-resolution classification failure; different bugs." }, { "left": "issue:43653", "right": "issue:43819", "accept": false, - "reason": "BigBird special-token registration bug vs DAC forward/from_latents mismatch are unrelated." + "reason": "BigBird special-token decode issue and DAC latent/forward mismatch are separate code paths." + }, + { + "left": "issue:44008", + "right": "issue:46858", + "accept": false, + "reason": "Gemma 3n variable collision is unrelated to StaticCache sequence-length tensor semantics." }, { "left": "issue:41720", "right": "issue:44991", "accept": false, - "reason": "CUDA assert with Qwen3 auto device mapping vs tokenizer load failure for est-roberta are not the same issue." + "reason": "CUDA assert on Qwen3 device mapping is unrelated to tokenizer loading for est-roberta." }, { "left": "issue:45987", "right": "issue:46932", "accept": false, - "reason": "StaticCache sequence-length return type bug vs Gemma4 quantized embedder dtype casting are different fixes." + "reason": "StaticCache return-type regression and Gemma4 quantized-embedder dtype casting are unrelated." }, { "left": "issue:30064", "right": "issue:36331", "accept": false, - "reason": "Image processor segmentation-map handling vs CustomTrainer compute_loss signature mismatch are unrelated." + "reason": "Void segmentation-map processing and CustomTrainer compute_loss signature mismatch are unrelated." }, { - "left": "issue:43643", - "right": "issue:44877", + "left": "issue:44220", + "right": "issue:44661", "accept": false, - "reason": "Both involve config loading, but one is missing returned fields and the other is strict-config rejection of granite_speech." + "reason": "Audio fbank extraction bug vs add-new-model-like tokenizer mapping bug; different areas." }, { - "left": "issue:44220", - "right": "issue:44661", + "left": "issue:43643", + "right": "issue:44877", "accept": false, - "reason": "Audio feature extraction issue vs tokenizer-mapping add-new-model-like failure are different areas." + "reason": "Both are config/loading related, but trust_remote_code field loss and strict granite_speech config rejection are different defects." }, { - "left": "issue:43618", - "right": "issue:43697", + "left": "issue:43550", + "right": "issue:43819", "accept": false, - "reason": "Both are v5 output-behavior changes, but for different models and code paths." + "reason": "Bamba SDPA/compile failure vs DAC from_latents mismatch are unrelated model behaviors." }, { "left": "issue:43335", "right": "issue:43756", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug vs Smollm3 RoPE-layer count bug are unrelated model-specific issues." + "reason": "SwitchTransformers sparse-layer creation and Smollm3 RoPE layer dropping are different model-architecture bugs." }, { - "left": "issue:43550", - "right": "issue:43819", + "left": "issue:43618", + "right": "issue:43697", "accept": false, - "reason": "Different failures: Bamba torch.compile/SDPA vs DAC latent decoding mismatch." + "reason": "CLIPOutput attentions assignment and RTDetrV2 output divergence are different model-specific regressions." }, { "left": "issue:44843", "right": "issue:45081", "accept": false, - "reason": "Same helper name, but one is offline model_info access and the other is backend_tokenizer attribute access; different defects." + "reason": "Same helper area (_patch_mistral_regex), but one is an offline network call and the other is a backend_tokenizer attribute crash." }, { "left": "issue:44448", "right": "issue:44671", "accept": false, - "reason": "Both are v5 model output regressions, but they concern different models and likely different fixes." + "reason": "Pegasus output drift and CamemBERT masked-LM drift are distinct model-specific issues." }, { "left": "issue:39692", "right": "issue:45834", "accept": false, - "reason": "Docs/example errors for SigLIP2 vs runtime index error on Kosmos2.5 OCR input are unrelated." + "reason": "SigLIP2 doc/quantization problems are unrelated to Kosmos2.5 long OCR indexing." }, { "left": "issue:44186", "right": "issue:44442", "accept": false, - "reason": "LayoutLMv2 NER/padding crash vs AutoTokenizer loading FastSpeech2ConformerTokenizer are not the same bug." + "reason": "LayoutLMv2 NER/padding crash is unrelated to FastSpeech2Conformer tokenizer loading failure." }, { "left": "issue:44821", "right": "issue:45084", "accept": false, - "reason": "AutoImageProcessor URL loading failure vs template compilation error are unrelated." + "reason": "AutoImageProcessor URL loading is unrelated to the template-node compilation TypeError." }, { "left": "issue:43540", "right": "issue:44008", "accept": false, - "reason": "Both are multimodal model bugs, but Qwen3OmniMoe video processing and Gemma3n forward variable collision are distinct." + "reason": "Different Qwen/Gemma model bugs with different failure mechanisms and code paths." }, { "left": "issue:34634", "right": "issue:36010", "accept": false, - "reason": "BarkProcessor preset issue vs GenerationMixin import error are unrelated." + "reason": "BarkProcessor voice_preset and GenerationMixin import are unrelated regressions." }, { "left": "issue:45183", "right": "issue:45479", "accept": false, - "reason": "Input validation XOR bug vs sequence-classification zero-loss bug are different model behaviors." + "reason": "Input validation XOR error and zero-loss classification bug affect different logic." }, { "left": "issue:45584", "right": "issue:45834", "accept": false, - "reason": "Whisper empty-transcription generation issue vs Kosmos2.5 long OCR input index error are unrelated." + "reason": "Whisper empty-transcription handling is unrelated to Kosmos2.5 OCR indexing." } ] }, @@ -6004,10 +5925,10 @@ "review_unit_count": 60, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-502", + "cluster_id": "cluster-10000-503", "nodes": [ "issue:28218", "issue:29159", @@ -6062,22 +5983,22 @@ "issue:43322|issue:45685", "issue:43606|issue:45072", "issue:43388|issue:46032", - "issue:44479|issue:45834", - "issue:43825|issue:43994", "issue:43550|issue:45072", + "issue:43825|issue:43994", + "issue:44479|issue:45834", + "issue:43421|issue:44811", "issue:43782|issue:44977", "issue:44561|issue:45020", - "issue:43421|issue:44811", "issue:43577|issue:43818", "issue:46294|issue:46463", - "issue:44991|issue:46291", "issue:43582|issue:46512", + "issue:44991|issue:46291", "issue:43716|issue:44008", "issue:43931|issue:46846", - "issue:28218|issue:29159", "issue:44805|issue:44936", "issue:44610|issue:45072", "issue:43540|issue:45381", + "issue:28218|issue:29159", "issue:43749|issue:44291", "issue:43720|issue:45072", "issue:43825|issue:43827", @@ -6086,203 +6007,206 @@ "issue:43577|issue:43582", "issue:34634|issue:36331" ], - "prepared_review_unit_hash": "38fe273c4395a2333f71eaf5bafe28fa40d6b2e4ea11ab13d3bb7703c014b311", + "prepared_review_unit_hash": "b4f9a9142f25db356ad4f7d446294056de826b9957cdcbd8781d3d6bd768d3c9", "component_budget": { - "node_count": 502, - "item_count": 502, - "soft_pair_count": 1845, - "serialized_chars": 957282, - "estimated_input_tokens": 239321, - "estimated_eval_tokens": 478898 + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1849, + "serialized_chars": 959374, + "estimated_input_tokens": 239844, + "estimated_eval_tokens": 479944 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 27, - "serialized_chars": 35451, - "estimated_input_tokens": 8863, - "estimated_eval_tokens": 17982 + "serialized_chars": 35456, + "estimated_input_tokens": 8864, + "estimated_eval_tokens": 17984 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a noisy, heterogeneous issue cluster spanning tokenizer, loading, vision/video, training, and dtype regressions. None of the soft pairs look like the same concrete bug/change, so I would not merge any of them as duplicates.", - "confidence": 0.37, - "canonical_issue_reason": "If forced to pick one umbrella issue, issue 45020 is the broadest version-regression report and the most reusable triage bucket for this mixed set.", + "summary": "This is mostly a heterogeneous set of unrelated issues; only the tokenizer pair (28218/29159) looks like a likely duplicate. No PRs were provided.", + "confidence": 0.71, + "canonical_issue_reason": "issue:29159 is the broader tokenizer report: it frames the problem as slow/fast tokenizer inconsistency, which plausibly subsumes the more specific extra-space symptom in issue:28218.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45020 is the best single issue to anchor the cluster because it is the most general cross-cutting regression report among otherwise unrelated bugs.", + "best_issue_reason": "issue:29159 is the best anchor for the only plausible duplicate pair because it is the more general and representative description of the underlying tokenizer bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43644", "right": "issue:43749", "accept": false, - "reason": "Different load-time failures: junk non-persistent buffers vs broken FSDP CPU RAM efficient loading." + "reason": "Different bugs: buffer initialization junk vs FSDP CPU RAM-efficient loading breakage." }, { "left": "issue:43322", "right": "issue:45685", "accept": false, - "reason": "Unrelated models and errors: Llava Next segfault vs MPS histogram not implemented for Int." + "reason": "Different model/pathologies: Llava Next segfault vs MPS histogram int error." }, { "left": "issue:43606", "right": "issue:45072", "accept": false, - "reason": "Different bug classes: CPU-offload device mismatch vs bfloat16 dtype mismatch." + "reason": "CPU offload device mismatch is not the same as bfloat16 dtype mismatches." }, { "left": "issue:43388", "right": "issue:46032", "accept": false, - "reason": "Training metric batching bug vs generation cache correctness bug." + "reason": "Different code paths: metric gathering label truncation vs cache misuse producing wrong results." }, { - "left": "issue:44479", - "right": "issue:45834", + "left": "issue:43550", + "right": "issue:45072", "accept": false, - "reason": "Both are multimodal regressions, but they affect different models and different failure modes." + "reason": "torch.compile+SDPA failure is unrelated to generic dtype mismatch reports." }, { "left": "issue:43825", "right": "issue:43994", "accept": false, - "reason": "Error-message wording vs an actual inference quality bug in a different model." + "reason": "An error-message/doc regression is not the same underlying bug as bad SigLIP2 outputs." }, { - "left": "issue:43550", - "right": "issue:45072", + "left": "issue:44479", + "right": "issue:45834", "accept": false, - "reason": "torch.compile/SDPA failure is not the same as a dtype mismatch regression." + "reason": "Both are vision-related, but they describe different failures in different models and input shapes." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Tokenizer post-processor update bug vs batch_decode skipping special tokens; related area, different bug." }, { "left": "issue:43782", "right": "issue:44977", "accept": false, - "reason": "Model load-time weight_only error vs flash-attention generation failure; different paths." + "reason": "Loading with weight_only=True and flash-attention generation issues are different concrete failures." }, { "left": "issue:44561", "right": "issue:45020", "accept": false, - "reason": "Shared theme of remote_code breakage, but one is a specific helper removal and the other is a broad umbrella report." - }, - { - "left": "issue:43421", - "right": "issue:44811", - "accept": false, - "reason": "Tokenizer post-processor update bug vs Whisper batch_decode skip_special_tokens bug." + "reason": "One is a specific removed-helper breakage; the other is a broad remote_code regression report." }, { "left": "issue:43577", "right": "issue:43818", "accept": false, - "reason": "Dtype propagation issue vs missing temporal attention/weight-sharing defect." + "reason": "Different model bugs: dtype staying float32 vs missing temporal attention / shared weights." }, { "left": "issue:46294", "right": "issue:46463", "accept": false, - "reason": "Different model families and different validation errors." + "reason": "Video token-feature mismatch is unrelated to T5 decoder input validation errors." }, { - "left": "issue:44991", - "right": "issue:46291", + "left": "issue:43582", + "right": "issue:46512", "accept": false, - "reason": "Tokenizer loading failure is unrelated to a kernels package import/version requirement." + "reason": "Apple Silicon TypeError in allocator warmup is unrelated to stale config dtype after from_config." }, { - "left": "issue:43582", - "right": "issue:46512", + "left": "issue:44991", + "right": "issue:46291", "accept": false, - "reason": "Apple Silicon caching_allocator_warmup TypeError is unrelated to stale model.config.dtype." + "reason": "Tokenizer loading regression and kernels import/dependency failure are different issues." }, { "left": "issue:43716", "right": "issue:44008", "accept": false, - "reason": "Different multimodal model bugs: image dtype mismatch vs audio_mel_mask attribute collision." + "reason": "Preprocessor/model dtype mismatch is unrelated to the Gemma3n variable-name collision bug." }, { "left": "issue:43931", "right": "issue:46846", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch is not the same as missing TP plan entries causing OOM/shape errors." - }, - { - "left": "issue:28218", - "right": "issue:29159", - "accept": false, - "reason": "Related tokenizer behavior, but one is a specific spacing bug and the other is a broad slow/fast inconsistency report." + "reason": "Qwen3-VL weight-shape mismatch and missing TP-plan entries are not the same underlying defect." }, { "left": "issue:44805", "right": "issue:44936", "accept": false, - "reason": "Mask/index shape mismatch is not the same as evaluate-after-train failure." + "reason": "Mask shape IndexError and trainer.evaluate() failing after train() are different failures." }, { "left": "issue:44610", "right": "issue:45072", "accept": false, - "reason": "Processor output-size mismatch is unrelated to bfloat16 dtype mismatches." + "reason": "Input-size mismatch in OmDet-Turbo is unrelated to the dtype mismatch issue." }, { "left": "issue:43540", "right": "issue:45381", "accept": false, - "reason": "Different video-input regressions in different Qwen model families." + "reason": "Both involve video inputs, but they are different model-specific regressions with different symptoms." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": true, + "reason": "Both describe the same tokenizer inconsistency around added tokens; one is the specific extra-space symptom, the other the broader slow/fast tokenizer mismatch." }, { "left": "issue:43749", "right": "issue:44291", "accept": false, - "reason": "Both are loading-related, but they fail via different mechanisms and code paths." + "reason": "FSDP CPU loading failure and unexpected _is_hf_initialized argument are different loading bugs." }, { "left": "issue:43720", "right": "issue:45072", "accept": false, - "reason": "Packed-weight unloading during accelerate loading is unrelated to dtype mismatch inference bugs." + "reason": "Packed-weights unpacking during accelerate loading is unrelated to generic dtype mismatch behavior." }, { "left": "issue:43825", "right": "issue:43827", "accept": false, - "reason": "One is a runtime error-message issue; the other is stale docs. Same theme, not the same underlying bug." + "reason": "Runtime error-message mismatch and lingering docs references are related context, but not the same concrete bug." }, { "left": "issue:43645", "right": "issue:46665", "accept": false, - "reason": "Notebook custom-model initialization breakage is distinct from from_pretrained inside Python classes." + "reason": "Jupyter custom-model initialization breakage is different from inconsistent from_pretrained behavior inside Python classes." }, { "left": "issue:44671", "right": "issue:45701", "accept": false, - "reason": "Masked LM prediction regression and tokenization-version change are not the same concrete defect." + "reason": "Masked LM prediction regression in CamemBERT is not the same as a general tokenization-version change report." }, { "left": "issue:43577", "right": "issue:43582", "accept": false, - "reason": "Different failures: dtype propagation vs Apple Silicon allocator TypeError." + "reason": "Unrelated dtype/model-loading issue vs Apple Silicon allocator TypeError." }, { "left": "issue:34634", "right": "issue:36331", "accept": false, - "reason": "BarkProcessor voice_preset bug is unrelated to CustomTrainer compute_loss signature mismatch." + "reason": "BarkProcessor voice_preset failure and CustomTrainer.compute_loss signature breakage are unrelated." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet and stays conservative. The tokenizer pair (28218/29159) is the only clearly plausible duplicate anchor from the titles, and the other soft-edge rejections avoid overstating equivalence. No PR pair claims were made, so there is no mergeability issue to check." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -6294,10 +6218,10 @@ "review_unit_count": 60, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-502", + "cluster_id": "cluster-10000-503", "nodes": [ "issue:36010", "issue:36331", @@ -6366,9 +6290,9 @@ "issue:44060|issue:44368", "issue:43526|issue:43697", "issue:43329|issue:45600", + "issue:36010|issue:36331", "issue:36010|issue:43645", "issue:43906|issue:46209", - "issue:36010|issue:36331", "issue:43526|issue:44554", "issue:43819|issue:43927", "issue:45084|issue:45538", @@ -6377,20 +6301,20 @@ "issue:42175|issue:46291", "issue:42490|issue:43257" ], - "prepared_review_unit_hash": "17442d2c8656911979c3ac75021b27a62aedb1be55c02d195d8245ae3cc7a4e7", + "prepared_review_unit_hash": "513e4f3eb98e9580c4ea6e3562bec7749ab385eef7eb8469eda1f4aeaee38e7c", "component_budget": { - "node_count": 502, - "item_count": 502, - "soft_pair_count": 1845, - "serialized_chars": 957282, - "estimated_input_tokens": 239321, - "estimated_eval_tokens": 478898 + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1849, + "serialized_chars": 959374, + "estimated_input_tokens": 239844, + "estimated_eval_tokens": 479944 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 36028, + "serialized_chars": 36027, "estimated_input_tokens": 9007, "estimated_eval_tokens": 18270 }, @@ -6399,190 +6323,187 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a set of unrelated issues. Only one soft pair looks like a plausible duplicate: the Qwen tied-weights warning reports. The rest share broad subsystems at best, but not the same concrete bug.", - "confidence": 0.72, - "canonical_issue_reason": "issue:44060 is the strongest canonical issue candidate because it describes the concrete root cause (wrongly tying embed_tokens.weight to linear_attn.dt_bias) that plausibly explains the downstream warning report in issue:44368.", + "summary": "This cluster is a heterogeneous set of Transformers issues, mostly unrelated regressions and model-specific bugs. None of the soft-linked pairs look like true duplicates of the same underlying bug or change.", + "confidence": 0.82, + "canonical_issue_reason": "issue:45020 is the broadest umbrella in the set: it describes recent-version breakage around `remote_code`, which is the closest thematic match to several other loading/regression reports. The cluster overall is still too mixed to treat as one duplicate family.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44060 is the best issue to anchor on: it is the most specific, actionable description of the underlying bug and is broader than the user-facing warning in issue:44368.", + "best_issue_reason": "issue:45020 is the best representative issue because it is the most general compatibility/regression report and sits closest to the common pattern across the cluster, even though it does not subsume the others exactly.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42175", "right": "issue:45081", "accept": false, - "reason": "Both are import/load problems, but one is a backend dependency issue and the other is a Mistral regex crash; different code paths." + "reason": "Package/backend install omission is unrelated to a tokenizer regex crash." }, { "left": "issue:46175", "right": "issue:46932", "accept": false, - "reason": "Both touch Gemma4 vision/audio embedders, but one is about a huge one-hot position embedding and the other is about dtype casting for quantized embedders." + "reason": "One is a large one-hot materialization issue; the other is dtype casting for quantized embedders." }, { "left": "issue:45003", "right": "issue:46285", "accept": false, - "reason": "One is unsafe sys.modules access in modeling_utils; the other is a CLIP class structure regression. Same area, not same bug." + "reason": "Unsafe `sys.modules` access is a different failure mode from the CLIP class structure inconsistency." }, { "left": "issue:46697", "right": "issue:46728", "accept": false, - "reason": "Both are image-size/patch-count issues, but they affect different models and different logic (over-padding vs wrong patch count)." + "reason": "Over-padding when already divisible is distinct from an incorrect image-patch count calculation." }, { "left": "issue:43653", "right": "issue:44912", "accept": false, - "reason": "BigBird special-token decoding and MXFP4 quantization fallback are unrelated failures." + "reason": "Tokenizer special-token registration is unrelated to MXFP4 quantization fallback behavior." }, { "left": "issue:43782", "right": "issue:45325", "accept": false, - "reason": "Different Qwen VL bugs: one is a weight_only loading error, the other is rope-index scaling for still images." + "reason": "A `from_pretrained` weight-loading error is not the same as a rope-index scaling bug." }, { "left": "issue:43262", "right": "issue:43819", "accept": false, - "reason": "Audio sampling-rate defaults and DAC latent reconstruction are different processors/code paths." + "reason": "Audio chat-template sampling-rate defaulting is unrelated to DAC latent reconstruction mismatch." }, { "left": "issue:45372", "right": "issue:46326", "accept": false, - "reason": "Both involve mistral_common, but one is a missing ReasoningEffort import during Gemma 4 loading and the other is a continue_final_message behavior bug." + "reason": "Importing `ReasoningEffort` and `continue_final_message` on mistral_common fail in different code paths." }, { "left": "issue:45081", "right": "issue:45406", "accept": false, - "reason": "Mistral tokenizer regex patch crash vs Gemma4Processor missing _tokenizer; different concrete failures." + "reason": "Mistral regex patching and Gemma4 processor initialization are different loading bugs." }, { "left": "issue:43582", "right": "issue:44857", "accept": false, - "reason": "AppleSilicon allocator TypeError and CUDA AMP loss crash are not the same bug." + "reason": "Apple Silicon warmup type handling is not the same problem as AMP loss crashes on CUDA." }, { "left": "issue:43742", "right": "issue:45020", "accept": false, - "reason": "MobileLLM key error and remote_code breakage are distinct loading regressions." + "reason": "A key error loading a specific model is not the same as the broader `remote_code` regression." }, { "left": "issue:44589", "right": "issue:45042", "accept": false, - "reason": "Float8 storage lookup failure and PIL/torchvision dependency regression are unrelated." + "reason": "Float8 storage lookup failure is unrelated to PIL backend torchvision requirements." }, { "left": "issue:43550", "right": "issue:44912", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba is not the same as MXFP4 quantization fallback." + "reason": "torch.compile/SDPA failure and MXFP4 quantization fallback are separate model-runtime issues." }, { "left": "issue:43452", "right": "issue:44991", "accept": false, - "reason": "Both are from_pretrained/tokenizer loading issues, but they target different mechanisms and models." + "reason": "`gguf_file` loading breakage is different from tokenizer loading failure for a specific model." }, { "left": "issue:43257", "right": "issue:43329", "accept": false, - "reason": "Qwen3 MoE weight conversion with accelerate/deepspeed and multimodal token counting are unrelated." + "reason": "Qwen3 MoE conversion/loading and the multimodal token-count undefined-variable bug are unrelated." }, { "left": "issue:44060", "right": "issue:44368", - "accept": true, - "reason": "Both describe the same tied-weights warning regression in Qwen3-family models; 44368 looks like a downstream report of the same underlying warning logic." + "accept": false, + "reason": "These are two similar warnings, but they concern different model families and warning causes." }, { "left": "issue:43526", "right": "issue:43697", "accept": false, - "reason": "BeitImageProcessorFast label reduction and RTDetrV2 output divergence are separate model bugs." + "reason": "A label-reduction bug in BEiT is not the same as RT-DETR-v2 output divergence." }, { "left": "issue:43329", "right": "issue:45600", "accept": false, - "reason": "Undefined multimodal video helpers and stale auto_mappings config references are different issues." + "reason": "Undefined video-branch variables and stale auto-mapping config references are not the same underlying bug." }, { "left": "issue:36010", - "right": "issue:43645", + "right": "issue:36331", "accept": false, - "reason": "GenerationMixin import regression and Jupyter custom-model initialization breakage are unrelated." + "reason": "GenerationMixin import failure and custom `compute_loss` signature mismatch are unrelated." }, { - "left": "issue:43906", - "right": "issue:46209", + "left": "issue:36010", + "right": "issue:43645", "accept": false, - "reason": "An isolated reproduction of one bug and an FP8 inference issue on B200 are not the same change." + "reason": "Importing `GenerationMixin` and Jupyter custom-model initialization failures are different regressions." }, { - "left": "issue:36010", - "right": "issue:36331", + "left": "issue:43906", + "right": "issue:46209", "accept": false, - "reason": "ImportError for GenerationMixin and CustomTrainer compute_loss signature mismatch are unrelated trainer/model API issues." + "reason": "A reproduction of an old issue and an FP8 inference failure on B200 are not the same bug." }, { "left": "issue:43526", "right": "issue:44554", "accept": false, - "reason": "Label reduction in BeitImageProcessorFast and an MPS attention correctness issue are different code paths." + "reason": "BEiT label reduction and MPS attention correctness are unrelated issues." }, { "left": "issue:43819", "right": "issue:43927", "accept": false, - "reason": "DAC latent reconstruction mismatch and DiaConfig save/load token-id loss are different audio/generation bugs." + "reason": "DAC forward/from_latents mismatch is unrelated to DiaConfig custom-token-ID persistence." }, { "left": "issue:45084", "right": "issue:45538", "accept": false, - "reason": "Template-compilation TypeError and CLIPTokenizer max_length regression are unrelated." + "reason": "Template-node compilation failure and CLIP tokenizer max-length semantics are unrelated." }, { "left": "issue:43638", "right": "issue:44936", "accept": false, - "reason": "Zero3 empty-dimension IndexError during training and trainer.evaluate() failing after train() are different trainer behaviors." + "reason": "Deepspeed zero3 index errors and post-train evaluation failures are different trainer/runtime problems." }, { "left": "issue:43531", "right": "issue:45042", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and PIL backend torchvision dependency are unrelated." + "reason": "Qwen3-MoE sliding-window behavior is unrelated to PIL backend torchvision dependency issues." }, { "left": "issue:42175", "right": "issue:46291", "accept": false, - "reason": "TensorFlow backend omission and kernels package version requirements are separate dependency issues." + "reason": "Torch-only install missing TensorFlow backend is unrelated to `transformers.pipelines` failing on kernels versioning." }, { "left": "issue:42490", "right": "issue:43257", "accept": false, - "reason": "Trailing-slash local-model import warning and Qwen3 MoE conversion failure are not the same bug." + "reason": "Trailing-slash local model import warnings are unrelated to Qwen3 MOE weight conversion under accelerate+deepspeed." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: the items are mostly unrelated by title, and the only accepted soft pair (44060/44368) is a plausible duplicate around the same tied-weights warning behavior in Qwen-family models. The other soft-edge rejections stay conservative and do not overclaim sameness across different model/code paths." - }, - "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 }, @@ -6594,15 +6515,16 @@ "review_unit_count": 60, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-502", + "cluster_id": "cluster-10000-503", "nodes": [ "issue:28282", "issue:29159", "issue:29870", "issue:34567", + "issue:34689", "issue:38175", "issue:39692", "issue:40990", @@ -6618,7 +6540,6 @@ "issue:43643", "issue:43650", "issue:43696", - "issue:43720", "issue:43742", "issue:43746", "issue:43749", @@ -6650,9 +6571,8 @@ "soft_pairs": [ "issue:43746|issue:44811", "issue:43854|issue:44977", - "issue:43720|issue:44610", - "issue:43643|issue:45759", "issue:39692|issue:44912", + "issue:43643|issue:45759", "issue:38175|issue:44610", "issue:43257|issue:43696", "issue:43262|issue:44811", @@ -6661,211 +6581,212 @@ "issue:43329|issue:43450", "issue:43329|issue:44479", "issue:45459|issue:45803", - "issue:42915|issue:43742", "issue:34567|issue:40990", + "issue:42915|issue:43742", "issue:46421|issue:46424", "issue:43749|issue:44756", "issue:44291|issue:45042", "issue:29159|issue:34567", "issue:43650|issue:43906", - "issue:42915|issue:44821", "issue:43606|issue:45859", + "issue:42915|issue:44821", "issue:43540|issue:46701", "issue:43927|issue:44912", "issue:28282|issue:29870", "issue:44568|issue:45356", - "issue:43454|issue:43577" + "issue:43454|issue:43577", + "issue:28282|issue:34689" ], - "prepared_review_unit_hash": "66ac1a2a1c584d91ddf05f117b1874cbd9ab13202049d472ab03c2fa67f2e2e5", + "prepared_review_unit_hash": "9dd77bff1082215207cf0b7dcb7e696b4b88842f5d1ab2d8e3dfda8c5149e62b", "component_budget": { - "node_count": 502, - "item_count": 502, - "soft_pair_count": 1845, - "serialized_chars": 957282, - "estimated_input_tokens": 239321, - "estimated_eval_tokens": 478898 + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1849, + "serialized_chars": 959374, + "estimated_input_tokens": 239844, + "estimated_eval_tokens": 479944 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 27, - "serialized_chars": 35444, - "estimated_input_tokens": 8861, - "estimated_eval_tokens": 17978 + "serialized_chars": 35417, + "estimated_input_tokens": 8855, + "estimated_eval_tokens": 17966 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a set of unrelated issue reports. I did not find any soft pair that is clearly the same underlying bug/change, so no merges are justified on the available evidence.", - "confidence": 0.79, - "canonical_issue_reason": "Issue 43329 is the clearest concrete code-path bug in the set: it names the exact failing multimodal video helper and the undefined variables, making it the best anchor if one issue must represent the cluster.", + "summary": "This cluster is mostly a loose collection of unrelated bug reports. A few pairs share broad themes (video/multimodal processing, loading/config, tokenizer behavior, OOM), but none look like the same underlying bug or a mergeable duplicate PR change.", + "confidence": 0.94, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "43329 is the most actionable issue: it identifies a specific failing function, an explicit video branch, and a likely root cause, unlike the broader symptom-only reports elsewhere in the set.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43746", "right": "issue:44811", "accept": false, - "reason": "Different subsystems and failures: PEFT/local checkpoint loading vs Whisper batch decoding token handling." + "reason": "Different subsystems and failures: PEFT/local checkpoint loading vs Whisper processor decoding behavior." }, { "left": "issue:43854", "right": "issue:44977", "accept": false, - "reason": "Unrelated model-loading test failure vs flash-attention generation regression." + "reason": "Unrelated model-loading error for GLM-4.7 vs Qwen3.5 flash-attention generation regression." }, { - "left": "issue:43720", - "right": "issue:44610", + "left": "issue:39692", + "right": "issue:44912", "accept": false, - "reason": "Packed-weight accelerate loading bug vs image processor input-size mismatch." + "reason": "Docs/example mistakes for SigLIP2 vs MXFP4 quantization fallback on gpt-oss-20b." }, { "left": "issue:43643", "right": "issue:45759", "accept": false, - "reason": "Different config bugs: trust_remote_code field loss vs missing text_config unwrapping in composite multimodal configs." + "reason": "Both are config-loading related, but one is missing fields from trust_remote_code and the other is AutoModelForCausalLM.from_config unwrapping text_config; different code paths." }, { - "left": "issue:39692", - "right": "issue:44912", + "left": "issue:38175", + "right": "issue:44610", "accept": false, - "reason": "Documentation/model-processor mismatch and quantization example issues are not the same as MXFP4 fallback to bf16." - }, - { - "left": "issue:38175", - "right": "issue:44610", - "accept": false, - "reason": "Different models and symptoms: zero probabilities vs processor output size mismatch." + "reason": "Different model families and bugs: zero probabilities in SigLIP2 vs processor input-size mismatch in OmDet-Turbo." }, { "left": "issue:43257", "right": "issue:43696", "accept": false, - "reason": "Qwen3 MoE loading/FP8 conversion issue is unrelated to GPT-oss CUDA OOM." + "reason": "Qwen3 MOE weight conversion/load issue vs a generic CUDA OOM on GPT-oss-20b." }, { "left": "issue:43262", "right": "issue:44811", "accept": false, - "reason": "Audio chat-template sampling-rate default bug is unrelated to Whisper decode token skipping." + "reason": "Audio chat-template sampling-rate default bug vs Whisper batch_decode skip_special_tokens behavior." }, { "left": "issue:43257", "right": "issue:43931", "accept": false, - "reason": "Different model-loading failures: MoE weight conversion vs Qwen3-VL weight shape mismatch." + "reason": "Both touch Qwen3 loading, but one is accelerate/deepspeed weight conversion and the other is VL shape mismatch; not the same bug." }, { "left": "issue:44387", "right": "issue:44617", "accept": false, - "reason": "Both mention OOM, but the causes are different: int4 quantization memory regression vs Sam3Video runtime OOM." + "reason": "Both mention OOM, but one is int4 quantization memory growth and the other is Sam3Video runtime OOM; different causes." }, { "left": "issue:43329", "right": "issue:43450", "accept": false, - "reason": "Both are video-related, but one is undefined helpers in token counting and the other is batched processor shape output." + "reason": "Video-related, but one is undefined variables in multimodal token counting and the other is batched video processor shape output." }, { "left": "issue:43329", "right": "issue:44479", "accept": false, - "reason": "Related video-processing area, but 44479 is a broader regression report and does not clearly match the specific undefined-variable bug." + "reason": "Shared video-regression theme, but the concrete failures are different and span different models/code paths." }, { "left": "issue:45459", "right": "issue:45803", "accept": false, - "reason": "Both involve exception handling, but they affect different code paths and different error classes." + "reason": "Both involve broad exception handling, but they are separate tokenizer/data conversion bugs in different modules." }, { - "left": "issue:42915", - "right": "issue:43742", + "left": "issue:34567", + "right": "issue:40990", "accept": false, - "reason": "Different failures: FineGrainedFP8Config on Qwen3MoE vs KeyError loading MobileLLM-125M." + "reason": "Trainer token accounting bug vs extremely high perplexity on gpt-oss-20b; no direct code-path match." }, { - "left": "issue:34567", - "right": "issue:40990", + "left": "issue:42915", + "right": "issue:43742", "accept": false, - "reason": "Trainer token-count state bug is unrelated to GPT-oss perplexity behavior." + "reason": "FineGrainedFP8Config failure in Qwen3Moe vs a key error loading MobileLLM-125M." }, { "left": "issue:46421", "right": "issue:46424", "accept": false, - "reason": "Both are cache-related, but one is recompilation from lazy init and the other is max_cache_length being ignored." + "reason": "Both cache-related, but one is spurious recompilation from lazy init and the other is max_cache_length being ignored except for Quantized Cache." }, { "left": "issue:43749", "right": "issue:44756", "accept": false, - "reason": "Different loading/OOM problems with different mechanisms: FSDP RAM-efficient loading vs mmap on Strix Halo." + "reason": "Different memory/loading mechanisms: FSDP CPU RAM efficient loading vs disabling mmap on Strix Halo." }, { "left": "issue:44291", "right": "issue:45042", "accept": false, - "reason": "init_empty_weights loading TypeError is unrelated to PIL image processors requiring torchvision." + "reason": "init_empty_weights/_is_hf_initialized regression vs PIL image processors requiring torchvision; unrelated." }, { "left": "issue:29159", "right": "issue:34567", "accept": false, - "reason": "Tokenizer parity issue vs TrainerState token counter not updating." + "reason": "Tokenizer slow/fast inconsistency vs TrainerState token counter not updating; different components." }, { "left": "issue:43650", "right": "issue:43906", "accept": false, - "reason": "Placeholder/nonspecific issue vs isolated reproduction of a separate issue." + "reason": "Placeholder/low-signal report vs reproduction of another issue; no shared bug." }, { - "left": "issue:42915", - "right": "issue:44821", + "left": "issue:43606", + "right": "issue:45859", "accept": false, - "reason": "Different model/loader problems: FineGrainedFP8Config vs AutoImageProcessor URL loading." + "reason": "Both mention CPU offload, but they affect different models and code paths." }, { - "left": "issue:43606", - "right": "issue:45859", + "left": "issue:42915", + "right": "issue:44821", "accept": false, - "reason": "Both involve CPU offload, but they are different model-specific code paths and failures." + "reason": "Qwen3Moe FP8 loading failure vs AutoImageProcessor URL loading failure." }, { "left": "issue:43540", "right": "issue:46701", "accept": false, - "reason": "Different pipelines and symptoms: Qwen3OmniMoe video ValueError vs DiffusionGemma image-text-to-text failure." + "reason": "Different multimodal pipelines and failures: Qwen3OmniMoe video input ValueError vs DiffusionGemma image-text pipeline breakage." }, { "left": "issue:43927", "right": "issue:44912", "accept": false, - "reason": "DiaConfig token-ID persistence bug is unrelated to MXFP4 quantization fallback." + "reason": "DiaConfig save/load token-ID loss vs gpt-oss MXFP4 quantization fallback; unrelated." }, { "left": "issue:28282", "right": "issue:29870", "accept": false, - "reason": "ImportError for missing PyTorch is unrelated to Bart generate() UnboundLocalError." + "reason": "PyTorch missing ImportError vs Bart generate() decoder_attention_mask initialization bug." }, { "left": "issue:44568", "right": "issue:45356", "accept": false, - "reason": "Different tokenizer regressions affecting different models and code paths." + "reason": "Tokenizer special-token regression vs codec/warning regression in Kimi-K2.5; not the same defect." }, { "left": "issue:43454", "right": "issue:43577", "accept": false, - "reason": "Weight-tying/generation bug is unrelated to dtype propagation in Blip2 loading." + "reason": "AyaVision weight tying bug vs Blip2 dtype propagation bug; separate loading/model issues." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "Missing PyTorch environment error vs Llama 3.2 Vision model loading breakage in 4.46.2." } ] }, @@ -6884,10 +6805,10 @@ "review_unit_count": 60, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-502", + "cluster_id": "cluster-10000-503", "nodes": [ "issue:24643", "issue:27957", @@ -6896,7 +6817,7 @@ "issue:29159", "issue:33357", "issue:34567", - "issue:34689", + "issue:36331", "issue:41720", "issue:42175", "issue:42915", @@ -6939,7 +6860,6 @@ ], "soft_pairs": [ "issue:44987|issue:45538", - "issue:28282|issue:34689", "issue:43525|issue:46291", "issue:43697|issue:45357", "issue:33357|issue:34567", @@ -6948,8 +6868,8 @@ "issue:43425|issue:46291", "issue:45137|issue:45405", "issue:45538|issue:46869", - "issue:42915|issue:45538", "issue:28282|issue:29127", + "issue:42915|issue:45538", "issue:42175|issue:43824", "issue:44479|issue:46693", "issue:44062|issue:44991", @@ -6960,219 +6880,217 @@ "issue:43452|issue:43582", "issue:43577|issue:46512", "issue:44849|issue:45701", - "issue:44987|issue:45907", "issue:27957|issue:28282", + "issue:44987|issue:45907", "issue:41720|issue:43540", "issue:43540|issue:44560", "issue:44479|issue:45381", + "issue:34567|issue:36331", "issue:44568|issue:45488" ], - "prepared_review_unit_hash": "93de6c9777ad049baf62075d162e19f72c464660d6aeea0803a5b7520a4a8405", + "prepared_review_unit_hash": "74a02cb935d8cd156f3ca4a82eb15543f87611e22bc8cee6c2fa4ebdbfc2d2a1", "component_budget": { - "node_count": 502, - "item_count": 502, - "soft_pair_count": 1845, - "serialized_chars": 957282, - "estimated_input_tokens": 239321, - "estimated_eval_tokens": 478898 + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1849, + "serialized_chars": 959374, + "estimated_input_tokens": 239844, + "estimated_eval_tokens": 479944 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 35472, - "estimated_input_tokens": 8868, - "estimated_eval_tokens": 17992 + "serialized_chars": 35491, + "estimated_input_tokens": 8873, + "estimated_eval_tokens": 18002 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous model-loading/tokenization/runtime issues. Only one pair looks like a likely true duplicate: the Qwen2.5-VL video-input regression pair (44479/45381).", - "confidence": 0.74, - "canonical_issue_reason": "issue:44479 is the strongest representative of the only clearly duplicate-like thread here: it states the broad v5.3.0 video-input regression across Qwen VL/Omni variants, which subsumes the narrower qwen2.5-vl symptom in 45381.", + "summary": "This cluster is highly heterogeneous: most items are unrelated regressions across tokenization, model loading, training, vision, and backend/runtime paths. I found no safe duplicate merges among the soft pairs.", + "confidence": 0.18, + "canonical_issue_reason": "No single issue cleanly represents the whole cluster. If one must be chosen, issue 45701 is the broadest tokenization-regression report and is the closest match to the small tokenizer-related subset of this cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44479 has the clearest concrete regression description, broad impact, and the strongest duplicate signal among the items in this cluster.", + "best_issue_reason": "Issue 45701 is the most reusable representative because it captures a broad version-dependent tokenization change, while most other issues are narrow model- or runtime-specific failures.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44987", "right": "issue:45538", "accept": false, - "reason": "Different bugs: model loading failure for one model vs an absurd tokenizer max-length constant." - }, - { - "left": "issue:28282", - "right": "issue:34689", - "accept": false, - "reason": "Generic PyTorch-missing ImportError vs a specific Llama vision model loading regression." + "reason": "Different problems: model loading failure for a specific repo vs CLIPTokenizer max-length sentinel behavior." }, { "left": "issue:43525", "right": "issue:46291", "accept": false, - "reason": "Unrelated: missing pad_token_id on Llama4Config vs kernels/revision requirement on pipeline import." + "reason": "Unrelated: missing pad_token_id on Llama4Config vs pipelines import failing due to kernels version/revision requirements." }, { "left": "issue:43697", "right": "issue:45357", "accept": false, - "reason": "Different code paths: RTDetrV2 output mismatch vs Qwen3.5 save_pretrained key regression." + "reason": "Different code paths: RTDetr output drift vs incorrect save_pretrained visual-encoder keys." }, { "left": "issue:33357", "right": "issue:34567", "accept": false, - "reason": "MacOS bus error in CLIP model loading vs TrainerState token counter not updating." + "reason": "Completely unrelated: MacOS CLIP bus error vs TrainerState token counter not updating." }, { "left": "issue:44857", "right": "issue:46832", "accept": false, - "reason": "Both RT-DETR-related, but one is AMP loss crash and the other is a feature-level mismatch TypeError; not the same bug." + "reason": "Both are RT-DETR-related, but one is an AMP loss crash and the other is a forward-path shape/type error; not the same bug." }, { "left": "issue:43404", "right": "issue:45127", "accept": false, - "reason": "Both involve weights/tie_word_embeddings, but they describe different failures on different models and workflows." + "reason": "Both mention tied weights, but one is missing lm_head tying and the other is LoRA merge collapse with extended vocab; different failures." }, { "left": "issue:43425", "right": "issue:46291", "accept": false, - "reason": "Torch version compatibility vs kernels revision/version import requirement are unrelated." + "reason": "Both involve environment/version issues, but the dependency and failure mode are different." }, { "left": "issue:45137", "right": "issue:45405", "accept": false, - "reason": "DeepSpeed ZeRO3 deque error vs a PEFT minimum-version packaging issue." + "reason": "DeepSpeed ZeRO3 deque error is unrelated to the PEFT minimum-version bump." }, { "left": "issue:45538", "right": "issue:46869", "accept": false, - "reason": "Tokenizer max_length bug vs YOLO multi-GPU device-map failure; no shared underlying defect." + "reason": "CLIPTokenizer model_max_length behavior is unrelated to YOLO multi-GPU device-map failures." }, { - "left": "issue:42915", - "right": "issue:45538", + "left": "issue:28282", + "right": "issue:29127", "accept": false, - "reason": "Qwen3Moe FP8 config failure is unrelated to CLIP tokenizer max_length." + "reason": "ImportError about missing PyTorch is unrelated to LayoutLMv3 box-validation messaging." }, { - "left": "issue:28282", - "right": "issue:29127", + "left": "issue:42915", + "right": "issue:45538", "accept": false, - "reason": "Missing PyTorch import vs layoutlmv3 error-message clarity; not the same issue." + "reason": "Qwen3Moe FP8 config failure is unrelated to CLIPTokenizer max-length semantics." }, { "left": "issue:42175", "right": "issue:43824", "accept": false, - "reason": "Dependency/backend packaging issue vs missing Qwen2.5-VL symbol import." + "reason": "TensorFlow backend packaging issue is unrelated to missing Qwen2_5_VL import." }, { "left": "issue:44479", "right": "issue:46693", "accept": false, - "reason": "Both are regressions, but one is video-input correctness and the other is long-context FA2 performance; too broad to merge." + "reason": "Both concern vision/attention performance or regressions, but they are distinct bugs and model families." }, { "left": "issue:44062", "right": "issue:44991", "accept": false, - "reason": "AddedToken constructor conflict vs a generic tokenizer load failure; shared tokenizer context is not enough." + "reason": "AddedToken constructor conflict is a different tokenizer bug from loading EMBEDDIA/est-roberta." }, { "left": "issue:43742", "right": "issue:44291", "accept": false, - "reason": "KeyError loading one model vs unexpected _is_hf_initialized argument during init_empty_weights; different failures." + "reason": "Missing key on MobileLLM load vs unexpected _is_hf_initialized during init_empty_weights are different initialization bugs." }, { "left": "issue:44936", "right": "issue:46821", "accept": false, - "reason": "Trainer lifecycle bug vs TimesFM window_size AttributeError." + "reason": "Trainer evaluate/train lifecycle issue is unrelated to TimesFM window_size attribute handling." }, { "left": "issue:42915", "right": "issue:43749", "accept": false, - "reason": "FP8 config failure vs FSDP CPU RAM efficient loading breakage; unrelated." + "reason": "Different FSDP/precision-related failures; not the same underlying bug." }, { "left": "issue:24643", "right": "issue:29159", "accept": false, - "reason": "DeepSpeed weight-dimension runtime error vs slow/fast tokenizer inconsistency." + "reason": "DeepSpeed weight shape error is unrelated to tokenizer fast/slow inconsistency." }, { "left": "issue:43452", "right": "issue:43582", "accept": false, - "reason": "GGUF load path breakage vs Apple Silicon caching allocator warmup TypeError." + "reason": "GGUF tokenizer/model loading breakage is unrelated to Apple Silicon caching_allocator_warmup TypeError." }, { "left": "issue:43577", "right": "issue:46512", "accept": false, - "reason": "Loading-time dtype mismatch on Blip2 vs from_config config.dtype staying stale; related theme but different bug." + "reason": "Both are dtype-related, but one is wrong loaded module dtypes and the other is stale config dtype after from_config." }, { "left": "issue:44849", "right": "issue:45701", "accept": false, - "reason": "Qwen3.5 hidden-state bug vs broad tokenization-version regression; no concrete overlap." + "reason": "Qwen3.5 hidden-state output bug is unrelated to the broad tokenization-change report." }, { - "left": "issue:44987", - "right": "issue:45907", + "left": "issue:27957", + "right": "issue:28282", "accept": false, - "reason": "Model/tokenizer loading regression vs list_repo_files revision forwarding; unrelated." + "reason": "XLMRoberta FlashAttention2 behavior is unrelated to PyTorch-not-found ImportError." }, { - "left": "issue:27957", - "right": "issue:28282", + "left": "issue:44987", + "right": "issue:45907", "accept": false, - "reason": "Flash Attention 2 with XLM-R vs missing PyTorch import error." + "reason": "Repo-specific model loading failure is unrelated to list_repo_files not forwarding revision." }, { "left": "issue:41720", "right": "issue:43540", "accept": false, - "reason": "Auto device map CUDA assert vs video-input processing ValueError in Qwen3OmniMoe." + "reason": "Auto device-map CUDA assert and video-processing ValueError are different Qwen3 bugs." }, { "left": "issue:43540", "right": "issue:44560", "accept": false, - "reason": "Both are Qwen video issues, but different models and error modes; no clear same root cause." + "reason": "Both are video-input failures, but they affect different models and error paths; not safe duplicates." }, { "left": "issue:44479", "right": "issue:45381", - "accept": true, - "reason": "Same underlying Qwen2.5-VL video-input regression in v5.3.0; 45381 is a narrower symptom of the broader regression described in 44479." + "accept": false, + "reason": "Same broad Qwen video area, but the reported regression targets differ and the concrete failure is not the same." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "TrainerState token counting and CustomTrainer compute_loss signature errors are unrelated trainer bugs." }, { "left": "issue:44568", "right": "issue:45488", "accept": false, - "reason": "Different tokenizer regressions affecting different models and code paths; not the same concrete bug." + "reason": "Both are tokenizer regressions, but one is BOS/EOS injection and the other is LlamaTokenizer pre-tokenizer override; different concrete bugs." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The judgments are grounded in the packet and the reject calls stay conservative. The only accepted duplicate pair, 44479/45381, is well supported by the titles as the same Qwen2.5-VL video-input regression at different specificity levels. The summary is also appropriately cautious about the rest of the heterogeneous cluster." - }, - "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 }, @@ -7184,15 +7102,13 @@ "review_unit_count": 60, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-502", + "cluster_id": "cluster-10000-503", "nodes": [ "issue:24643", "issue:29870", - "issue:34567", - "issue:36331", "issue:38175", "issue:42175", "issue:43257", @@ -7201,6 +7117,7 @@ "issue:43540", "issue:43577", "issue:43582", + "issue:43697", "issue:43716", "issue:43742", "issue:43756", @@ -7235,234 +7152,235 @@ "issue:46693", "issue:46701", "issue:46821", + "issue:46829", "issue:46846" ], "soft_pairs": [ - "issue:38175|issue:44898", - "issue:34567|issue:36331", "issue:44792|issue:44964", "issue:42175|issue:44488", + "issue:38175|issue:44898", "issue:43540|issue:44479", "issue:43257|issue:43756", "issue:44062|issue:45081", "issue:44291|issue:44821", "issue:45042|issue:45081", "issue:43756|issue:46399", - "issue:43756|issue:45325", "issue:43582|issue:46821", + "issue:43756|issue:45325", "issue:43742|issue:44589", "issue:43716|issue:46701", "issue:44568|issue:46491", "issue:45405|issue:45600", - "issue:43531|issue:44821", "issue:43577|issue:45072", - "issue:45823|issue:46463", "issue:45672|issue:45674", + "issue:43531|issue:44821", + "issue:45823|issue:46463", "issue:44737|issue:46463", - "issue:43906|issue:46468", "issue:43906|issue:46693", + "issue:43906|issue:46468", "issue:24643|issue:29870", "issue:43452|issue:44488", "issue:44625|issue:44877", "issue:45663|issue:46846", - "issue:43540|issue:46693" + "issue:43540|issue:46693", + "issue:43697|issue:46829" ], - "prepared_review_unit_hash": "b3529f08a23c258b193b259da5874482d29c30e07f964aba4b1b267ef2456447", + "prepared_review_unit_hash": "5f8061607cad99054ead817e8c3a74fe51aac5ac0c39ba7793e730d9ef4b8618", "component_budget": { - "node_count": 502, - "item_count": 502, - "soft_pair_count": 1845, - "serialized_chars": 957282, - "estimated_input_tokens": 239321, - "estimated_eval_tokens": 478898 + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1849, + "serialized_chars": 959374, + "estimated_input_tokens": 239844, + "estimated_eval_tokens": 479944 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 35838, - "estimated_input_tokens": 8960, - "estimated_eval_tokens": 18176 + "serialized_chars": 35886, + "estimated_input_tokens": 8972, + "estimated_eval_tokens": 18200 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: most items are separate model-loading, tokenizer, dtype, or training regressions across different subsystems. I don\u2019t see any soft edge that clearly represents the same underlying bug, so the cluster does not really form a duplicate set.", - "confidence": 0.78, - "canonical_issue_reason": "No strong duplicate hub exists; if one issue must anchor the cluster, issue 44479 is the least-bad representative because it is a broad regression report with concrete repros across several related Qwen VL/3.5 variants.", + "summary": "The cluster is heterogeneous: most items are unrelated bugs spanning tokenizers, multimodal loading, quantization, config validation, and model-specific dtype/device issues. I did not find any soft pair that clearly describes the same underlying bug/change.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue stands out because the issues in this cluster are not duplicates of one another; they cover distinct model families and failure modes.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44479 is the most broadly scoped and actionable report in an otherwise mixed set, with explicit affected models and a clear runtime regression path.", + "best_issue_reason": "No best issue for deduplication; the cluster is too mixed to use any one issue as a representative canonical bug.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:38175", - "right": "issue:44898", - "accept": false, - "reason": "Different vision models and different failure modes; both are image-related, but not the same bug." - }, - { - "left": "issue:34567", - "right": "issue:36331", - "accept": false, - "reason": "Both involve Trainer behavior, but one is token-count tracking and the other is a compute_loss API change." - }, { "left": "issue:44792", "right": "issue:44964", "accept": false, - "reason": "Different multimodal models and distinct loading/generation failures." + "reason": "Both involve multimodal models, but the failures are different: a Janus image-generation test regression versus Phi-4 multimodal loading." }, { "left": "issue:42175", "right": "issue:44488", "accept": false, - "reason": "Completely unrelated: backend packaging vs a specific tokenizer/model load failure." + "reason": "One is a packaging/backend dependency complaint, the other is a model loading failure for a specific BERT checkpoint." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Different models and different symptoms: zero probabilities in SigLIP2 versus Perceiver classification failing on non-default resolution." }, { "left": "issue:43540", "right": "issue:44479", "accept": false, - "reason": "Both mention video inputs, but they target different Qwen model families and likely different code paths." + "reason": "Both are video-input regressions, but they affect different Qwen model families and likely different code paths." }, { "left": "issue:43257", "right": "issue:43756", "accept": false, - "reason": "Different models and unrelated defects: MOE weight conversion versus RoPE layer dropping." + "reason": "Different underlying bugs: DeepSpeed weight conversion for Qwen3 MoE versus RoPE-layer dropping in Smollm3." }, { "left": "issue:44062", "right": "issue:45081", "accept": false, - "reason": "Both are tokenizer-loading issues, but the concrete exception and root cause are different." + "reason": "Separate tokenizer bugs: AddedToken argument duplication versus Mistral regex patch crashing on a tokenizer attribute." }, { "left": "issue:44291", "right": "issue:44821", "accept": false, - "reason": "Different subsystems: empty-weights model loading versus loading an AutoImageProcessor from URL." + "reason": "Unrelated loading issues: init_empty_weights argument handling versus loading AutoImageProcessor from a URL." }, { "left": "issue:45042", "right": "issue:45081", "accept": false, - "reason": "Different bugs: PIL backend dependency requirements versus Mistral tokenizer regex patching." + "reason": "One is an image-processor dependency regression, the other is a tokenizer regex patch crash." }, { "left": "issue:43756", "right": "issue:46399", "accept": false, - "reason": "Both touch rotary/RoPE concepts, but the affected models and failure mechanisms are different." + "reason": "Both mention model internals, but one is a RoPE-layer omission and the other is a decorator/registration crash in Qwen3.5 kernels." }, { - "left": "issue:43756", - "right": "issue:45325", + "left": "issue:43582", + "right": "issue:46821", "accept": false, - "reason": "Related terminology, but one is missing RoPE layers and the other is a temporal position scaling bug." + "reason": "Different platforms and different APIs: Apple Silicon allocator warmup versus TimesFM window_size handling." }, { - "left": "issue:43582", - "right": "issue:46821", + "left": "issue:43756", + "right": "issue:45325", "accept": false, - "reason": "Unrelated errors on different platforms/models; no shared underlying bug." + "reason": "Both touch RoPE/position handling, but they are distinct model-specific bugs with different symptoms and code paths." }, { "left": "issue:43742", "right": "issue:44589", "accept": false, - "reason": "Both are loading-time TypeErrors, but they arise from different objects and code paths." + "reason": "Different loading failures: MobileLLM config/key error versus missing Float8 storage type." }, { "left": "issue:43716", "right": "issue:46701", "accept": false, - "reason": "Different multimodal model failures with different symptoms and likely different fixes." + "reason": "Different multimodal regressions in different models: Mistral-3 dtype mismatch versus DiffusionGemma pipeline breakage." }, { "left": "issue:44568", "right": "issue:46491", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different tokenizers and different round-trip behavior." + "reason": "Both are tokenizer-related, but one is missing BOS/EOS insertion and the other is an encode-decode space regression." }, { "left": "issue:45405", "right": "issue:45600", "accept": false, - "reason": "Package versioning/availability issue versus stale config references in auto_mappings." + "reason": "One is a dependency version bump problem; the other is stale auto-mapping references causing CI failure." }, { - "left": "issue:43531", - "right": "issue:44821", + "left": "issue:43577", + "right": "issue:45072", "accept": false, - "reason": "Unrelated: Qwen3-MoE sliding-window behavior versus image-processor loading from URL." + "reason": "Both are dtype-related, but they affect different model classes and likely different conversion/inference paths." }, { - "left": "issue:43577", - "right": "issue:45072", + "left": "issue:45672", + "right": "issue:45674", "accept": false, - "reason": "Both are dtype-related, but they affect different models and different inference paths." + "reason": "Both involve 4-bit/quantized inference, but the root causes are different: uint8 audio-module finfo usage versus skip-modules clearing lm_head exclusion." }, { - "left": "issue:45823", - "right": "issue:46463", + "left": "issue:43531", + "right": "issue:44821", "accept": false, - "reason": "Device-mapping bug in Gemma4 versus incorrect T5 decoder-input validation messaging." + "reason": "Completely different areas: Qwen3-MoE sliding-window behavior versus image processor URL loading." }, { - "left": "issue:45672", - "right": "issue:45674", + "left": "issue:45823", + "right": "issue:46463", "accept": false, - "reason": "Both concern 4-bit inference, but one is a Gemma4 audio-module dtype error and the other is BitsAndBytesConfig skip-module handling." + "reason": "A device-map mismatch in Gemma4 PLE is unrelated to T5 decoder-input validation messaging." }, { "left": "issue:44737", "right": "issue:46463", "accept": false, - "reason": "CPU-device placement bug in XLNet versus a T5 validation error; no shared code path." + "reason": "XLNet CPU placement bug versus T5 error-message bug; no shared underlying failure." }, { "left": "issue:43906", - "right": "issue:46468", + "right": "issue:46693", "accept": false, - "reason": "No evidence they describe the same bug; one is a reproduction of an older issue, the other is a broken Nemotron example." + "reason": "One is a reproduction of an earlier issue, the other is a FA2 long-context performance regression." }, { "left": "issue:43906", - "right": "issue:46693", + "right": "issue:46468", "accept": false, - "reason": "One is an isolated repro of a prior issue; the other is a long-context FA2 performance regression." + "reason": "No shared bug: one reproduces issue 38071, the other is an official Nemotron example failure." }, { "left": "issue:24643", "right": "issue:29870", "accept": false, - "reason": "Training with DeepSpeed versus generation-time Bart decoder-mask handling; different failures." + "reason": "Different training/runtime errors: DeepSpeed weight dimensionality versus BART generate decoder mask assignment." }, { "left": "issue:43452", "right": "issue:44488", "accept": false, - "reason": "Different loading failures for different model/tokenizer inputs." + "reason": "Different loading failures: gguf_file handling versus a specific model that no longer loads." }, { "left": "issue:44625", "right": "issue:44877", "accept": false, - "reason": "Both are config-related, but one is num_labels propagation and the other is strict config loading." + "reason": "Different config propagation problems in different model families." }, { "left": "issue:45663", "right": "issue:46846", "accept": false, - "reason": "Different distributed-training problems on different models and tensor-parallel paths." + "reason": "Both are Gemma/Qwen-family training issues, but one is per-layer shared_kv_state rebuilding and the other is missing tensor-parallel plan entries." }, { "left": "issue:43540", "right": "issue:46693", "accept": false, - "reason": "Video-input processing bug versus a long-context performance regression; not the same issue." + "reason": "Both mention generation-related behavior, but one is a video-input processing error and the other is a FA2 performance regression." + }, + { + "left": "issue:43697", + "right": "issue:46829", + "accept": false, + "reason": "Different model-specific output issues: RTDetrV2 output changes versus VideoPrism hidden_states being misassigned." } ] }, @@ -7481,10 +7399,10 @@ "review_unit_count": 60, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-502", + "cluster_id": "cluster-10000-503", "nodes": [ "issue:28282", "issue:29159", @@ -7536,7 +7454,6 @@ "issue:46932" ], "soft_pairs": [ - "issue:43697|issue:46829", "issue:45357|issue:45920", "issue:28282|issue:32090", "issue:44913|issue:46121", @@ -7550,9 +7467,9 @@ "issue:45200|issue:46463", "issue:44493|issue:46050", "issue:44361|issue:44442", - "issue:43761|issue:46829", "issue:43688|issue:43749", "issue:41762|issue:44936", + "issue:43761|issue:46829", "issue:43653|issue:44361", "issue:43452|issue:44843", "issue:38175|issue:43295", @@ -7564,205 +7481,196 @@ "issue:43295|issue:45356", "issue:29159|issue:33357" ], - "prepared_review_unit_hash": "ff0c1d1668a604dd63bae19a2599ad18a45e2ecd557b822c176e72cefa10ee03", + "prepared_review_unit_hash": "52e8d4acdf5e676271e5beadf291d545c2518a15f1d3d11667e91640c35ac872", "component_budget": { - "node_count": 502, - "item_count": 502, - "soft_pair_count": 1845, - "serialized_chars": 957282, - "estimated_input_tokens": 239321, - "estimated_eval_tokens": 478898 + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1849, + "serialized_chars": 959374, + "estimated_input_tokens": 239844, + "estimated_eval_tokens": 479944 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 36491, - "estimated_input_tokens": 9123, - "estimated_eval_tokens": 18502 + "soft_pair_count": 26, + "serialized_chars": 36202, + "estimated_input_tokens": 9051, + "estimated_eval_tokens": 18358 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most pairs are still clearly separate. The only borderline pair, #44466 and #45005, shares v5/tied-weights/save_pretrained themes, but the packet only provides titles and a weak similarity signal, so it should be treated as related rather than confirmed duplicate.", - "confidence": 0.76, - "canonical_issue_reason": "#45005 is the broadest representative of the tied-weights/save_pretrained regression theme, but the available evidence is not strong enough to collapse it with #44466 as a duplicate.", + "summary": "This cluster is heterogeneous: the listed issues span unrelated tokenizer, model-loading, training, quantization, and pipeline bugs. I found no convincing duplicate pairs among the soft edges, so the safest triage is to keep them separate and use the broad tokenizer regression as the nearest representative issue.", + "confidence": 0.31, + "canonical_issue_reason": "Issue #45920 is the broadest, most central problem statement in the set: it describes a v5 tokenizer regression affecting multiple model families, whereas most other issues are narrower model-specific failures.", "canonical_pr_reason": null, - "best_issue_reason": "#45005 is the strongest global issue candidate because it describes the broader tied-weights problem across translation models; #44466 looks like a narrower, device-dependent symptom of that area, but not conclusively the same bug from this packet alone.", + "best_issue_reason": "#45920 is the best cluster representative because it is a high-signal regression report with multiple downstream symptoms and affected families, making it more representative than the highly specific one-off bugs here.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43697", - "right": "issue:46829", - "accept": false, - "reason": "Different model families and different output bugs; only a broad hidden-states/output-shape resemblance." - }, { "left": "issue:45357", "right": "issue:45920", "accept": false, - "reason": "Both involve regressions, but one is about visual encoder key serialization and the other about incorrect token IDs; not the same code path." + "reason": "Both concern tokenizer-related regressions, but one is a Qwen3.5 save_pretrained visual-key bug and the other is a broad AutoTokenizer token-id mismatch across many models; not the same underlying defect." }, { "left": "issue:28282", "right": "issue:32090", "accept": false, - "reason": "Unrelated failures: missing PyTorch import vs. Trainer GPU broadcast TypeError." + "reason": "PyTorch import error for AutoModel vs Trainer GPU broadcast TypeError are unrelated failure modes in different code paths." }, { "left": "issue:44913", "right": "issue:46121", "accept": false, - "reason": "Both touch config/rope-related logic, but the bugs are different: reload reset vs. JSON-list type error." + "reason": "GPTNeoXConfig reload dropping rotary_pct is a config serialization issue; convert_rope_params_to_dict failing on JSON-loaded lists is a separate validation bug." }, { "left": "issue:46463", "right": "issue:46899", "accept": false, - "reason": "Different areas and symptoms: T5 decoder-input validation message vs. Gemma4 quantized multimodal dtype casting." + "reason": "T5 decoder-input validation error message vs Gemma4 4-bit multimodal dtype-cast breakage are different subsystems and symptoms." }, { "left": "issue:44737", "right": "issue:45588", "accept": false, - "reason": "XLNet CPU tensor creation bug is unrelated to flash_attention handling of sink-less models." + "reason": "XLNet CPU arange performance bug and flash_attention s_aux=None AttributeError are unrelated implementation bugs." }, { "left": "issue:43697", "right": "issue:45216", "accept": false, - "reason": "Different models and regressions; RT-DETR output mismatch is not the same as Qwen3.5 save_pretrained corruption." + "reason": "RTDetrV2 output mismatch in v5 and Qwen3.5 save_pretrained checkpoint corruption are different regressions in different model families." }, { "left": "issue:43526", "right": "issue:45479", "accept": false, - "reason": "Image-processor label reduction and degenerate classification loss are distinct bugs." + "reason": "BeitImageProcessorFast reduce_labels truncation and single-label-classification zero-loss behavior are separate issues in different components." }, { "left": "issue:43720", "right": "issue:44898", "accept": false, - "reason": "Packed-weight loading in BitNet is unrelated to Perceiver positional interpolation failure." + "reason": "BitNet packed-weight loading failure and Perceiver interpolation failure do not share the same concrete code path." }, { "left": "issue:43643", "right": "issue:45375", "accept": false, - "reason": "Both mention missing config fields, but one is generic AutoConfig/trust_remote_code behavior and the other is a specific Qwen vision config field being dropped." + "reason": "AutoConfig trust_remote_code missing fields and Qwen3_5MoeVisionConfig silently dropped field are both config-related but arise from different models and mechanisms." }, { "left": "issue:44466", "right": "issue:45005", "accept": false, - "reason": "They look related at a high level (v5, tied weights, save_pretrained), but the packet only shows titles and soft similarity; that is not enough to confirm the same underlying bug." + "reason": "Both mention tied weights/serialization, but one is a save_pretrained inconsistency and the other is translation-model tied-weight issues; not clearly the same bug." }, { "left": "issue:45200", "right": "issue:46463", "accept": false, - "reason": "Gemma 4 token-type defaulting is unrelated to the T5 decoder-input validation issue." + "reason": "Gemma 4 mm_token_type_ids defaulting and T5 decoder-input validation error messaging are unrelated model-specific behaviors." }, { "left": "issue:44493", "right": "issue:46050", "accept": false, - "reason": "Distinct serialization problems with different triggers and symptoms." + "reason": "Unexpected position-id keys and sinq quantization save/load breakage are different serialization/loading problems." }, { "left": "issue:44361", "right": "issue:44442", "accept": false, - "reason": "Different tokenizer failures affecting different components; no evidence of one shared bug." - }, - { - "left": "issue:43761", - "right": "issue:46829", - "accept": false, - "reason": "Both concern output fields, but the model implementations and failure modes differ." + "reason": "MLukeTokenizer task AttributeError and FastSpeech2ConformerTokenizer loading failure are different tokenizer-specific bugs." }, { "left": "issue:43688", "right": "issue:43749", "accept": false, - "reason": "Auxiliary-loss normalization and FSDP CPU RAM-efficient loading are unrelated." + "reason": "OLMoE/GPT Oss auxiliary-loss normalization and FSDP CPU RAM efficient loading are distinct training/loading issues." }, { "left": "issue:41762", "right": "issue:44936", "accept": false, - "reason": "Gemma3 ZeRO-3 loading failure is unrelated to trainer.evaluate() breaking after trainer.train()." + "reason": "Gemma3 ZeRO-3 loading index error and trainer.evaluate() after trainer.train() failure are unrelated runtime bugs." + }, + { + "left": "issue:43761", + "right": "issue:46829", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression and VideoPrism hidden_states misassignment are both output-structure bugs but in different models and not the same code path." }, { "left": "issue:43653", "right": "issue:44361", "accept": false, - "reason": "Different tokenizer bugs with different failure modes." + "reason": "BigBirdTokenizer special-token decode bug and MLukeTokenizer task AttributeError are separate tokenizer issues with different symptoms." }, { "left": "issue:43452", "right": "issue:44843", "accept": false, - "reason": "Both involve loading, but one is gguf_file support and the other is an offline-mode model_info() call." + "reason": "gguf_file breaking AutoTokenizer/AutoModel loading is a file-format/load-path issue; HF_HUB_OFFLINE model_info() call is an offline-mode bug." }, { "left": "issue:38175", "right": "issue:43295", "accept": false, - "reason": "Different regressions: unexpected zero probabilities vs. processor/tokenizer image handling breakage." + "reason": "Siglip2 zero probabilities and processor.tokenizer/image-to-tokenizer regression are different multimodal behaviors and not the same defect." }, { "left": "issue:43819", "right": "issue:44811", "accept": false, - "reason": "DAC latent decoding mismatch is unrelated to Whisper batch_decode behavior." + "reason": "DAC.from_latents vs forward mismatch and Whisper batch_decode skip_special_tokens handling are unrelated decoder/postprocessing bugs." }, { "left": "issue:43994", "right": "issue:44898", "accept": false, - "reason": "SigLIP2 nonsensical results and Perceiver non-default resolution failure are different issues." + "reason": "Siglip2 nonsensical AutoModel/pipeline outputs and Perceiver interpolation failure are separate multimodal model issues." }, { "left": "issue:45372", "right": "issue:46170", "accept": false, - "reason": "Gemma 4 processor import failure is unrelated to the Windows ROCm torch.distributed dependency problem." + "reason": "Gemma 4 processor import failure from mistral_common and Windows ROCm torch.distributed dependency issues are different import/runtime problems." }, { "left": "issue:43525", "right": "issue:46701", "accept": false, - "reason": "Llama4Config pad_token_id error and DiffusionGemma pipeline failure are different bugs." + "reason": "Llama4Config missing pad_token_id and DiffusionGemmaGenerationOutput pipeline failure are unrelated model/config issues." }, { "left": "issue:46832", "right": "issue:46932", "accept": false, - "reason": "RT-DETR feature-level mismatch and Gemma4 quantized embedder dtype casting are unrelated." + "reason": "RT-DETR num_feature_levels/backbone mismatch and Gemma4 quantized embedders dtype-cast bug are different model families and failure modes." }, { "left": "issue:43295", "right": "issue:45356", "accept": false, - "reason": "Processor/tokenizer regression and Kimi tokenizer codec/warning regression are distinct." + "reason": "Both are regressions in multimodal/tokenizer areas, but one is processor.tokenizer/image handling and the other is Kimi-K2.5 codec/mistral-regex behavior; not the same bug." }, { "left": "issue:29159", "right": "issue:33357", "accept": false, - "reason": "Slow-vs-fast tokenizer inconsistency is unrelated to the MacOS CLIP bus error." + "reason": "Slow-vs-fast tokenizer inconsistency and CLIP community model bus error on macOS are unrelated issues." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "The conclusion is a bit too strong for the packet evidence. #44466 and #45005 do look related at a high level (both mention v5, tied weights, and serialization/save_pretrained behavior), but the packet only gives titles and a low soft-similarity signal, so saying they are the same bug is not well grounded. A more conservative verdict would be that they may be related, not confirmed duplicates. The rest of the pairwise rejections are conservative enough." - }, - "evaluator_used": true, - "retried": true, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -7775,10 +7683,10 @@ "review_unit_count": 60, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-502", + "cluster_id": "cluster-10000-503", "nodes": [ "issue:32090", "issue:33666", @@ -7858,202 +7766,202 @@ "issue:43611|issue:46846", "issue:43577|issue:44554" ], - "prepared_review_unit_hash": "c71943d45a2520aa7a786cf50e9e29c5d489e44ddd9ab4c90196e3269a357521", + "prepared_review_unit_hash": "f7c4636fb1a9e6a3d31989adfbe787ce3b79e86bbd46872e7264d2c1318ee011", "component_budget": { - "node_count": 502, - "item_count": 502, - "soft_pair_count": 1845, - "serialized_chars": 957282, - "estimated_input_tokens": 239321, - "estimated_eval_tokens": 478898 + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1849, + "serialized_chars": 959374, + "estimated_input_tokens": 239844, + "estimated_eval_tokens": 479944 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 35591, - "estimated_input_tokens": 8898, - "estimated_eval_tokens": 18052 + "serialized_chars": 35593, + "estimated_input_tokens": 8899, + "estimated_eval_tokens": 18054 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous and mostly contains distinct bug reports around loading, tokenization, generation, and model-specific regressions. None of the soft pairs look like true duplicates; they are at best adjacent symptoms in the same broad areas.", - "confidence": 0.76, - "canonical_issue_reason": "issue:43646 is the broadest umbrella in the set: a v5 custom model initialization regression that can plausibly subsume several nearby load/init failures.", + "summary": "This cluster is heterogeneous: most items are distinct model- or tokenizer-specific regressions, not duplicates. A few pairs share broad themes (loading, generation, tokenization), but they target different code paths and fixes.", + "confidence": 0.94, + "canonical_issue_reason": "No true canonical issue stands out because the cluster is not a real duplicate set. If one must be chosen, issue 43646 is the broadest umbrella around Transformers 5.0 model initialization/loading regressions.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the best representative issue for this cluster because it is the most general, high-level loading/initialization regression among otherwise distinct reports.", + "best_issue_reason": "Issue 43646 is the best representative only in the loose sense that it is the most general and could subsume several v5 loading/init complaints; it is still not a genuine duplicate anchor for the rest of the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43531", "right": "issue:43742", "accept": false, - "reason": "Different bugs: Qwen3-MoE sliding-window/cache behavior vs MobileLLM-125M load-time key error." + "reason": "Different failures: Qwen3-MoE sliding-window behavior vs MobileLLM key error on load. Same model-loading vibe, but not the same bug." }, { "left": "issue:43653", "right": "issue:44568", "accept": false, - "reason": "Both involve tokenizer special tokens, but they affect different models and different token classes (mask vs BOS/EOS)." + "reason": "Both are tokenizer special-token regressions, but they affect different tokenizers and different symptoms (mask-token decode vs BOS/EOS insertion)." }, { "left": "issue:45542", "right": "issue:46178", "accept": false, - "reason": "Both are backend-related, but one is a tensorboard-only TF backend error and the other is a missing BACKENDS_MAPPING entry for tensorflow_text." + "reason": "Both mention backend handling, but one is an undefined tf backend path and the other is an invalid BACKENDS_MAPPING entry for tensorflow_text. Not the same underlying bug." }, { "left": "issue:43646", "right": "issue:43749", "accept": false, - "reason": "Related to loading/init broadly, but FSDP CPU RAM efficient loading is a separate code path from custom model initialization." + "reason": "Custom model initialization breakage is unrelated to FSDP CPU RAM efficient loading." }, { "left": "issue:42898", "right": "issue:46491", "accept": false, - "reason": "Tokenizer regressions, but one is cleanup_spaces behavior and the other is CodeLlama leading-space round-trip loss." + "reason": "Both involve tokenization behavior, but one is a v5 cleanup-space semantic change and the other is a CodeLlama leading-space regression. Different code paths." }, { "left": "issue:43688", "right": "issue:45704", "accept": false, - "reason": "Unrelated problems: auxiliary-loss normalization vs an Apex RMSNorm memory leak." + "reason": "Aux-loss normalization in MoE models is unrelated to the T5 apex RMSNorm memory leak." }, { "left": "issue:43756", "right": "issue:46402", "accept": false, - "reason": "Different model-loading failures: Smollm3 RoPE layer loss vs Sam3 text encoder weights not loading." + "reason": "Smollm3 RoPE-layer mismatch and Sam3 text-encoder weight loading are separate model-specific issues." }, { "left": "issue:44843", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer-loading regressions, but one is an offline model_info call and the other is a specific tokenizer load failure in v5." + "reason": "Both are tokenizer/hub loading complaints, but one is offline model_info misuse and the other is a tokenizer load regression for a specific model." }, { "left": "issue:43452", "right": "issue:43577", "accept": false, - "reason": "Both happen during from_pretrained, but gguf_file handling and Blip2 dtype propagation are distinct bugs." + "reason": "GGUF loading failures and BLIP2 dtype propagation are unrelated." }, { "left": "issue:44464", "right": "issue:44743", "accept": false, - "reason": "Both touch cache/generation, but one is compiled chunked generation inconsistency and the other is recurrent state reset in modular_qwen3_5." + "reason": "Both touch generation/cache behavior, but one is compiled chunked generation and the other is recurrent-state reset in Qwen3.5. Not mergeable as one fix." }, { "left": "issue:43653", "right": "issue:43927", "accept": false, - "reason": "One is special-token registration, the other is config persistence of custom token IDs after save/load." + "reason": "Tokenizer special-token registration and DiaConfig custom-token-ID persistence are different bugs." }, { "left": "issue:43688", "right": "issue:45701", "accept": false, - "reason": "Different domains: auxiliary-loss normalization vs version-dependent tokenization changes." + "reason": "Aux-loss normalization has nothing to do with tokenizer-version-dependent tokenization changes." }, { "left": "issue:44479", "right": "issue:44625", "accept": false, - "reason": "Different Qwen3.5 bugs: video-input regression vs num_labels not propagating to text config." + "reason": "Both are Qwen3.5-related, but one is a video-input regression and the other is num_labels propagation. Different subsystems." }, { "left": "issue:45491", "right": "issue:46002", "accept": false, - "reason": "Both mention NaNs, but one is a Gemma3 mixed-length sliding-window issue and the other is classification-head init/checkout NaNs." + "reason": "Both mention NaNs, but one is sliding-window attention on mixed-length batches and the other is classification-head initialization/checkpoint NaNs. Different root causes." }, { "left": "issue:44484", "right": "issue:44704", "accept": false, - "reason": "Unrelated: a save_pretrained shard-size question vs AutoProcessor kwargs not reaching cached_file." + "reason": "A save_pretrained shard-size question is unrelated to AutoProcessor cached_file kwargs forwarding." }, { "left": "issue:44821", "right": "issue:46821", "accept": false, - "reason": "Different APIs and failure modes: AutoImageProcessor URL loading vs TimesFM window_size AttributeError." + "reason": "AutoImageProcessor-from-URL loading and TimesFM window_size AttributeError are unrelated." }, { "left": "issue:43688", "right": "issue:45440", "accept": false, - "reason": "Distinct issues: MoE auxiliary-loss normalization vs DeepseekV3MoE implementation divergence." + "reason": "MoE aux-loss normalization is not the same as DeepseekV3MoE remote/native divergence." }, { "left": "issue:33666", "right": "issue:36010", "accept": false, - "reason": "Multi-GPU Qwen2-VL training setup is unrelated to the GenerationMixin import failure." + "reason": "Multi-GPU Qwen2-VL training and GenerationMixin import failure are completely different problems." }, { "left": "issue:32090", "right": "issue:33666", "accept": false, - "reason": "Trainer GPU broadcast TypeError is not the same bug as Qwen2-VL multi-GPU training support." + "reason": "Trainer _gpu_broadcast_one NoneType error and Qwen2-VL multi-GPU training are different failure modes." }, { "left": "issue:44466", "right": "issue:46050", "accept": false, - "reason": "Both are serialization/load bugs, but tied-weight serialization and sinq quantized model restoration are separate problems." + "reason": "lm_head.weight serialization/tied-weights inconsistency and sinq quantized save/load breakage are separate issues." }, { "left": "issue:44977", "right": "issue:46693", "accept": false, - "reason": "Shared FA2/generation context, but one is a correctness bug in Qwen3.5 and the other is a performance regression after 5.2.0." + "reason": "Both mention generation performance/behavior, but one is flash-attention correctness on Qwen3.5 and the other is a long-context FA2 performance regression. Not the same bug." }, { "left": "issue:44734", "right": "issue:46612", "accept": false, - "reason": "Both involve cache handling, but serve KV-continuation indexing and beam-search cache reorder are different code paths." + "reason": "Server KV-cache continuation indexing and beam-search cache reorder skipping are different generation bugs in different paths." }, { "left": "issue:44464", "right": "issue:44977", "accept": false, - "reason": "Different failures: compiled chunked generation inconsistency vs flash-attention behavior in Qwen3.5." + "reason": "Compiled chunked generation inconsistency and Qwen3.5 flash-attention generation issues are unrelated." }, { "left": "issue:43504", "right": "issue:43550", "accept": false, - "reason": "Separate bugs: legacy-field loading failure vs torch.compile + SDPA failure." + "reason": "Legacy-field model loading for Beit and torch.compile+SDPA failure for Bamba are unrelated." }, { "left": "issue:41720", "right": "issue:44464", "accept": false, - "reason": "Auto device-mapping cuda assert is unrelated to compiled chunked generation output inconsistency." + "reason": "Auto device mapping CUDA asserts and compiled chunked generation inconsistency are different issues." }, { "left": "issue:43504", "right": "issue:43720", "accept": false, - "reason": "Different load-time failures: legacy preset field vs packed-weights unpacking during accelerate loading." + "reason": "Both are loading-related, but one is a legacy config field issue and the other is unpacking packed BitNet weights during accelerate loading." }, { "left": "issue:43611", "right": "issue:46846", "accept": false, - "reason": "Both are model-loading/config issues, but base_model_prefix breakage and missing tp_plan entries are not the same underlying bug." + "reason": "base_model_prefix breakage and missing linear_attn entries in TP plan are separate v5 regressions." }, { "left": "issue:43577", "right": "issue:44554", "accept": false, - "reason": "Distinct correctness problems: Blip2 dtype propagation vs MPS attention value/query head-dim mismatch." + "reason": "BLIP2 dtype propagation and MPS attention correctness are unrelated." } ] }, @@ -8072,10 +7980,10 @@ "review_unit_count": 60, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-502", + "cluster_id": "cluster-10000-503", "nodes": [ "issue:28218", "issue:33357", @@ -8129,23 +8037,23 @@ "soft_pairs": [ "issue:43643|issue:44561", "issue:43782|issue:46693", - "issue:43720|issue:43927", "issue:43278|issue:43688", "issue:33666|issue:36331", + "issue:43720|issue:43927", "issue:43606|issue:43927", "issue:43504|issue:44610", "issue:43262|issue:43295", "issue:43720|issue:44361", - "issue:43493|issue:43825", "issue:44964|issue:45405", + "issue:43493|issue:43825", "issue:44514|issue:45290", "issue:44554|issue:46365", "issue:44977|issue:46209", "issue:44625|issue:45584", "issue:43525|issue:43572", "issue:43452|issue:44451", - "issue:28218|issue:33357", "issue:45823|issue:46050", + "issue:28218|issue:33357", "issue:43994|issue:46192", "issue:42796|issue:44977", "issue:43493|issue:43844", @@ -8158,214 +8066,214 @@ "issue:44568|issue:45812", "issue:43278|issue:43701" ], - "prepared_review_unit_hash": "556d7f433441745e33a27b60f50df91838a6ee24b8a84a55132149a5042c9d2b", + "prepared_review_unit_hash": "17b6f709fc28f3a64468b259b1f30480dba53aa33b2c337c18e96caf370cea25", "component_budget": { - "node_count": 502, - "item_count": 502, - "soft_pair_count": 1845, - "serialized_chars": 957282, - "estimated_input_tokens": 239321, - "estimated_eval_tokens": 478898 + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1849, + "serialized_chars": 959374, + "estimated_input_tokens": 239844, + "estimated_eval_tokens": 479944 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36808, - "estimated_input_tokens": 9202, - "estimated_eval_tokens": 18660 + "serialized_chars": 36817, + "estimated_input_tokens": 9205, + "estimated_eval_tokens": 18666 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of unrelated bug reports, with a loose shared theme of Transformers v5 regressions across tokenizers, processors, model loading, and training. None of the soft pairs look like true duplicates of the same underlying bug/change.", - "confidence": 0.66, - "canonical_issue_reason": "issue:43646 is the broadest umbrella report in the set: it describes a general v5.0 breakage in custom model initialization, which best fits a mixed cluster of v5 regression reports.", + "summary": "This cluster is heterogeneous, but most soft edges are only superficially similar (often same subsystem, different model/input condition/root cause). I rejected all soft edges; none look like the same underlying bug or mergeable change.", + "confidence": 0.89, + "canonical_issue_reason": "issue:44568 is the clearest concrete tokenizer regression in v5 and the best representative of the tokenizer-focused subset, even though the overall cluster is mixed.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the most representative issue to anchor this cluster because it is broad, regression-oriented, and closer to the common theme than the model-specific or edge-case reports.", + "best_issue_reason": "issue:44568 is the strongest standalone issue here: specific, reproducible, and centered on a concrete tokenizer behavior regression.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43643", "right": "issue:44561", "accept": false, - "reason": "Both involve trust_remote_code/v5 breakage, but one is missing fields from AutoConfig and the other is a removed helper breaking model code; different root causes and fixes." + "reason": "Both involve trust_remote_code/v5 breakage, but one is missing returned config fields and the other is removal of an internal helper; different failure modes." }, { "left": "issue:43782", "right": "issue:46693", "accept": false, - "reason": "Qwen3VL weight_only loading failure is unrelated to the FA2 long-context performance regression." - }, - { - "left": "issue:43720", - "right": "issue:43927", - "accept": false, - "reason": "Packed-weight loading in BitNet and lost custom token IDs in DiaConfig are different code paths and failure modes." + "reason": "Completely different bugs: weight_only load failure vs FA2 long-context performance regression." }, { "left": "issue:43278", "right": "issue:43688", "accept": false, - "reason": "One is a dtype change between train/eval, the other is auxiliary-loss normalization; no shared bug." + "reason": "Different training/eval issues: embedding dtype drift vs auxiliary-loss normalization." }, { "left": "issue:33666", "right": "issue:36331", "accept": false, - "reason": "Multi-GPU training support is unrelated to a custom compute_loss signature mismatch." + "reason": "Multi-GPU training support and a CustomTrainer signature mismatch are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "Packed-weight loading in BitNet is unrelated to DiaConfig losing custom token IDs on save/load." }, { "left": "issue:43606", "right": "issue:43927", "accept": false, - "reason": "CPU offload device mismatch and config token-ID loss are unrelated." + "reason": "CPU offload device mismatch is a different code path from config field loss after serialization." }, { "left": "issue:43504", "right": "issue:44610", "accept": false, - "reason": "Legacy preset loading for BEiT and OmDet-Turbo image-size mismatch are different model/processor issues." + "reason": "Legacy field loading for BEiT segmentation is unrelated to an OmDet processor image-size mismatch." }, { "left": "issue:43262", "right": "issue:43295", "accept": false, - "reason": "Different processor regressions: default sampling rate vs. processor.tokenizer/image-passing breakage." + "reason": "Audio chat-template sampling-rate defaulting and processor.tokenizer/image handling are different problems." }, { "left": "issue:43720", "right": "issue:44361", "accept": false, - "reason": "BitNet packed-weight loading and MLukeTokenizer task errors do not share the same underlying defect." + "reason": "BitNet packed-weight loading and MLukeTokenizer task-time AttributeError are not the same bug." }, { - "left": "issue:43493", - "right": "issue:43825", + "left": "issue:44964", + "right": "issue:45405", "accept": false, - "reason": "A SigLIP2 implementation discrepancy is not the same as a pipeline error message about translation tasks." + "reason": "Model loading failure and an unreleased PEFT version bump are unrelated." }, { - "left": "issue:44964", - "right": "issue:45405", + "left": "issue:43493", + "right": "issue:43825", "accept": false, - "reason": "Model loading failure for Phi-4 multimodal and an unreleased PEFT version bump are unrelated." + "reason": "SigLIP2 implementation discrepancy and a pipeline error-message regression are distinct issues." }, { "left": "issue:44514", "right": "issue:45290", "accept": false, - "reason": "Both are chat-template crashes, but the triggers differ: batched padding=False versus assistant tool-call messages with no content." + "reason": "Both are apply_chat_template crashes, but the triggering conditions differ (batched padding=False vs assistant tool-call messages without content)." }, { "left": "issue:44554", "right": "issue:46365", "accept": false, - "reason": "MPS attention correctness and importing Trainer conflicting with datasets are unrelated." + "reason": "MPS attention correctness and an import conflict with datasets are unrelated." }, { "left": "issue:44977", "right": "issue:46209", "accept": false, - "reason": "Flash-attention generation issues and FP8 inference on B200 are different hardware/model problems." + "reason": "Flash-attention generation issues and FP8/B200 inference failure are different hardware/model bugs." }, { "left": "issue:44625", "right": "issue:45584", "accept": false, - "reason": "num_labels propagation and Whisper empty-transcription generation are unrelated." + "reason": "num_labels propagation in Qwen3.5 is unrelated to Whisper empty-transcription generation after token alignment." }, { "left": "issue:43525", "right": "issue:43572", "accept": false, - "reason": "Both are missing config fields, but they concern different models and different token ID attributes." + "reason": "Both are missing config fields, but they affect different models and different attributes; not the same underlying defect." }, { "left": "issue:43452", "right": "issue:44451", "accept": false, - "reason": "gguf_file loader breakage and inability to load a specific model are too broad and not the same bug." + "reason": "gguf_file loading breakage is not the same as a specific model failing to load." }, { - "left": "issue:28218", - "right": "issue:33357", + "left": "issue:45823", + "right": "issue:46050", "accept": false, - "reason": "Tokenizer spacing after added tokens is unrelated to a MacOS bus error on a CLIP model." + "reason": "Device-map forward mismatch and sinq save/load quantization breakage are different failure modes." }, { - "left": "issue:45823", - "right": "issue:46050", + "left": "issue:28218", + "right": "issue:33357", "accept": false, - "reason": "A device-map forward mismatch and sinq save/load breakage are different failure modes." + "reason": "Tokenizer spacing behavior and a MacOS CLIP bus error are unrelated." }, { "left": "issue:43994", "right": "issue:46192", "accept": false, - "reason": "SigLIP2 output quality and return_tensors being ignored are unrelated." + "reason": "Wrong SigLIP2 outputs and return_tensors being ignored in text_kwargs are separate bugs." }, { "left": "issue:42796", "right": "issue:44977", "accept": false, - "reason": "Tokenizer BPE-marker handling and Qwen3.5 flash-attention generation are different problems." + "reason": "Tokenizer BPE-marker handling and Qwen3.5 flash-attention generation are unrelated." }, { "left": "issue:43493", "right": "issue:43844", "accept": false, - "reason": "SigLIP2 implementation mismatch and ZeRO-3 gradient blow-up are unrelated." + "reason": "SigLIP2 implementation mismatch and DeepSpeed gradient growth are different subsystems and causes." }, { "left": "issue:39692", "right": "issue:43295", "accept": false, - "reason": "Documentation example errors and processor/tokenizer regression are not the same underlying issue." + "reason": "Documentation example errors and processor.tokenizer regression are not the same underlying bug." }, { "left": "issue:43278", "right": "issue:43844", "accept": false, - "reason": "Embedding dtype drift and ZeRO-3 gradient growth are different bugs." + "reason": "Embedding dtype drift is unrelated to the ZeRO-3 gradient regression." }, { "left": "issue:44568", "right": "issue:46489", "accept": false, - "reason": "Both are tokenizer regressions, but one is missing BOS/EOS with add_special_tokens and the other is DeepSeek-Coder v1 token-ID corruption." + "reason": "Both are tokenizer regressions in v5, but they affect different tokenizers and symptoms; not enough evidence of one shared defect." }, { "left": "issue:43646", "right": "issue:44466", "accept": false, - "reason": "Custom model initialization breakage and inconsistent lm_head.weight serialization are separate v5 regressions." + "reason": "Custom model initialization breakage and lm_head serialization inconsistency are different v5 regressions." }, { "left": "issue:46209", "right": "issue:46710", "accept": false, - "reason": "FP8 inference on B200 and DeepSeek-R1 accuracy regression are different issues." + "reason": "FP8 inference failure on B200 is not the same as an accuracy regression after upgrade." }, { "left": "issue:33357", "right": "issue:33666", "accept": false, - "reason": "A CLIP MacOS bus error is unrelated to Qwen2-VL multi-GPU training support." + "reason": "MacOS bus error in CLIP and Qwen2-VL multi-GPU training are unrelated." }, { "left": "issue:44568", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different model families and different tokenization semantics." + "reason": "Both are tokenizer regressions, but one is add_special_tokens/BOS-EOS behavior and the other is wrong token IDs for Granite models; different concrete bugs." }, { "left": "issue:43278", "right": "issue:43701", "accept": false, - "reason": "dtype changes in evaluation and resume_from_checkpoint key mismatches are unrelated." + "reason": "Embedding dtype change and resume_from_checkpoint key mismatch are unrelated." } ] }, @@ -8384,10 +8292,10 @@ "review_unit_count": 60, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-502", + "cluster_id": "cluster-10000-503", "nodes": [ "issue:43257", "issue:43299", @@ -8438,8 +8346,8 @@ "issue:46846" ], "soft_pairs": [ - "issue:44488|issue:44843", "issue:44849|issue:46209", + "issue:44488|issue:44843", "issue:44792|issue:45405", "issue:43927|issue:44361", "issue:43575|issue:45405", @@ -8462,214 +8370,214 @@ "issue:43937|issue:46701", "issue:43844|issue:44964", "issue:43873|issue:46050", - "issue:43994|issue:44493", "issue:45200|issue:45229", + "issue:43994|issue:44493", "issue:44869|issue:46752", "issue:45229|issue:45823", "issue:45588|issue:46050" ], - "prepared_review_unit_hash": "dac33fb18513dd65900fa21254590d4ba128a089221277bfea92674cdf8432ae", + "prepared_review_unit_hash": "15afbd13e430050d3fda7f31a749c4ffc2871cebaab58cf1129d563bc8c2959b", "component_budget": { - "node_count": 502, - "item_count": 502, - "soft_pair_count": 1845, - "serialized_chars": 957282, - "estimated_input_tokens": 239321, - "estimated_eval_tokens": 478898 + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1849, + "serialized_chars": 959374, + "estimated_input_tokens": 239844, + "estimated_eval_tokens": 479944 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 35956, - "estimated_input_tokens": 8989, - "estimated_eval_tokens": 18234 + "serialized_chars": 35957, + "estimated_input_tokens": 8990, + "estimated_eval_tokens": 18236 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a noisy mix of model-loading, config, offload, and regression reports across different models and failure modes. The Qwen-related items are superficially similar but usually hit different code paths, so none of the soft pairs look like true duplicates.", - "confidence": 0.61, - "canonical_issue_reason": "44849 is a clear, user-facing regression with a specific model family and failure mode, making it a strong representative issue for triage compared with the more tangential or broader reports in the cluster.", + "summary": "The proposed soft pairs are mostly unrelated Transformers issues; none look like the same concrete bug/change, so I would reject all of them. I\u2019d use the most active, high-impact report as the representative issue for triage.", + "confidence": 0.9, + "canonical_issue_reason": "issue:43873 has the strongest cluster signal overall: it is highly discussed, has inbound references, and describes a concrete runtime failure with broad user impact around offloading/quantization.", "canonical_pr_reason": null, - "best_issue_reason": "44849 is the best overall anchor: it is concrete, reproducible, and narrowly scoped, which makes it more suitable as the representative issue than the broader or less directly actionable reports.", + "best_issue_reason": "issue:43873 is the best single issue to anchor triage because it is active, well-scoped, and clearly reproducible; the other items are too diverse to serve as true duplicates of it.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44488", - "right": "issue:44843", + "left": "issue:44849", + "right": "issue:46209", "accept": false, - "reason": "Both involve tokenizer/model loading, but one is a specific model load failure and the other is an offline-mode bug in mistral regex patching; different root causes and code paths." + "reason": "Same broad Qwen line, but different failures: hidden-states behavior vs FP8 inference on B200. Not the same code path." }, { - "left": "issue:44849", - "right": "issue:46209", + "left": "issue:44488", + "right": "issue:44843", "accept": false, - "reason": "Different problems: Qwen3.5 hidden-states behavior versus FP8 inference on B200. Same broad family, not the same bug." + "reason": "One is a model loading failure for a specific checkpoint; the other is an unconditional hub metadata lookup breaking offline mode. Different bugs." }, { "left": "issue:44792", "right": "issue:45405", "accept": false, - "reason": "Janus test failure and PEFT version pinning are unrelated; one is a model-specific CI failure, the other is a dependency version issue." + "reason": "Janus image generation test failure is unrelated to a PEFT version bump." }, { "left": "issue:43927", "right": "issue:44361", "accept": false, - "reason": "DiaConfig loses custom token IDs after save/load, while MLukeTokenizer raises an AttributeError on tasks; these are distinct tokenizer/config bugs." + "reason": "Different model families and symptoms: custom token IDs lost on save/load vs tokenizer task AttributeError." }, { "left": "issue:43575", "right": "issue:45405", "accept": false, - "reason": "Qwen2 tensor-parallel OOM is unrelated to the PEFT minimum-version bump." + "reason": "Qwen2 TP OOM is unrelated to the PEFT release-version issue." }, { "left": "issue:43504", "right": "issue:43606", "accept": false, - "reason": "Legacy field handling in BEiT semantic segmentation is a config-load issue, while bark-small CPU offload has a device mismatch during inference." + "reason": "Legacy config field loading for BEiT is not the same as Bark CPU offload device mismatch." }, { "left": "issue:43824", "right": "issue:44589", "accept": false, - "reason": "Importing Qwen2.5-VL and missing Float8 storage are unrelated failures in different subsystems." + "reason": "Import error for a Qwen2.5-VL class is unrelated to float8 storage lookup failure." }, { "left": "issue:44849", "right": "issue:45357", "accept": false, - "reason": "Both are Qwen3.5 regressions, but one is about output_hidden_states behavior and the other about save_pretrained writing incorrect visual encoder keys; different failure paths." + "reason": "Both involve Qwen3.5, but one is an output_hidden_states regression and the other is save_pretrained writing wrong visual keys. Different fixes." }, { "left": "issue:43257", "right": "issue:43299", "accept": false, - "reason": "Both mention Qwen MoE loading, but one is accelerate+deepspeed conversion and the other is Qwen3VL loading in dev; not the same concrete bug." + "reason": "Both mention Qwen MOE loading, but the reported breakage differs: accelerate+deepspeed conversion vs Qwen3VL MOE load failure. Not enough to treat as one bug." }, { "left": "issue:45245", "right": "issue:46710", "accept": false, - "reason": "Category-count RuntimeError and an accuracy regression after upgrade are not the same issue." + "reason": "Category-count runtime error and post-upgrade accuracy regression are unrelated." }, { "left": "issue:46821", "right": "issue:46832", "accept": false, - "reason": "TimesFM window_size AttributeError and RT-DETR feature-level TypeError are different model-specific bugs." + "reason": "TimesFM window_size AttributeError is unrelated to RT-DETR feature-level forwarding TypeError." }, { "left": "issue:44493", "right": "issue:46285", "accept": false, - "reason": "Unexpected position-id keys and CLIP text-model structure changes are separate API regressions." + "reason": "Unexpected position-id keys across many models is not the same as CLIP text-model structure inconsistency." }, { "left": "issue:46399", "right": "issue:46846", "accept": false, - "reason": "Qwen3.5 kernel registration failure and Qwen3.5 TP-plan OOM/shape errors are different code-path problems." + "reason": "Both are Qwen3.5, but one is kernel registration crashing and the other is TP plan omissions causing OOM/shape error. Different concrete problems." }, { "left": "issue:43334", "right": "issue:45759", "accept": false, - "reason": "Qwen3-VL pad_token_id AttributeError and missing text_config unwrapping in AutoModelForCausalLM are related to Qwen multimodal configs but not the same bug." + "reason": "Both concern Qwen multimodal configs, but one is a missing pad_token_id attribute and the other is from_config not unwrapping text_config. Different failure points." }, { "left": "issue:43606", "right": "issue:44112", "accept": false, - "reason": "CPU offload device mismatch in bark-small is not the same as a stale GraniteSpeech device-override test." + "reason": "Bark CPU offload device mismatch is unrelated to a stale GraniteSpeech CI test." }, { "left": "issue:43334", "right": "issue:43572", "accept": false, - "reason": "Qwen3-VL config attribute error and StableLm pad_token_idx regression are unrelated config issues." + "reason": "Qwen3-VL loading AttributeError and StableLm missing pad_token_idx are separate config regressions." }, { "left": "issue:43504", "right": "issue:43653", "accept": false, - "reason": "BEiT legacy-field loading and BigBirdTokenizer special-token registration are distinct bugs." + "reason": "BEiT legacy-field loading bug is unrelated to BigBirdTokenizer special-token registration." }, { "left": "issue:44589", "right": "issue:45520", "accept": false, - "reason": "Missing Float8 storage support and flash_attn import KeyError are different environment/runtime failures." + "reason": "Float8 storage lookup failure and flash_attention import KeyError are different runtime/import issues." }, { "left": "issue:43572", "right": "issue:44291", "accept": false, - "reason": "StableLm missing pad_token_idx after 5.0 and init_empty_weights unexpected _is_hf_initialized argument are separate compatibility issues." + "reason": "Both involve 5.0-era loading regressions, but one is a missing config field and the other is an unexpected init_empty_weights argument. Not the same bug." }, { "left": "issue:45072", "right": "issue:46832", "accept": false, - "reason": "dtype mismatches in bfloat16 inference and RT-DETR forward shape/type errors are unrelated." + "reason": "dtype mismatch in inference is unrelated to RT-DETR backbone feature-level handling." }, { "left": "issue:44464", "right": "issue:46424", "accept": false, - "reason": "Chunked generation inconsistency with compiled forward is unrelated to cache length behavior in quantized cache." + "reason": "Chunked generation inconsistency with compiled forward is not the same as cache max-length being ignored outside quantized cache." }, { "left": "issue:43937", "right": "issue:46701", "accept": false, - "reason": "GenerationConfig invalid for GLM-5 and DiffusionGemma pipeline failure are different model-family issues." + "reason": "GLM-5 GenerationConfig validation and DiffusionGemma pipeline output issues are unrelated." }, { "left": "issue:43844", "right": "issue:44964", "accept": false, - "reason": "DeepSpeed gradient growth and Phi-4 multimodal loading failure are unrelated." + "reason": "DeepSpeed gradient growth during training is unrelated to Phi-4-multimodal loading failure." }, { "left": "issue:43873", "right": "issue:46050", "accept": false, - "reason": "Quantization offloading behavior and sinq save/load corruption are different bugs, even though both touch quantization." + "reason": "Quantized offloading behavior and quantized save/load breakage are both quantization-related but not the same concrete bug." }, { - "left": "issue:43994", - "right": "issue:44493", + "left": "issue:45200", + "right": "issue:45229", "accept": false, - "reason": "SigLIP2 nonsense outputs via AutoModel/pipeline and unexpected position-id keys are distinct regressions." + "reason": "Gemma4 text-only token defaults and Gemma4 31B multi-GPU OOM are different issues." }, { - "left": "issue:45200", - "right": "issue:45229", + "left": "issue:43994", + "right": "issue:44493", "accept": false, - "reason": "Gemma 4 text-only token-type defaults and Gemma4 multi-GPU CUDA OOM are not the same underlying problem." + "reason": "SigLIP2 pipeline nonsense outputs and position-id key warnings are different regressions." }, { "left": "issue:44869", "right": "issue:46752", "accept": false, - "reason": "Whisper trailing replacement-character crash and empty-list chat template IndexError are different input-validation bugs." + "reason": "Whisper timestamp decoding crash is unrelated to empty-list chat-template IndexError." }, { "left": "issue:45229", "right": "issue:45823", "accept": false, - "reason": "Gemma4 multi-GPU OOM and PLE device mismatch under device_map=auto are separate inference issues." + "reason": "Both are Gemma4, but one is CUDA OOM in multi-GPU inference and the other is a device mismatch with device_map=auto. Not the same code path." }, { "left": "issue:45588", "right": "issue:46050", "accept": false, - "reason": "flash_attention sinkless-model crash and sinq save/load breakage are unrelated." + "reason": "Flash-attention sinkless-model crash is unrelated to sinq quantized save/load corruption." } ] }, @@ -8688,10 +8596,10 @@ "review_unit_count": 60, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-502", + "cluster_id": "cluster-10000-503", "nodes": [ "issue:15354", "issue:28218", @@ -8707,7 +8615,6 @@ "issue:42490", "issue:43065", "issue:43295", - "issue:43404", "issue:43450", "issue:43493", "issue:43540", @@ -8736,6 +8643,7 @@ "issue:45759", "issue:45823", "issue:46121", + "issue:46178", "issue:46192", "issue:46369", "issue:46701", @@ -8743,11 +8651,11 @@ "issue:46821" ], "soft_pairs": [ - "issue:29942|issue:30333", - "issue:42490|issue:43696", "issue:29159|issue:32090", - "issue:28218|issue:34567", + "issue:42490|issue:43696", + "issue:29942|issue:30333", "issue:44977|issue:46701", + "issue:28218|issue:34567", "issue:45084|issue:45520", "issue:43065|issue:46369", "issue:44554|issue:45446", @@ -8756,7 +8664,7 @@ "issue:41720|issue:46710", "issue:43493|issue:43701", "issue:45406|issue:46121", - "issue:43404|issue:46710", + "issue:44977|issue:46710", "issue:45072|issue:45198", "issue:43295|issue:43450", "issue:45588|issue:45759", @@ -8770,204 +8678,217 @@ "issue:43550|issue:43844", "issue:45200|issue:45823", "issue:29870|issue:29942", - "issue:43450|issue:43575" + "issue:43450|issue:43575", + "issue:45520|issue:46178" ], - "prepared_review_unit_hash": "e5e216f7bfe4f148fc17e3665c3426c74c822cfa91e74de0b063f6db79c052be", + "prepared_review_unit_hash": "e920157b789c6d255b7176f53383e5f01a4ec836ea16feec6116d2fce86690c5", "component_budget": { - "node_count": 502, - "item_count": 502, - "soft_pair_count": 1845, - "serialized_chars": 957282, - "estimated_input_tokens": 239321, - "estimated_eval_tokens": 478898 + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1849, + "serialized_chars": 959374, + "estimated_input_tokens": 239844, + "estimated_eval_tokens": 479944 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36189, - "estimated_input_tokens": 9048, - "estimated_eval_tokens": 18352 + "soft_pair_count": 29, + "serialized_chars": 36474, + "estimated_input_tokens": 9119, + "estimated_eval_tokens": 18494 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous; the soft edges are mostly superficial keyword matches, not duplicates. No PRs are present. The broad tokenizer inconsistency issue is the best representative issue, but there is no true canonical duplicate target for the whole cluster.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "This cluster is heterogeneous: it contains several small tokenizer/processor/multimodal subthemes, but no pair looks like the same underlying bug or change. I would not merge any of the soft edges.", + "confidence": 0.84, + "canonical_issue_reason": "No safe canonical issue: the items span unrelated bugs across tokenization, serving, model loading, training, quantization, and backend imports rather than one duplicate root cause.", "canonical_pr_reason": null, - "best_issue_reason": "issue:29159 is the broadest and most general tokenizer-related report in the set, so it is the least bad representative issue if one must be chosen.", + "best_issue_reason": "If one issue must anchor the cluster, issue 43295 is the closest hub because it has multiple soft adjacencies and is the broadest processor/tokenizer regression among the set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:29942", - "right": "issue:30333", + "left": "issue:29159", + "right": "issue:32090", "accept": false, - "reason": "FlashAttention 2 test failures and MLflow reporting on failed jobs are unrelated subsystems and failure modes." + "reason": "Tokenizer slow/fast inconsistency is unrelated to the Trainer _gpu_broadcast_one NoneType failure." }, { "left": "issue:42490", "right": "issue:43696", "accept": false, - "reason": "A trailing-slash import warning is not the same bug as a CUDA OOM while loading a model." + "reason": "Trailing-slash import warning and Qwen OOM on load are different failure modes." }, { - "left": "issue:29159", - "right": "issue:32090", + "left": "issue:29942", + "right": "issue:30333", "accept": false, - "reason": "Tokenizer slow/fast inconsistency and a Trainer GPU broadcast NoneType error are different code paths." + "reason": "Flash Attention 2 test failures do not match MLflow reporting behavior after training failure." }, { - "left": "issue:28218", - "right": "issue:34567", + "left": "issue:44977", + "right": "issue:46701", "accept": false, - "reason": "Added-token spacing behavior and TrainerState token counting are separate tokenizer behaviors." + "reason": "Flash-attention generation bug and image-text-to-text pipeline breakage are distinct code paths." }, { - "left": "issue:44977", - "right": "issue:46701", + "left": "issue:28218", + "right": "issue:34567", "accept": false, - "reason": "Flash-attention generation failure and a DiffusionGemma pipeline issue are different model/pipeline bugs." + "reason": "Added-token spacing behavior is unrelated to TrainerState.num_input_tokens_seen not updating." }, { "left": "issue:45084", "right": "issue:45520", "accept": false, - "reason": "Non-template node compilation and a Python 3.13 flash_attn import error are unrelated." + "reason": "Non-template-node compile errors are not the same as a missing flash_attn backend import mapping." }, { "left": "issue:43065", "right": "issue:46369", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder and Sam3 litetext memory overflow are not the same defect." + "reason": "Dummy Conv2d in Sam3PixelDecoder is not the same as SAM3 litetext memory overflow." }, { "left": "issue:44554", "right": "issue:45446", "accept": false, - "reason": "An MPS attention correctness issue is unrelated to a PyTorch version check bug in flex_attention imports." + "reason": "MPS attention correctness and a PyTorch version guard bug are different issues." }, { "left": "issue:15354", "right": "issue:38175", "accept": false, - "reason": "TorchScript GeneratorExp support and SigLIP2 zero probabilities are unrelated model/export problems." + "reason": "TorchScript GeneratorExp export failure is unrelated to SigLIP2 zero-probability outputs." }, { "left": "issue:44423", "right": "issue:44734", "accept": false, - "reason": "Continuous-batching multimodal crash and KV-cache continuation indexing are different serve failures." + "reason": "Continuous-batching multimodal crash and KV-cache continuation indexing bug affect different serve paths." }, { "left": "issue:41720", "right": "issue:46710", "accept": false, - "reason": "A device-mapping cudaErrorAssert and an accuracy regression after upgrade do not describe the same bug." + "reason": "Auto device-mapping cuda asserts are not the same as an accuracy regression after upgrade." }, { "left": "issue:43493", "right": "issue:43701", "accept": false, - "reason": "SigLIP2 implementation discrepancy and resume-from-checkpoint key mismatch are unrelated." + "reason": "SigLIP2 implementation discrepancy and resume_from_checkpoint key mismatch are unrelated." }, { "left": "issue:45406", "right": "issue:46121", "accept": false, - "reason": "Gemma4Processor missing _tokenizer and rope-parameter list typing are different issues." + "reason": "Missing _tokenizer on Gemma4Processor and rope-validation type conversion are different defects." }, { - "left": "issue:43404", + "left": "issue:44977", "right": "issue:46710", "accept": false, - "reason": "Weight tying in Mistral3ForConditionalGeneration and DeepSeek accuracy regression are separate model issues." + "reason": "Flash-attention generation failure is not the same as the DeepSeek accuracy regression." }, { "left": "issue:45072", "right": "issue:45198", "accept": false, - "reason": "bfloat16 dtype mismatches in CI and Wav2Vec2 save/tokenization failures are not the same bug." + "reason": "bfloat16 dtype mismatch tests and Wav2Vec2 save/tokenization failure are separate problems." }, { "left": "issue:43295", "right": "issue:43450", "accept": false, - "reason": "Processor.tokenizer regression and batched video shape errors involve different preprocessing paths." + "reason": "Processor.tokenizer regression and batched video shape handling are different processor bugs." }, { "left": "issue:45588", "right": "issue:45759", "accept": false, - "reason": "Flash-attention sink-less model crash and text_config unwrapping in multimodal configs are unrelated." + "reason": "flash_attention.py s_aux=None crash and text_config unwrapping for multimodal configs are distinct." }, { "left": "issue:37428", "right": "issue:43957", "accept": false, - "reason": "Importing a flash-attention helper and meta-device model loading failures are different root causes." + "reason": "Missing flash_supports_window_size import and meta-device model loading breakage are not the same bug." }, { "left": "issue:43540", "right": "issue:45200", "accept": false, - "reason": "Video input processing in Qwen3OmniMoe and Gemma4 text-only mm_token_type_ids defaults are unrelated." + "reason": "Qwen3OmniMoe video-input processing error and Gemma4 mm_token_type_ids defaults are different model-specific issues." }, { "left": "issue:43295", "right": "issue:43873", "accept": false, - "reason": "Processor.tokenizer regression and quantization offloading behavior are different problems." + "reason": "Processor/tokenizer regression does not match offloading behavior with quantization." }, { "left": "issue:44186", "right": "issue:46192", "accept": false, - "reason": "LayoutLMv2Tokenizer crashes on NER/padding and return_tensors being ignored are distinct tokenizer bugs." + "reason": "LayoutLMv2Tokenizer NER/batching crash and return_tensors being ignored are different tokenizer behaviors." }, { "left": "issue:45823", "right": "issue:46192", "accept": false, - "reason": "Gemma4 device mismatch during forward and return_tensors handling are unrelated." + "reason": "Gemma4 device-mismatch in forward is unrelated to return_tensors handling." }, { "left": "issue:43295", "right": "issue:44610", "accept": false, - "reason": "Processor/tokenizer regression and OmDet-Turbo image-size mismatch are different preprocessing issues." + "reason": "Processor/tokenizer access regression is unrelated to OmDet input-size mismatch." }, { "left": "issue:43572", "right": "issue:46821", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig and TimesFM2.5 window_size AttributeError are unrelated config bugs." + "reason": "Missing pad_token_idx in StableLmConfig and TimesFM window_size AttributeError are unrelated." }, { "left": "issue:43550", "right": "issue:43844", "accept": false, - "reason": "torch.compile with SDPA and ZeRO-3 gradient growth are different training/runtime issues." + "reason": "torch.compile SDPA failure is not the same as DeepSpeed ZeRO-3 gradient growth." }, { "left": "issue:45200", "right": "issue:45823", "accept": false, - "reason": "Defaulting mm_token_type_ids and a device_map forward mismatch are not the same defect." + "reason": "These are both Gemma4-related, but one is a missing default for mm_token_type_ids and the other is a device-map forward mismatch; not the same fix." }, { "left": "issue:29870", "right": "issue:29942", "accept": false, - "reason": "BART generate() decoder_attention_mask assignment and FlashAttention 2 CI failures are unrelated." + "reason": "Bart generate mask initialization bug and Flash Attention 2 tests do not share a root cause." }, { "left": "issue:43450", "right": "issue:43575", "accept": false, - "reason": "Batched video shape handling and tensor-parallel OOM on Qwen2-57B are different problems." + "reason": "Video processor output shape mismatch and tensor-parallel OOM are unrelated." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "flash_attn import key errors and tensorflow_text backend mapping errors are different import/system issues." + }, + { + "left": "issue:46369", + "right": "issue:46821", + "accept": false, + "reason": "SAM3 litetext memory overflow and TimesFM window_size AttributeError are unrelated." } ] }, @@ -8986,10 +8907,10 @@ "review_unit_count": 60, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-502", + "cluster_id": "cluster-10000-503", "nodes": [ "issue:28218", "issue:35141", @@ -9008,6 +8929,7 @@ "issue:43525", "issue:43572", "issue:43653", + "issue:43819", "issue:43824", "issue:43856", "issue:43950", @@ -9015,6 +8937,7 @@ "issue:44112", "issue:44442", "issue:44466", + "issue:44479", "issue:44521", "issue:44554", "issue:44737", @@ -9029,9 +8952,7 @@ "issue:45356", "issue:45381", "issue:45412", - "issue:45520", "issue:45563", - "issue:46178", "issue:46192", "issue:46209", "issue:46285", @@ -9041,223 +8962,224 @@ "issue:46932" ], "soft_pairs": [ - "issue:45520|issue:46178", "issue:43572|issue:44987", "issue:44554|issue:45356", "issue:42490|issue:43493", "issue:37428|issue:43824", "issue:39692|issue:46192", "issue:43232|issue:44849", - "issue:44466|issue:45127", "issue:43295|issue:43493", + "issue:44466|issue:45127", "issue:44521|issue:45290", "issue:45381|issue:46209", "issue:43653|issue:44112", - "issue:43278|issue:43856", "issue:28218|issue:35141", + "issue:43278|issue:43856", "issue:44737|issue:46894", "issue:42915|issue:43824", - "issue:43824|issue:43975", "issue:43950|issue:46285", + "issue:43824|issue:43975", "issue:43452|issue:46512", "issue:43262|issue:43450", "issue:44442|issue:45198", - "issue:43334|issue:43525", "issue:45200|issue:46899", + "issue:43334|issue:43525", "issue:45200|issue:46932", "issue:44792|issue:45563", + "issue:44479|issue:46192", + "issue:43819|issue:44112", "issue:44898|issue:45412" ], - "prepared_review_unit_hash": "573ae506037934bacbedb37344ab15be52431b2bb60040785228b747b8bbec7e", + "prepared_review_unit_hash": "d9f67e7b4850e5a49d958e0855e8609fbf55cd46fc6fa37f7ea2bca53ff63694", "component_budget": { - "node_count": 502, - "item_count": 502, - "soft_pair_count": 1845, - "serialized_chars": 957282, - "estimated_input_tokens": 239321, - "estimated_eval_tokens": 478898 + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1849, + "serialized_chars": 959374, + "estimated_input_tokens": 239844, + "estimated_eval_tokens": 479944 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 26, - "serialized_chars": 35931, - "estimated_input_tokens": 8983, - "estimated_eval_tokens": 18222 + "soft_pair_count": 27, + "serialized_chars": 36230, + "estimated_input_tokens": 9058, + "estimated_eval_tokens": 18372 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of unrelated Transformers issues across tokenization, model loading, quantization, generation, and multimodal processors. The only strong duplicate-looking pair is the Gemma4 quantized multimodal embedder dtype-casting bug (46899/46932).", - "confidence": 0.93, - "canonical_issue_reason": "issue:46899 is the clearest and broadest statement of the underlying bug: 4-bit quantization breaks audio/vision processing due to an unsafe dtype cast in multimodal embedders.", + "summary": "All soft pairs are false positives: they share broad subsystems or symptom classes, but not the same underlying bug/change. No single issue here is a good duplicate canonical.", + "confidence": 0.91, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:46899 best captures the root cause and user impact; it is specific enough to triage but broad enough to subsume the narrower follow-up wording in 46932.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:45520", - "right": "issue:46178", - "accept": false, - "reason": "Different import/backend failures: flash_attn on Python 3.13 vs missing tensorflow_text in BACKENDS_MAPPING." - }, { "left": "issue:43572", "right": "issue:44987", "accept": false, - "reason": "Unrelated model-loading regressions affecting different models and code paths." + "reason": "Both involve loading/config issues, but one is a missing `pad_token_idx` in StableLmConfig and the other is a separate `transformers>=5.1.0` load failure for a specific model." }, { "left": "issue:44554", "right": "issue:45356", "accept": false, - "reason": "Different subsystems: MPS attention correctness vs Kimi-K2.5 tokenizer regression." + "reason": "Unrelated failures: an MPS attention correctness bug vs a Kimi-K2.5 tokenizer/codec regression." }, { "left": "issue:42490", "right": "issue:43493", "accept": false, - "reason": "Both mention model behavior, but one is a local-path import warning and the other is a SigLIP2 implementation discrepancy." + "reason": "Different code paths: local-path trailing-slash import warning vs SigLIP2 implementation discrepancy." }, { "left": "issue:37428", "right": "issue:43824", "accept": false, - "reason": "Both are ImportErrors, but they concern different symbols and different model families." + "reason": "Both are import errors, but they concern different missing symbols and different modules/models." }, { "left": "issue:39692", "right": "issue:46192", "accept": false, - "reason": "Docs/example problems vs a tokenizer API argument-handling regression are not the same bug." + "reason": "SigLIP2 docs example errors are unrelated to `return_tensors` being ignored when `text_kwargs` is passed." }, { "left": "issue:43232", "right": "issue:44849", "accept": false, - "reason": "Different generation/model bugs with no shared concrete code path." + "reason": "Different generation bugs: `_update_model_kwargs_for_generation` after `sync_gpus` vs a Qwen3.5 `output_hidden_states` issue." }, { - "left": "issue:44466", - "right": "issue:45127", + "left": "issue:43295", + "right": "issue:43493", "accept": false, - "reason": "Both touch weights, but one is a serialization inconsistency and the other is LoRA merge collapse after vocab extension." + "reason": "`processor.tokenizer`/image-passing regression is not the same as the SigLIP2 model discrepancy." }, { - "left": "issue:43295", - "right": "issue:43493", + "left": "issue:44466", + "right": "issue:45127", "accept": false, - "reason": "Different failures: custom processor/tokenizer regression vs SigLIP2 implementation mismatch." + "reason": "Both touch tied weights, but one is serialization of `lm_head.weight` and the other is LoRA merge collapse after vocab extension." }, { "left": "issue:44521", "right": "issue:45290", "accept": false, - "reason": "Both involve apply_chat_template, but one is wrong assistant mask generation and the other is a crash on tool-call assistant messages." + "reason": "Same API surface (`apply_chat_template`), but one is all-zero assistant masks for multimodal inputs and the other is a tool-call/no-content crash." }, { "left": "issue:45381", "right": "issue:46209", "accept": false, - "reason": "Unrelated: Qwen2.5-VL video position IDs vs FP8 inference failure on B200." + "reason": "A Qwen video position-id regression and an FP8/B200 inference failure are unrelated bugs." }, { "left": "issue:43653", "right": "issue:44112", "accept": false, - "reason": "Different areas entirely: tokenizer special-token registration vs a GraniteSpeech CI test issue." + "reason": "BigBird special-token registration and a GraniteSpeech CI/device-override failure are different issues." }, { - "left": "issue:43278", - "right": "issue:43856", + "left": "issue:28218", + "right": "issue:35141", "accept": false, - "reason": "Embedding dtype regression vs MoE training memory usage are not the same underlying bug." + "reason": "Tokenizer spacing after added tokens is unrelated to embedding reinitialization during `resize_token_embeddings`." }, { - "left": "issue:28218", - "right": "issue:35141", + "left": "issue:43278", + "right": "issue:43856", "accept": false, - "reason": "Tokenizer spacing after added tokens is unrelated to embedding reinitialization after resize." + "reason": "Embedding dtype drift in eval is not the same as Qwen3 MoE training memory usage." }, { "left": "issue:44737", "right": "issue:46894", "accept": false, - "reason": "CPU device placement bug in XLNet positional encoding is unrelated to CohereASR loss shifting." + "reason": "XLNet CPU placement bug vs CohereASR training-loss double-shift are unrelated." }, { "left": "issue:42915", "right": "issue:43824", "accept": false, - "reason": "Qwen3Moe FP8 config failure and Qwen2.5-VL import failure are separate issues." + "reason": "FineGrainedFP8Config failure for Qwen3Moe is unrelated to a Qwen2_5_VL import error." }, { - "left": "issue:43824", - "right": "issue:43975", + "left": "issue:43950", + "right": "issue:46285", "accept": false, - "reason": "Different bugs: model export/import symbol missing vs tokenizer detokenization regression." + "reason": "Non-persistent buffer corruption on `from_pretrained()` is a different bug from CLIP text-model structural inconsistency." }, { - "left": "issue:43950", - "right": "issue:46285", + "left": "issue:43824", + "right": "issue:43975", "accept": false, - "reason": "Non-persistent buffer corruption in from_pretrained is not the same as CLIP text model structure changes." + "reason": "An import error for `Qwen2_5_VLForConditionalGeneration` does not match a DeepSeek tokenizer detokenization regression." }, { "left": "issue:43452", "right": "issue:46512", "accept": false, - "reason": "Different regressions: GGUF loading breaks vs config.dtype not being updated after from_config." + "reason": "GGUF loading/from_pretrained failure and stale `config.dtype` after `from_config(dtype=...)` are separate problems." }, { "left": "issue:43262", "right": "issue:43450", "accept": false, - "reason": "Audio chat-template sampling-rate default and batched video output shape are unrelated." + "reason": "Audio chat-template sampling-rate defaulting and batched video output-shape bugs are unrelated." }, { "left": "issue:44442", "right": "issue:45198", "accept": false, - "reason": "Different tokenizer/load-save failures for different speech models." + "reason": "Both are tokenizer/model loading problems, but they affect different models and different failure modes." }, { - "left": "issue:43334", - "right": "issue:43525", + "left": "issue:45200", + "right": "issue:46899", "accept": false, - "reason": "Both are missing pad_token_id, but they affect different model configs and likely separate fixes." + "reason": "Gemma4 text-only `mm_token_type_ids` defaults and 4-bit quantized embedder dtype casting are distinct multimodal bugs." }, { - "left": "issue:45200", - "right": "issue:46899", + "left": "issue:43334", + "right": "issue:43525", "accept": false, - "reason": "Both are Gemma4 multimodal-related, but one is mm_token_type_ids defaulting and the other is quantized embedder dtype casting." + "reason": "Both mention missing `pad_token_id`, but they hit different model configs and likely different code paths." }, { "left": "issue:45200", "right": "issue:46932", "accept": false, - "reason": "Different underlying bug: text-only fine-tuning token-type defaults vs quantized vision/audio embedder casting." + "reason": "`mm_token_type_ids` defaults for text-only fine-tuning is not the same as Gemma4 quantized vision/audio embedder dtype casting." }, { "left": "issue:44792", "right": "issue:45563", "accept": false, - "reason": "A Janus image-generation test failure and a stale paged-generate warning are not duplicates." + "reason": "Janus image-generation test failure and a stale paged-generate warning are unrelated." }, { - "left": "issue:44898", - "right": "issue:45412", + "left": "issue:44479", + "right": "issue:46192", "accept": false, - "reason": "Perceiver interpolation failure and RT-DETR memory release are unrelated." + "reason": "A video-input regression in Qwen VL models is unrelated to `return_tensors` being ignored with explicit `text_kwargs`." }, { - "left": "issue:46899", - "right": "issue:46932", - "accept": true, - "reason": "Both describe the same Gemma4 quantized multimodal embedder dtype-casting bug affecting vision/audio processing." + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC latent/STE mismatch and GraniteSpeech CI test flakiness do not describe the same bug." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver non-default-resolution failure and RT-DETR memory release issues are unrelated." } ] }, @@ -9276,12 +9198,13 @@ "review_unit_count": 60, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-502", + "cluster_id": "cluster-10000-503", "nodes": [ "issue:28282", + "issue:29127", "issue:29942", "issue:32090", "issue:33357", @@ -9298,6 +9221,7 @@ "issue:43606", "issue:43611", "issue:43653", + "issue:43720", "issue:43819", "issue:43825", "issue:43827", @@ -9306,7 +9230,6 @@ "issue:44206", "issue:44448", "issue:44466", - "issue:44479", "issue:44561", "issue:44610", "issue:44743", @@ -9321,7 +9244,6 @@ "issue:45593", "issue:45759", "issue:46170", - "issue:46192", "issue:46209", "issue:46234", "issue:46285", @@ -9331,8 +9253,6 @@ "issue:46858" ], "soft_pairs": [ - "issue:44479|issue:46192", - "issue:43819|issue:44112", "issue:45200|issue:45325", "issue:41720|issue:46209", "issue:43335|issue:43550", @@ -9344,11 +9264,11 @@ "issue:44857|issue:45593", "issue:45759|issue:46285", "issue:43606|issue:45083", - "issue:46512|issue:46821", "issue:46424|issue:46858", + "issue:46512|issue:46821", "issue:44206|issue:45584", - "issue:38175|issue:45412", "issue:43335|issue:43653", + "issue:38175|issue:45412", "issue:29942|issue:32090", "issue:28282|issue:33357", "issue:43550|issue:44112", @@ -9356,227 +9276,229 @@ "issue:43611|issue:44466", "issue:43335|issue:43504", "issue:44448|issue:44743", - "issue:45520|issue:46170", "issue:44855|issue:45083", + "issue:45520|issue:46170", "issue:43278|issue:43825", "issue:43335|issue:45083", "issue:43335|issue:45593", - "issue:43335|issue:44112" + "issue:43335|issue:44112", + "issue:29127|issue:32090", + "issue:43720|issue:44112" ], - "prepared_review_unit_hash": "2ebe1382a928e5f2c31bdf76782b380bd599ddf7a24188347fbd57a718d46ac3", + "prepared_review_unit_hash": "af3b1143bdf70c1b07d833312b2b3ceec931eec054f60e4af4d7db586d4f193c", "component_budget": { - "node_count": 502, - "item_count": 502, - "soft_pair_count": 1845, - "serialized_chars": 957282, - "estimated_input_tokens": 239321, - "estimated_eval_tokens": 478898 + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1849, + "serialized_chars": 959374, + "estimated_input_tokens": 239844, + "estimated_eval_tokens": 479944 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 37417, - "estimated_input_tokens": 9355, - "estimated_eval_tokens": 18966 + "serialized_chars": 37444, + "estimated_input_tokens": 9361, + "estimated_eval_tokens": 18978 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Highly heterogeneous cluster with no convincing duplicate core; all soft-pair candidates look like false positives across distinct bugs, models, and compatibility issues.", - "confidence": 0.96, - "canonical_issue_reason": "No strong canonical issue: the items span unrelated failures in different subsystems, so any single representative would be arbitrary.", + "summary": "This cluster is not a true duplicate set: it mixes unrelated bugs across models, cache behavior, import/version issues, docs, and CI failures. No soft edge looks like the same underlying change or bug.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No issue stands out as a reliable duplicate anchor for the cluster; the closest matches are still clearly separate problems.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44479", - "right": "issue:46192", - "accept": false, - "reason": "Different bugs: video-input regression vs text_kwargs/return_tensors handling." - }, - { - "left": "issue:43819", - "right": "issue:44112", - "accept": false, - "reason": "Different code paths: DAC latent mismatch vs GraniteSpeech CI device-override test." - }, { "left": "issue:45200", "right": "issue:45325", "accept": false, - "reason": "Different models and failures: Gemma 4 token IDs vs Qwen2.5-VL rope indexing." + "reason": "Different multimodal bugs in different models: Gemma 4 mm_token_type_ids vs Qwen2.5-VL rope indexing." }, { "left": "issue:41720", "right": "issue:46209", "accept": false, - "reason": "Different issues: Qwen3 auto device mapping crash vs FP8 inference on B200." + "reason": "Both are CUDA/GPU-related, but one is a Qwen3 auto device mapping assert and the other is FP8 inference on B200; not the same bug." }, { "left": "issue:43335", "right": "issue:43550", "accept": false, - "reason": "Different subsystems: SwitchTransformers config bug vs Bamba torch.compile/SDPA failure." + "reason": "Unrelated code paths: SwitchTransformers config construction vs Bamba torch.compile + SDPA failure." }, { "left": "issue:43827", "right": "issue:43901", "accept": false, - "reason": "Both docs-related, but they cover different API changes and different pages." + "reason": "Both are docs-related, but they cover different pipeline APIs and different behavioral mismatches." }, { "left": "issue:44561", "right": "issue:46234", "accept": false, - "reason": "Different missing symbols/helpers with different root causes." + "reason": "Different missing utility functions in different compatibility areas; not the same import failure." }, { "left": "issue:43819", "right": "issue:45083", "accept": false, - "reason": "Different model logic: DAC latent reconstruction vs qwen3_omni_moe length calculation." + "reason": "Different subsystems: DAC latent decoding vs qwen3_omni_moe feature-length helper behavior." }, { "left": "issue:43388", "right": "issue:43526", "accept": false, - "reason": "Both label-related, but one is metric gathering and the other is image processor label reduction." + "reason": "Different bugs in different image/metric utilities; no shared failing code path." }, { "left": "issue:44610", "right": "issue:44857", "accept": false, - "reason": "Different failures: input sizing bug vs mixed-precision loss crash." + "reason": "Both are detection-related, but one is input-size preprocessing and the other is AMP loss instability." }, { "left": "issue:44857", "right": "issue:45593", "accept": false, - "reason": "Different model/loss behavior; no shared underlying bug." + "reason": "Different detection-model issues: float16 CUDA crash vs auxiliary losses missing when denoising is off." }, { "left": "issue:45759", "right": "issue:46285", "accept": false, - "reason": "Different composite-model structure issues affecting different classes." + "reason": "Different problems in different model families: unwrapping composite config vs CLIP structure inconsistency." }, { "left": "issue:43606", "right": "issue:45083", "accept": false, - "reason": "Different problems: CPU offload device mismatch vs feature-length computation." + "reason": "Unrelated bugs: CPU offload device mismatch vs qwen3_omni_moe feature-length helper." }, { - "left": "issue:46512", - "right": "issue:46821", + "left": "issue:46424", + "right": "issue:46858", "accept": false, - "reason": "Different config/attribute bugs with unrelated symptoms." + "reason": "Both involve cache internals, but they affect different methods and different failure modes." }, { - "left": "issue:46424", - "right": "issue:46858", + "left": "issue:46512", + "right": "issue:46821", "accept": false, - "reason": "Both cache-related, but distinct bugs in different cache pathways." + "reason": "Different issues: stale config dtype after from_config vs TimesFM window_size AttributeError." }, { "left": "issue:44206", "right": "issue:45584", "accept": false, - "reason": "Different audio pipeline regressions with different triggers." + "reason": "Different audio/model bugs: unsupported center arg in LasrFeatureExtractor vs Whisper empty transcription after token alignment." }, { - "left": "issue:38175", - "right": "issue:45412", + "left": "issue:43335", + "right": "issue:43653", "accept": false, - "reason": "Unrelated: zero probabilities vs memory not being released." + "reason": "Different components entirely: SwitchTransformers config bug vs BigBirdTokenizer special-token registration." }, { - "left": "issue:43335", - "right": "issue:43653", + "left": "issue:38175", + "right": "issue:45412", "accept": false, - "reason": "Different components: model config creation vs tokenizer special-token registration." + "reason": "Different models and symptoms: zero probabilities in SigLIP2 vs RT-DETR memory not released." }, { "left": "issue:29942", "right": "issue:32090", "accept": false, - "reason": "Different failures: Flash Attention test regression vs trainer broadcast TypeError." + "reason": "Different training/runtime failures: Flash Attention 2 tests vs Trainer _gpu_broadcast_one NoneType error." }, { "left": "issue:28282", "right": "issue:33357", "accept": false, - "reason": "Different environment errors: missing PyTorch vs MacOS bus error in CLIP model." + "reason": "Different environments and failure types: PyTorch ImportError vs MacOS bus error with a CLIP model." }, { "left": "issue:43550", "right": "issue:44112", "accept": false, - "reason": "Different issues: Bamba compile/SDPA vs GraniteSpeech CI test flakiness." + "reason": "Different failing paths: Bamba torch.compile/SDPA vs GraniteSpeech stale device override CI test." }, { "left": "issue:37428", "right": "issue:43425", "accept": false, - "reason": "Related to Torch compatibility, but not the same concrete breakage." + "reason": "Both mention version/import compatibility, but one is a specific missing symbol and the other is broad Torch 2.10 incompatibility." }, { "left": "issue:43611", "right": "issue:44466", "accept": false, - "reason": "Different v5 regressions: base_model_prefix loading vs lm_head serialization." + "reason": "Loading regression vs serialization inconsistency; not the same underlying code path." }, { "left": "issue:43335", "right": "issue:43504", "accept": false, - "reason": "Different bugs in different model classes." + "reason": "Different bugs in unrelated model classes: SwitchTransformers config vs Beit legacy-field loading." }, { "left": "issue:44448", "right": "issue:44743", "accept": false, - "reason": "Different model behaviors: Pegasus output drift vs Qwen recurrent-state reset." + "reason": "Different model behaviors: Pegasus output change across versions vs Qwen3.5 recurrent-state reset." }, { - "left": "issue:45520", - "right": "issue:46170", + "left": "issue:44855", + "right": "issue:45083", "accept": false, - "reason": "Different dependency/import problems on different platforms." + "reason": "Python 3.13 import parse error in DebertaV2 vs qwen3_omni_moe helper logic; unrelated." }, { - "left": "issue:44855", - "right": "issue:45083", + "left": "issue:45520", + "right": "issue:46170", "accept": false, - "reason": "Different failures: Python parsing/JIT issue vs qwen3_omni_moe length logic." + "reason": "Different platform/import issues: flash_attn key lookup on Python 3.13 vs Windows AMD ROCm torch.distributed dependency." }, { "left": "issue:43278", "right": "issue:43825", "accept": false, - "reason": "Different issues: dtype mismatch during eval vs misleading pipeline error message." + "reason": "Different regression types: dtype stale in config vs pipeline error-message text for removed translation tasks." }, { "left": "issue:43335", "right": "issue:45083", "accept": false, - "reason": "Different model/config bugs with no shared code-path." + "reason": "Unrelated model/config bug vs qwen3_omni_moe helper function behavior." }, { "left": "issue:43335", "right": "issue:45593", "accept": false, - "reason": "Different model-specific regressions." + "reason": "Different model families and symptoms; no shared implementation bug." }, { "left": "issue:43335", "right": "issue:44112", "accept": false, - "reason": "Different subsystems; no shared underlying bug." + "reason": "SwitchTransformers config bug and GraniteSpeech CI failure are unrelated." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "Different error-handling bugs in different subsystems: LayoutLMv3 box info vs Trainer broadcast of NoneType." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "BitNet accelerate-loading bug and GraniteSpeech stale device override test are unrelated." } ] }, @@ -9595,14 +9517,14 @@ "review_unit_count": 60, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-502", + "cluster_id": "cluster-10000-503", "nodes": [ "issue:26413", + "issue:27957", "issue:28218", - "issue:29127", "issue:29942", "issue:31501", "issue:32090", @@ -9610,6 +9532,7 @@ "issue:34689", "issue:35141", "issue:37428", + "issue:38175", "issue:39692", "issue:42490", "issue:43526", @@ -9617,10 +9540,8 @@ "issue:43575", "issue:43606", "issue:43701", - "issue:43720", "issue:43819", "issue:43854", - "issue:44112", "issue:44206", "issue:44351", "issue:44360", @@ -9650,26 +9571,24 @@ "issue:46697" ], "soft_pairs": [ - "issue:29127|issue:32090", "issue:44514|issue:44521", - "issue:43720|issue:44112", "issue:45290|issue:46326", "issue:45588|issue:45859", - "issue:37428|issue:44351", "issue:42490|issue:43854", + "issue:37428|issue:44351", "issue:34689|issue:35141", "issue:45127|issue:45245", - "issue:43819|issue:44493", "issue:39692|issue:43526", + "issue:43819|issue:44493", "issue:46431|issue:46566", "issue:44448|issue:44779", - "issue:45310|issue:45478", "issue:43606|issue:44857", "issue:26413|issue:31501", + "issue:45310|issue:45478", "issue:28218|issue:32090", "issue:45459|issue:46234", - "issue:39692|issue:44493", "issue:43701|issue:45083", + "issue:39692|issue:44493", "issue:44617|issue:46697", "issue:44206|issue:45823", "issue:32090|issue:33357", @@ -9677,213 +9596,215 @@ "issue:44857|issue:45072", "issue:43550|issue:45083", "issue:44360|issue:44561", - "issue:29942|issue:35141" + "issue:29942|issue:35141", + "issue:27957|issue:34689", + "issue:38175|issue:44493" ], - "prepared_review_unit_hash": "a9e3f60de2fd86bc36bdc6d3de1c6f0d5ffb4af23b31d3bb09e9b673beb31faa", + "prepared_review_unit_hash": "26b9bcc993ee50944a73ce4c0f506e419303a6eb4c91f397507cc0656bff12c5", "component_budget": { - "node_count": 502, - "item_count": 502, - "soft_pair_count": 1845, - "serialized_chars": 957282, - "estimated_input_tokens": 239321, - "estimated_eval_tokens": 478898 + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1849, + "serialized_chars": 959374, + "estimated_input_tokens": 239844, + "estimated_eval_tokens": 479944 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 36087, - "estimated_input_tokens": 9022, - "estimated_eval_tokens": 18300 + "serialized_chars": 35421, + "estimated_input_tokens": 8856, + "estimated_eval_tokens": 17968 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated similarity hits; the only clear duplicate is the Qwen3.5 MoE `from_pretrained` regression between issue:45310 and issue:45478.", - "confidence": 0.96, - "canonical_issue_reason": "issue:45310 is the earlier duplicate with the same Qwen3.5 MoE `from_pretrained` error title and regression.", + "summary": "This cluster is mostly a set of near-matches across unrelated bugs. The only clear duplicate is the pair of identical Qwen3.5 Moe from_pretrained regression reports; the rest are same-subsystem but distinct issues and should stay separate.", + "confidence": 0.97, + "canonical_issue_reason": "issue:45310 is the better canonical issue: it is the older report and has the same exact title as issue:45478, indicating the same underlying Qwen3.5 Moe from_pretrained regression.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45310 is the strongest issue representative because it is the earlier report of the same Qwen3.5 MoE `from_pretrained` failure.", + "best_issue_reason": "issue:45310 is the strongest overall issue representative because it is the exact duplicate target for the only clear duplicate pair and is slightly more established/complete than the later clone.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:29127", - "right": "issue:32090", - "accept": false, - "reason": "Different bugs: LayoutLMv3 box-validation messaging vs Trainer `_gpu_broadcast_one` on `NoneType`." - }, { "left": "issue:44514", "right": "issue:44521", "accept": false, - "reason": "Both involve chat templates, but one is a batching/padding crash and the other is incorrect multimodal assistant masks." - }, - { - "left": "issue:43720", - "right": "issue:44112", - "accept": false, - "reason": "Different CI failures in different model paths; no shared concrete bug." + "reason": "Both involve apply_chat_template, but one is a batched padding=False crash and the other is all-zero assistant masks for multimodal inputs; different bugs." }, { "left": "issue:45290", "right": "issue:46326", "accept": false, - "reason": "Both are chat-template related, but one is tool-call handling and the other is `continue_final_message` on mistral_common tokenizers." + "reason": "Different failure modes: assistant tool-call/no-content crash vs mistral_common continue_final_message behavior." }, { "left": "issue:45588", "right": "issue:45859", "accept": false, - "reason": "Related flash-attention/offload area, but they hit different code paths and symptoms." + "reason": "Flash-attention sinkless-model AttributeError vs CPU-offload incompatibility in Qwen3_5MoeTextRotaryEmbedding; not the same bug." }, { - "left": "issue:37428", - "right": "issue:44351", + "left": "issue:42490", + "right": "issue:43854", "accept": false, - "reason": "Separate import failures for different missing symbols/modules." + "reason": "Local-path trailing-slash warning/import issue vs a separate model-loading test failure." }, { - "left": "issue:42490", - "right": "issue:43854", + "left": "issue:37428", + "right": "issue:44351", "accept": false, - "reason": "One is a local-path import warning; the other is a model-loading regression for a specific GLM model." + "reason": "Missing _flash_supports_window_size import and missing HybridCache are different import regressions." }, { "left": "issue:34689", "right": "issue:35141", "accept": false, - "reason": "Different model-loading/weight-initialization bugs with different triggers." + "reason": "Model loading for Llama 3.2 Vision Instruct is unrelated to token embedding reinitialization after resize." }, { "left": "issue:45127", "right": "issue:45245", "accept": false, - "reason": "LoRA vocabulary merge collapse is unrelated to the categories-exceed-limit runtime error." + "reason": "LoRA merge collapse with tied embeddings is unrelated to the 2^24 categories runtime error." }, { - "left": "issue:43819", - "right": "issue:44493", + "left": "issue:39692", + "right": "issue:43526", "accept": false, - "reason": "One is DAC latent/STE mismatch; the other is a position-id key warning across models." + "reason": "SigLIP2 docs/model mismatch is unrelated to BeitImageProcessorFast reduce_labels returning only one label." }, { - "left": "issue:39692", - "right": "issue:43526", + "left": "issue:43819", + "right": "issue:44493", "accept": false, - "reason": "SigLIP2 docs problems are unrelated to BeitImageProcessorFast label reduction." + "reason": "DAC.from_latents vs forward mismatch is a different problem from unexpected position-id keys in many models." }, { "left": "issue:46431", "right": "issue:46566", "accept": false, - "reason": "Different issues: missing chat template vs weights stuck on meta with `device_map=\"auto\"`." + "reason": "Missing chat template on a processor is unrelated to DiffusionGemma staying on meta with device_map=auto." }, { "left": "issue:44448", "right": "issue:44779", "accept": false, - "reason": "Different regressions in different tokenizer/model outputs; not the same bug." - }, - { - "left": "issue:45310", - "right": "issue:45478", - "accept": true, - "reason": "Same Qwen3.5 MoE `from_pretrained` error, same underlying regression." + "reason": "Both are version regressions, but one is Pegasus output drift and the other is DeepSeek tokenizer corruption; different code paths." }, { "left": "issue:43606", "right": "issue:44857", "accept": false, - "reason": "Different device-mismatch vs AMP/CUDA loss crash scenarios." + "reason": "CPU offload device mismatch for bark-small is unrelated to LwDetrImageLoss AMP CUDA crashes." }, { "left": "issue:26413", "right": "issue:31501", "accept": false, - "reason": "Checkpoint-resume epoch iterator failure is unrelated to FineWeb training startup issues." + "reason": "resume_from_checkpoint epoch_iterator failure and FineWeb training not starting are not the same underlying bug." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Exact duplicate reports with the same title and same Qwen3.5 Moe from_pretrained regression." }, { "left": "issue:28218", "right": "issue:32090", "accept": false, - "reason": "Tokenizer-added-space bug is unrelated to the Trainer `_gpu_broadcast_one` error." + "reason": "Tokenizer added-space behavior is unrelated to Trainer _gpu_broadcast_one NoneType errors." }, { "left": "issue:45459", "right": "issue:46234", "accept": false, - "reason": "Tokenizer protobuf error masking is unrelated to a missing import utility helper." + "reason": "Tokenizer protobuf error handling is unrelated to the missing is_falcon_mamba_ssm_available utility." }, { - "left": "issue:39692", - "right": "issue:44493", + "left": "issue:43701", + "right": "issue:45083", "accept": false, - "reason": "Documentation/example errors are unrelated to generic position-id warning reports." + "reason": "resume_from_checkpoint key mismatch and qwen3_omni_moe feat-length helper behavior are different bugs." }, { - "left": "issue:43701", - "right": "issue:45083", + "left": "issue:39692", + "right": "issue:44493", "accept": false, - "reason": "Checkpoint key mismatch is unrelated to qwen3_omni_moe feature-length helper behavior." + "reason": "SigLIP2 docs issues are unrelated to position-id key warnings across models." }, { "left": "issue:44617", "right": "issue:46697", "accept": false, - "reason": "Sam3Video OOM and Swin2SR over-padding are different resource/shape issues." + "reason": "CUDA OOM in Sam3Video is unrelated to Swin2SR over-padding." }, { "left": "issue:44206", "right": "issue:45823", "accept": false, - "reason": "LaserFeatureExtractor center-arg regression is unrelated to Gemma4 PLE device mismatch." + "reason": "Unsupported center arg in LasrFeatureExtractor and Gemma4 PLE device mismatch are different regressions." }, { "left": "issue:32090", "right": "issue:33357", "accept": false, - "reason": "Trainer broadcast of `NoneType` is unrelated to MacOS bus errors in CLIP loading." + "reason": "NoneType broadcast error in Trainer is unrelated to the MacOS CLIP bus error." }, { "left": "issue:42490", "right": "issue:43575", "accept": false, - "reason": "Path-trailing-slash warning is unrelated to Qwen2-57B-A14B-Instruct tensor-parallel OOM." + "reason": "Local model path warning and Qwen2-57B-A14B-Instruct tensor-parallel OOM are not the same issue." }, { "left": "issue:44857", "right": "issue:45072", "accept": false, - "reason": "AMP CUDA loss crash and bfloat16 dtype mismatches are different failures." + "reason": "Both are dtype-related crashes, but they affect different models and code paths." }, { "left": "issue:43550", "right": "issue:45083", "accept": false, - "reason": "torch.compile SDPA failure is unrelated to the qwen3_omni_moe helper function bug." + "reason": "Bamba torch.compile/SDPA failure is unrelated to qwen3_omni_moe output-length helper behavior." }, { "left": "issue:44360", "right": "issue:44561", "accept": false, - "reason": "DSA ReLU discussion is unrelated to removal of `is_torch_fx_available` breaking remote-code models." + "reason": "DSA indexer ReLU discussion is unrelated to the v5 removal of is_torch_fx_available breaking remote-code models." }, { "left": "issue:29942", "right": "issue:35141", "accept": false, - "reason": "Flash Attention 2 test failures are unrelated to embedding reinitialization after resizing tokens." + "reason": "Flash Attention 2 test failures are unrelated to embedding reinitialization after resizing vocab." + }, + { + "left": "issue:27957", + "right": "issue:34689", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 support and Llama 3.2 Vision model loading are different problems." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 is not the same as unexpected position-id keys." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The cluster call is mostly conservative, and the single accepted duplicate pair is plausible. However, the canonical-issue rationale overstates the packet: `issue:45310` is clearly earlier, but the packet does not support calling it the \u201cfuller\u201d report or saying it has \u201cricher discussion context\u201d (its body is only slightly longer, while `issue:45478` has more discussion activity). Please tone that down to an evidence-grounded statement like \u201cearlier duplicate with the same title.\u201d" + "accept": true, + "feedback": "The assessment is grounded in the packet and stays conservative. The duplicate call on issue:45310/issue:45478 is well supported by the identical title and high similarity, and the other soft-edge rejections do not overclaim duplication or mergeability beyond what the issue titles/bodies suggest." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -9896,38 +9817,37 @@ "review_unit_count": 60, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-502", + "cluster_id": "cluster-10000-503", "nodes": [ "issue:10000", "issue:15354", "issue:25251", - "issue:27957", "issue:29127", "issue:29870", "issue:32090", "issue:33290", "issue:33357", "issue:34567", - "issue:34689", "issue:37428", - "issue:38175", "issue:39692", "issue:40444", + "issue:41720", "issue:42175", "issue:42490", "issue:43278", "issue:43329", "issue:43381", "issue:43526", + "issue:43575", + "issue:43701", "issue:43873", "issue:43927", "issue:43976", "issue:44448", "issue:44466", - "issue:44493", "issue:44561", "issue:44568", "issue:44779", @@ -9940,6 +9860,7 @@ "issue:45381", "issue:45440", "issue:45491", + "issue:45563", "issue:45588", "issue:45698", "issue:45823", @@ -9951,8 +9872,6 @@ "issue:46858" ], "soft_pairs": [ - "issue:27957|issue:34689", - "issue:38175|issue:44493", "issue:43278|issue:43329", "issue:29870|issue:32090", "issue:45920|issue:46192", @@ -9967,229 +9886,245 @@ "issue:29870|issue:33290", "issue:45290|issue:46655", "issue:44857|issue:45588", - "issue:37428|issue:42175", "issue:32090|issue:33290", + "issue:37428|issue:42175", "issue:46421|issue:46858", "issue:44561|issue:44779", "issue:43873|issue:45229", "issue:42490|issue:43873", - "issue:44448|issue:44466", "issue:43976|issue:45440", "issue:25251|issue:32090", + "issue:44448|issue:44466", "issue:44568|issue:45491", "issue:44871|issue:44977", "issue:29127|issue:34567", "issue:45588|issue:45823", - "issue:33357|issue:39692" + "issue:43381|issue:43701", + "issue:33357|issue:39692", + "issue:41720|issue:45229", + "issue:43278|issue:43575", + "issue:44977|issue:45563" ], - "prepared_review_unit_hash": "ebb759ba4cd92030116528bcaefde5546a01474e36c0a9d84da56d16dc0c772a", + "prepared_review_unit_hash": "e49cdaea0c32793b406001e1820b635d866f673b26bfb2a149fd1b56daac5308", "component_budget": { - "node_count": 502, - "item_count": 502, - "soft_pair_count": 1845, - "serialized_chars": 957282, - "estimated_input_tokens": 239321, - "estimated_eval_tokens": 478898 + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1849, + "serialized_chars": 959374, + "estimated_input_tokens": 239844, + "estimated_eval_tokens": 479944 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 37129, - "estimated_input_tokens": 9283, - "estimated_eval_tokens": 18822 + "soft_pair_count": 32, + "serialized_chars": 37714, + "estimated_input_tokens": 9429, + "estimated_eval_tokens": 19114 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is not a duplicate set; the items are a grab-bag of unrelated bugs/regressions across tokenization, generation, cache handling, multimodal processing, training, and loading. The soft pairs share only broad wording, not the same underlying code-path failure.", - "confidence": 0.98, - "canonical_issue_reason": "None of the issues cleanly represents a shared underlying defect; the cluster is heterogeneous and the pairwise similarities are superficial.", - "canonical_pr_reason": "No pull requests are present in this cluster.", - "best_issue_reason": "No issue is suitable as a canonical representative because the items span many independent bug classes and subsystems.", - "best_pr_reason": "No PRs are present, so there is no canonical PR candidate.", + "summary": "This cluster is highly heterogeneous; the soft-similarity pairs do not describe the same underlying bug/change, so all soft edges are rejected. There are no PRs in the cluster.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue fits this cluster because the items span unrelated failures across tokenization, generation, training, cache, multimodal, and documentation areas.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45920 is the broadest, most self-contained regression report in the set, with multiple affected models and a clear tokenizer-focused failure mode, so it is the best representative if one must be selected.", + "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:27957", - "right": "issue:34689", - "accept": false, - "reason": "Different problems: FlashAttention/model-loading regression for XLM-R vs a ViT export/loading issue." - }, - { - "left": "issue:38175", - "right": "issue:44493", - "accept": false, - "reason": "SigLIP2 zero probabilities is unrelated to position-id key warnings during model loading." - }, { "left": "issue:43278", "right": "issue:43329", "accept": false, - "reason": "Training/eval dtype drift is unrelated to the multimodal token-counting video-branch undefined-variable bug." + "reason": "Different bugs: dtype drift during eval vs undefined multimodal-token helpers in video parsing." }, { "left": "issue:29870", "right": "issue:32090", "accept": false, - "reason": "BART generate() decoder_attention_mask bug is unrelated to the Trainer _gpu_broadcast_one NoneType failure." + "reason": "Different code paths: BART generate() mask initialization vs Trainer GPU broadcast of None values." }, { "left": "issue:45920", "right": "issue:46192", "accept": false, - "reason": "Both involve tokenizers, but one is wrong token IDs while the other silently ignores return_tensors; different defects." + "reason": "Both are tokenizer-related, but one is wrong token IDs across models and the other is return_tensors being ignored when text kwargs are passed." }, { "left": "issue:44448", "right": "issue:44977", "accept": false, - "reason": "Pegasus v4/v5 output mismatch and Qwen flash-attention generation failure are unrelated code paths." + "reason": "Different failures: Pegasus v4/v5 output divergence vs Qwen3.5 flash-attention generation crash." }, { "left": "issue:45290", "right": "issue:45381", "accept": false, - "reason": "Chat-template tool-call crash is unrelated to Qwen2.5-VL video vision_position_ids logic." + "reason": "Different surfaces: chat template tool-call crash vs Qwen2.5-VL video position-id bug." }, { "left": "issue:10000", "right": "issue:15354", "accept": false, - "reason": "German DistilBert issue and GeneratorExp/TorchScript export issue are unrelated." + "reason": "Unrelated issues: DistilBertModel error vs torch.jit.generator-expression export limitation." }, { "left": "issue:44855", "right": "issue:46399", "accept": false, - "reason": "Different causes: DebertaV2 Python 3.13 import/parsing problem vs Qwen3.5 rotary-pos-emb registration error." + "reason": "Both touch import/decorator parsing, but they are different models and distinct failures with no shared code-path." }, { "left": "issue:43927", "right": "issue:45698", "accept": false, - "reason": "Config token-ID loss after save/load is not the same as loading the wrong custom module from from_pretrained()." + "reason": "Both involve save/load behavior, but one loses custom token IDs and the other loads the wrong custom module after save_pretrained." }, { "left": "issue:44977", "right": "issue:45229", "accept": false, - "reason": "Flash-attention generation failure and multi-GPU CUDA OOM are unrelated." + "reason": "Different problems: flash-attention generation bug vs multi-GPU OOM." }, { "left": "issue:40444", "right": "issue:43526", "accept": false, - "reason": "Qwen2.5-VL iterable-dataset multi-image finetuning and BeitImageProcessorFast label reduction are different bugs." + "reason": "Different subsystems: multimodal finetuning with iterable datasets vs BeitImageProcessorFast label reduction." }, { "left": "issue:43278", "right": "issue:43381", "accept": false, - "reason": "Eval-mode dtype change and gradient-checkpointing-in-eval are separate behaviors with different failure modes." + "reason": "Different issues: eval dtype mismatch vs gradient checkpointing being disallowed in eval mode." }, { "left": "issue:29870", "right": "issue:33290", "accept": false, - "reason": "Generate-time unbound variable bug is unrelated to Adafactor+DeepSpeed OOM." + "reason": "Different bugs: generation-time UnboundLocalError vs memory blow-up with Adafactor in DeepSpeed." }, { "left": "issue:45290", "right": "issue:46655", "accept": false, - "reason": "Chat template tool-call crash is unrelated to SmolVLM video padding calculation." + "reason": "Different failures in different components: chat template tool-call handling vs video processor padding calculation." }, { "left": "issue:44857", "right": "issue:45588", "accept": false, - "reason": "AMP float16 loss crash and flash_attention s_aux=None crash are different runtime paths." + "reason": "Different code paths: AMP loss crash vs flash_attention integration crash on sink-less models." }, { - "left": "issue:37428", - "right": "issue:42175", + "left": "issue:32090", + "right": "issue:33290", "accept": false, - "reason": "Flash-attention import symbol removal and missing TensorFlow in torch install extra are unrelated packaging issues." + "reason": "Different trainer/deepspeed failures: NoneType broadcast vs optimizer OOM." }, { - "left": "issue:32090", - "right": "issue:33290", + "left": "issue:37428", + "right": "issue:42175", "accept": false, - "reason": "Trainer broadcast NoneType and Adafactor/deepspeed OOM are different training failures." + "reason": "Unrelated: flash-attention import error vs missing TensorFlow in a torch-only install." }, { "left": "issue:46421", "right": "issue:46858", "accept": false, - "reason": "Both touch cache/prefill, but lazy cache init recompilation and device-tensor seq_length arithmetic are distinct bugs." + "reason": "Both concern cache behavior, but one is recompilation from lazy init and the other is device-tensor seq_length breaking slice arithmetic." }, { "left": "issue:44561", "right": "issue:44779", "accept": false, - "reason": "trust_remote_code breakage from removing is_torch_fx_available is unrelated to DeepSeek tokenizer regression." + "reason": "Different regressions: trust_remote_code breakage from removed API vs incorrect tokenizer output for DeepSeek models." }, { "left": "issue:43873", "right": "issue:45229", "accept": false, - "reason": "Quantization/offloading behavior and Gemma4 multi-GPU OOM are not the same defect." + "reason": "Different problems: quantization/offloading behavior vs multi-GPU OOM." }, { "left": "issue:42490", "right": "issue:43873", "accept": false, - "reason": "Import warning for trailing-slash local paths is unrelated to quantization offloading." - }, - { - "left": "issue:44448", - "right": "issue:44466", - "accept": false, - "reason": "Both are v5 regressions, but one is generation output drift and the other is lm_head serialization; different code paths." + "reason": "Different issues: trailing-slash import warning vs offloading not working with quantization." }, { "left": "issue:43976", "right": "issue:45440", "accept": false, - "reason": "Python-version compatibility break and DeepSeekV3 implementation divergence are unrelated." + "reason": "Different failures: Python-version compatibility issue vs divergence from remote DeepSeekV3 implementation." }, { "left": "issue:25251", "right": "issue:32090", "accept": false, - "reason": "Pipeline top_k output shape change is unrelated to Trainer GPU broadcast NoneType." + "reason": "Different areas: pipeline top_k nesting change vs Trainer GPU broadcast TypeError." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Different bugs: model output changes across versions vs serialization of lm_head.weight varying by device." }, { "left": "issue:44568", "right": "issue:45491", "accept": false, - "reason": "Tokenizer BOS/EOS behavior and Gemma3 NaN embeddings from sliding-window attention are different bugs." + "reason": "Different tokenizer/model issues: missing BOS/EOS injection vs NaN embeddings from sliding-window attention." }, { "left": "issue:44871", "right": "issue:44977", "accept": false, - "reason": "Gemma eos_token_id mismatch is unrelated to Qwen flash-attention generation failure." + "reason": "Different failures: eos_token_id config mismatch vs flash-attention generation bug." }, { "left": "issue:29127", "right": "issue:34567", "accept": false, - "reason": "LayoutLMv3 box-validation error messaging and Trainer num_input_tokens_seen not updating are unrelated." + "reason": "Different trainer/layout problems: error-message clarity vs num_input_tokens_seen not updating." }, { "left": "issue:45588", "right": "issue:45823", "accept": false, - "reason": "Flash-attention sinkless-model crash and Gemma4 PLE device mismatch are different code-path failures." + "reason": "Different code paths: flash-attention crash on s_aux=None vs PLE device mismatch under device_map=auto." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Different issues: eval-mode gradient-checkpointing restriction vs resume_from_checkpoint key mismatch." }, { "left": "issue:33357", "right": "issue:39692", "accept": false, - "reason": "CLIP MacOS bus error and SigLIP2 documentation example errors are unrelated." + "reason": "Different problems: MacOS bus error with a CLIP model vs documentation example errors." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Different failures: cudaErrorAssert from auto device mapping vs CUDA OOM." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "Unrelated: BF16-to-FP32 eval dtype change vs tensor-parallel OOM on a large Qwen model." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Different issues: flash-attention generation failure vs stale warning for num_return_sequences." } ] }, @@ -10208,10 +10143,10 @@ "review_unit_count": 60, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-502", + "cluster_id": "cluster-10000-503", "nodes": [ "issue:29127", "issue:29870", @@ -10220,13 +10155,11 @@ "issue:33357", "issue:34689", "issue:35141", - "issue:41720", "issue:42490", "issue:42915", "issue:42994", "issue:43065", "issue:43066", - "issue:43278", "issue:43381", "issue:43412", "issue:43421", @@ -10240,13 +10173,13 @@ "issue:44206", "issue:44265", "issue:44361", + "issue:44387", "issue:44442", "issue:44462", "issue:44479", "issue:44743", - "issue:44977", + "issue:45072", "issue:45198", - "issue:45229", "issue:45245", "issue:45372", "issue:45406", @@ -10260,13 +10193,11 @@ "issue:45712", "issue:45803", "issue:46121", - "issue:46693" + "issue:46369", + "issue:46693", + "issue:46701" ], "soft_pairs": [ - "issue:43381|issue:43701", - "issue:41720|issue:45229", - "issue:43278|issue:43575", - "issue:44977|issue:45563", "issue:45198|issue:45803", "issue:44186|issue:45198", "issue:44361|issue:45198", @@ -10275,247 +10206,258 @@ "issue:29870|issue:34689", "issue:43756|issue:45440", "issue:45372|issue:45588", - "issue:42915|issue:42994", "issue:29942|issue:30064", "issue:44206|issue:44479", + "issue:42915|issue:42994", "issue:43653|issue:44442", - "issue:44265|issue:45198", "issue:45459|issue:45712", "issue:45491|issue:46693", - "issue:43065|issue:43994", + "issue:44265|issue:45198", "issue:43412|issue:45588", + "issue:43065|issue:43994", "issue:45372|issue:45406", "issue:29127|issue:33357", - "issue:43065|issue:45412", "issue:45245|issue:45563", + "issue:43065|issue:45412", "issue:43575|issue:43701", "issue:45440|issue:45593", "issue:42490|issue:43381", "issue:29127|issue:35141", "issue:45372|issue:45459", + "issue:43421|issue:45491", "issue:43066|issue:44462", - "issue:43421|issue:45491" + "issue:45406|issue:46701", + "issue:43994|issue:45412", + "issue:43575|issue:44387", + "issue:45412|issue:46369", + "issue:44442|issue:45072" ], - "prepared_review_unit_hash": "f110dc5389e1e3a8eeb40fabbb96281f83877a56443c4422c6f2d6381343e9bc", + "prepared_review_unit_hash": "abc754a1ab3d88365ee151d6b10f2cff231c2bd2dd611440dd7799898eea1779", "component_budget": { - "node_count": 502, - "item_count": 502, - "soft_pair_count": 1845, - "serialized_chars": 957282, - "estimated_input_tokens": 239321, - "estimated_eval_tokens": 478898 + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1849, + "serialized_chars": 959374, + "estimated_input_tokens": 239844, + "estimated_eval_tokens": 479944 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37354, - "estimated_input_tokens": 9339, - "estimated_eval_tokens": 18934 + "soft_pair_count": 33, + "serialized_chars": 37712, + "estimated_input_tokens": 9428, + "estimated_eval_tokens": 19112 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft pair looks like the same underlying bug/change; the overlaps are mostly broad subsystem or model-family similarity rather than a shared code-path failure. I would keep the issues separate.", - "confidence": 0.95, - "canonical_issue_reason": "issue:45491 is the most concrete, reproducible bug report in the set: it names the model, the GPU/attention conditions, and the observed NaN embedding failure clearly.", + "summary": "The set is a loose mix of unrelated Transformers issues across tokenizers, model loading, generation, quantization, memory, and exporter regressions. None of the soft-similarity pairs look like the same underlying bug/change, so I would not merge any of them as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:45491 is the strongest standalone issue to anchor triage because it has a precise symptom, environment trigger, and likely actionable reproduction path.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43381", - "right": "issue:43701", - "accept": false, - "reason": "Different bugs: eval-mode gradient checkpointing limitation vs checkpoint resume key mismatch." - }, - { - "left": "issue:41720", - "right": "issue:45229", - "accept": false, - "reason": "Different failure modes and models: cuda assert on Qwen3 auto device mapping vs CUDA OOM on Gemma4 multi-GPU inference." - }, - { - "left": "issue:43278", - "right": "issue:43575", - "accept": false, - "reason": "Unrelated issues: dtype drift during evaluate vs tensor-parallel load OOM." - }, - { - "left": "issue:44977", - "right": "issue:45563", - "accept": false, - "reason": "Both touch generation, but one is a flash-attention correctness regression and the other is only a stale warning about num_return_sequences." - }, { "left": "issue:45198", "right": "issue:45803", "accept": false, - "reason": "Tokenizer/save failures in Wav2Vec2 are not the same bug as Fuyu's broad bare-except error swallowing." + "reason": "Different failure modes in different components: Wav2Vec2 save/tokenization vs Fuyu tensor conversion swallowing errors." }, { "left": "issue:44186", "right": "issue:45198", "accept": false, - "reason": "Different tokenizer/model paths: LayoutLMv2 NER padding crash vs Wav2Vec2 save_pretrained/tokenization failure." + "reason": "LayoutLMv2 NER/padding crash and Wav2Vec2 save_pretrained/tokenization failure are unrelated tokenizer bugs." }, { "left": "issue:44361", "right": "issue:45198", "accept": false, - "reason": "Different model-specific tokenizer bug versus Wav2Vec2 serialization/tokenization failure." + "reason": "MLuke task AttributeError is a different code path from Wav2Vec2 save/tokenization failure." }, { "left": "issue:43611", "right": "issue:46121", "accept": false, - "reason": "Distinct code paths: base_model_prefix loading regression vs rope-validation list handling TypeError." + "reason": "base_model_prefix loading regression and Rope validation TypeError are separate configuration/loading issues." }, { "left": "issue:43653", "right": "issue:44743", "accept": false, - "reason": "BigBirdTokenizer special-token registration bug is unrelated to Qwen3.5 recurrent-state reset in cache handling." + "reason": "BigBirdTokenizer special-token decode bug and Qwen3_5 recurrent-state reset are unrelated." }, { "left": "issue:29870", "right": "issue:34689", "accept": false, - "reason": "Bart generate() unbound local error and Llama 3.2 Vision model loading breakage are different problems." + "reason": "BART generate() UnboundLocalError and Llama 3.2 Vision model-loading break are different problems." }, { "left": "issue:43756", "right": "issue:45440", "accept": false, - "reason": "Both concern model implementation fidelity, but they target different architectures and different defects." + "reason": "Smollm3 RoPE-layer count bug and DeepSeekV3MoE divergence are different model-implementation mismatches." }, { "left": "issue:45372", "right": "issue:45588", "accept": false, - "reason": "Gemma4 processor import dependency breakage is unrelated to flash_attention.py crashing on sink-less models." - }, - { - "left": "issue:42915", - "right": "issue:42994", - "accept": false, - "reason": "Different quantization topics: FP8 config failure versus quantized model saving failure." + "reason": "Gemma processor import failure and flash_attention None-handling crash do not share the same root cause." }, { "left": "issue:29942", "right": "issue:30064", "accept": false, - "reason": "Flash Attention 2 test failures and void segmentation-map processing are unrelated bugs." + "reason": "Flash Attention 2 test failures and void segmentation-map processing are unrelated." }, { "left": "issue:44206", "right": "issue:44479", "accept": false, - "reason": "Feature extractor center-arg regression and video-input regression affect different components and code paths." + "reason": "LasrFeatureExtractor center-arg crash and video-input regression affect different pipelines and code paths." }, { - "left": "issue:43653", - "right": "issue:44442", + "left": "issue:42915", + "right": "issue:42994", "accept": false, - "reason": "BigBirdTokenizer decode/special-token issue is unrelated to AutoTokenizer loading FastSpeech2ConformerTokenizer." + "reason": "FineGrainedFP8Config failure for Qwen3Moe and quantized-model saving failure are separate quantization bugs." }, { - "left": "issue:44265", - "right": "issue:45198", + "left": "issue:43653", + "right": "issue:44442", "accept": false, - "reason": "torch.export with torch_compilable_check is a different failure mode than Wav2Vec2 tokenization/save_pretrained errors." + "reason": "BigBird tokenizer special-token registration and FastSpeech2ConformerTokenizer loading are different tokenizer issues." }, { "left": "issue:45459", "right": "issue:45712", "accept": false, - "reason": "Hidden tokenizer errors from protobuf handling are unrelated to leftover dummy class cleanup." + "reason": "Protobuf import-error masking and leftover dummy classes/check_repo failure are unrelated maintenance bugs." }, { "left": "issue:45491", "right": "issue:46693", "accept": false, - "reason": "Same general attention area, but one is NaN correctness failure while the other is a performance regression; not the same bug." + "reason": "Gemma3 NaN embeddings and FA2 long-context performance regression are not the same defect." }, { - "left": "issue:43065", - "right": "issue:43994", + "left": "issue:44265", + "right": "issue:45198", "accept": false, - "reason": "A dummy Conv2d placeholder in Sam3PixelDecoder is unrelated to SigLIP2 nonsensical outputs." + "reason": "torch.export.export failure with torch_compilable_check is unrelated to Wav2Vec2 save/tokenization." }, { "left": "issue:43412", "right": "issue:45588", "accept": false, - "reason": "ExecuTorch export/training-guard issues are unrelated to sink-less flash-attention crash." + "reason": "Gemma3n executorch export issues and flash_attention s_aux=None crash are different subsystems." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Dummy Sam3PixelDecoder Conv2d cleanup and SigLIP2 AutoModel/pipeline nonsense outputs are unrelated." }, { "left": "issue:45372", "right": "issue:45406", "accept": false, - "reason": "Both involve Gemma4, but one is a dependency import error during processor loading and the other is a missing _tokenizer attribute in serve." + "reason": "Gemma4 processor import error and Gemma4Processor missing _tokenizer in serve are related to the same model family but not the same concrete bug." }, { "left": "issue:29127", "right": "issue:33357", "accept": false, - "reason": "LayoutLMv3 box-validation messaging and a MacOS CLIP bus error are unrelated." + "reason": "LayoutLMv3 box-info error-message clarity and CLIP bus error on macOS are entirely different issues." }, { - "left": "issue:43065", - "right": "issue:45412", + "left": "issue:45245", + "right": "issue:45563", "accept": false, - "reason": "Sam3PixelDecoder dummy layer cleanup is unrelated to RT-DETR memory not being released." + "reason": "Category-count overflow and stale num_return_sequences warning are unrelated generate/data-shape problems." }, { - "left": "issue:45245", - "right": "issue:45563", + "left": "issue:43065", + "right": "issue:45412", "accept": false, - "reason": "Category-count runtime limit and paged-generate warning are unrelated." + "reason": "Dummy class cleanup and RT-DETR memory leak are not the same code-path problem." }, { "left": "issue:43575", "right": "issue:43701", "accept": false, - "reason": "Tensor-parallel OOM and resume_from_checkpoint key mismatch are different problems." + "reason": "Tensor-parallel OOM on Qwen2-57B and resume_from_checkpoint key mismatch are different bugs." }, { "left": "issue:45440", "right": "issue:45593", "accept": false, - "reason": "DeepSeekV3MoE implementation divergence and D-FINE auxiliary-loss behavior do not share a code path." + "reason": "DeepSeekV3MoE divergence and D-FINE auxiliary-loss behavior are unrelated model bugs." }, { "left": "issue:42490", "right": "issue:43381", "accept": false, - "reason": "Local-path import warning and eval-mode gradient checkpointing limitation are unrelated." + "reason": "Local-path import warning and gradient-checkpointing eval-mode restriction do not share a root cause." }, { "left": "issue:29127", "right": "issue:35141", "accept": false, - "reason": "LayoutLMv3 box error messaging and embedding reinitialization after resize are different issues." + "reason": "LayoutLMv3 error-message clarity and embedding reinitialization on resize are different issues." }, { "left": "issue:45372", "right": "issue:45459", "accept": false, - "reason": "Gemma4 processor import failure and protobuf-related tokenizer error masking are unrelated." + "reason": "Gemma4 processor import failure and protobuf-error masking affect different loading paths." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer post-processor update behavior and Gemma3 NaN embeddings are unrelated." }, { "left": "issue:43066", "right": "issue:44462", "accept": false, - "reason": "Wrong tokenizer decoder type in v5 and ignoring tokenizer.json are both tokenizer-loading topics but not the same bug." + "reason": "Wrong tokenizer decoder type in v5 and AutoTokenizer ignoring tokenizer.json are separate tokenizer-loading regressions." }, { - "left": "issue:43421", - "right": "issue:45491", + "left": "issue:45406", + "right": "issue:46701", + "accept": false, + "reason": "Gemma4 processor serve crash and DiffusionGemma pipeline failure are different failure points." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 wrong outputs and RT-DETR memory leak are unrelated model issues." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Qwen2 tensor-parallel OOM and int4 reserved-memory regression are different memory problems with different triggers." + }, + { + "left": "issue:45412", + "right": "issue:46369", + "accept": false, + "reason": "RT-DETR deletion leak and SAM3 litetext memory overflow are different memory-management bugs." + }, + { + "left": "issue:44442", + "right": "issue:45072", "accept": false, - "reason": "Runtime post-processor update feature request is unrelated to Gemma3 NaN embeddings on GPU." + "reason": "FastSpeech2ConformerTokenizer loading failure and bfloat16 dtype mismatch are unrelated." } ] }, @@ -10534,16 +10476,17 @@ "review_unit_count": 60, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-502", + "cluster_id": "cluster-10000-503", "nodes": [ "issue:27957", "issue:29127", "issue:33290", "issue:34689", "issue:35141", + "issue:42175", "issue:42490", "issue:42915", "issue:43262", @@ -10551,8 +10494,8 @@ "issue:43381", "issue:43526", "issue:43531", - "issue:43575", "issue:43646", + "issue:43720", "issue:43761", "issue:43824", "issue:43873", @@ -10562,7 +10505,6 @@ "issue:44186", "issue:44206", "issue:44279", - "issue:44387", "issue:44442", "issue:44464", "issue:44514", @@ -10570,257 +10512,242 @@ "issue:44811", "issue:44898", "issue:44977", - "issue:45072", + "issue:45003", "issue:45245", "issue:45250", "issue:45381", - "issue:45406", - "issue:45412", + "issue:45440", "issue:45584", "issue:45588", "issue:45834", "issue:45859", "issue:46121", + "issue:46234", "issue:46369", "issue:46399", "issue:46640", "issue:46693", - "issue:46701", "issue:46821" ], "soft_pairs": [ - "issue:45406|issue:46701", - "issue:43994|issue:45412", - "issue:45412|issue:46369", - "issue:43575|issue:44387", - "issue:44442|issue:45072", "issue:44464|issue:45584", "issue:43526|issue:45834", "issue:42915|issue:43931", "issue:43526|issue:46693", - "issue:43824|issue:44279", "issue:27957|issue:29127", - "issue:43994|issue:46369", + "issue:43824|issue:44279", "issue:27957|issue:33290", + "issue:43994|issue:46369", "issue:43526|issue:44186", "issue:33290|issue:34689", "issue:33290|issue:35141", "issue:46121|issue:46399", "issue:43334|issue:43531", "issue:45250|issue:46640", - "issue:45588|issue:46821", "issue:43381|issue:43873", - "issue:43646|issue:44077", + "issue:45588|issue:46821", "issue:43761|issue:45859", + "issue:43646|issue:44077", "issue:44514|issue:45381", "issue:44977|issue:45245", "issue:44743|issue:44811", "issue:44442|issue:44898", "issue:43262|issue:44206", - "issue:42490|issue:44743" + "issue:42490|issue:44743", + "issue:45003|issue:45440", + "issue:43720|issue:44442", + "issue:42175|issue:46234" ], - "prepared_review_unit_hash": "7120b7a15a3e5631fa2582d541ab7316b1c66887dc1689296fa52877dbbc0bcf", + "prepared_review_unit_hash": "6a1112faa535f65e1545ea070481ac8f5ef000e3eecea893efb5095ec5378b38", "component_budget": { - "node_count": 502, - "item_count": 502, - "soft_pair_count": 1845, - "serialized_chars": 957282, - "estimated_input_tokens": 239321, - "estimated_eval_tokens": 478898 + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1849, + "serialized_chars": 959374, + "estimated_input_tokens": 239844, + "estimated_eval_tokens": 479944 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36207, - "estimated_input_tokens": 9052, - "estimated_eval_tokens": 18360 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35021, + "estimated_input_tokens": 8756, + "estimated_eval_tokens": 17768 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose mix of mostly unrelated Transformers bug reports. The only recurring theme is broad similarity around Flash Attention, Qwen, memory, and model-loading regressions, but the soft pairs do not describe the same concrete underlying bug or change.", - "confidence": 0.89, - "canonical_issue_reason": "issue:46640 is the closest umbrella FA2 report in the set, but the cluster is too heterogeneous to have a strong true duplicate canonical.", + "summary": "This cluster is very noisy: the soft-similarity links mostly connect unrelated issues that share broad keywords (Flash Attention, Qwen, loading, OCR, etc.) rather than the same underlying bug. I would not collapse these pairs as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "issue:46640 is the broadest FA2-related ticket, so it is the closest thing to a hub, but the surrounding items are too heterogeneous to be true duplicates.", "canonical_pr_reason": null, - "best_issue_reason": "issue:46693 is the most concrete and actionable report in the loose FA2 subgroup, with a specific regression description and version boundary.", + "best_issue_reason": "issue:46640 is the only plausible umbrella representative for the narrow Flash Attention subset, but it is not a safe cluster-wide canonical.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:45406", - "right": "issue:46701", - "accept": false, - "reason": "Different models and code paths: Gemma4 processor/serve crash vs DiffusionGemma generation pipeline failure." - }, - { - "left": "issue:43994", - "right": "issue:45412", - "accept": false, - "reason": "One is a model-quality/output issue, the other is an RT-DETR memory leak; not the same bug." - }, - { - "left": "issue:45412", - "right": "issue:46369", - "accept": false, - "reason": "Both mention memory, but they affect different models and failure modes (GC leak vs model call OOM)." - }, - { - "left": "issue:43575", - "right": "issue:44387", - "accept": false, - "reason": "Both are OOMs, but one is TP load OOM for Qwen2.5-57B and the other is an int4 quantization reserved-memory regression." - }, - { - "left": "issue:44442", - "right": "issue:45072", - "accept": false, - "reason": "Tokenizer load failure vs dtype mismatch in inference; unrelated underlying problems." - }, { "left": "issue:44464", "right": "issue:45584", "accept": false, - "reason": "Chunked generation inconsistency and Whisper empty-transcription handling are different code paths." + "reason": "Different bugs: compiled-forward generation inconsistency vs Whisper empty-transcription handling." }, { "left": "issue:43526", "right": "issue:45834", "accept": false, - "reason": "Label reduction bug in BeitImageProcessorFast vs Kosmos2.5 OCR index error; different components." + "reason": "Unrelated image/OCR issues: reduce_labels bug vs long OCR input index error." }, { "left": "issue:42915", "right": "issue:43931", "accept": false, - "reason": "Different models/configs: Qwen3Moe FineGrainedFP8Config failure vs Qwen3-VL weight-shape mismatch." + "reason": "Different model/pathology: FineGrainedFP8Config failure vs Qwen3-VL weight-shape mismatch." }, { "left": "issue:43526", "right": "issue:46693", "accept": false, - "reason": "Label aggregation bug is unrelated to FA2 long-context performance regression." + "reason": "Same broad vision area only; reduce_labels is unrelated to FA2 long-context regression." + }, + { + "left": "issue:27957", + "right": "issue:29127", + "accept": false, + "reason": "XLM-Roberta FA2 support vs LayoutLMv3 error-message clarity; not the same bug." }, { "left": "issue:43824", "right": "issue:44279", "accept": false, - "reason": "Specific import error for a Qwen class vs a generic dependency complaint; no shared concrete bug." + "reason": "Import error for a specific model class vs a generic dependency issue; no shared code-path." }, { "left": "issue:27957", - "right": "issue:29127", + "right": "issue:33290", "accept": false, - "reason": "Flash-attention support for XLM-Roberta and a LayoutLMv3 error-message issue are unrelated." + "reason": "FA2 support request vs DeepSpeed Adafactor OOM; different subsystems and failures." }, { "left": "issue:43994", "right": "issue:46369", "accept": false, - "reason": "Output-quality issue vs memory overflow issue; not the same defect." - }, - { - "left": "issue:27957", - "right": "issue:33290", - "accept": false, - "reason": "FA2 support for XLM-Roberta and Adafactor+Deepspeed OOM are different problems." + "reason": "SigLIP output correctness vs sam3-litetext memory overflow; unrelated symptoms and models." }, { "left": "issue:43526", "right": "issue:44186", "accept": false, - "reason": "Beit label reduction bug and LayoutLMv2 tokenizer crash are separate failures." + "reason": "Different tokenizer/processor bugs: Beit reduce_labels vs LayoutLMv2 NER padding/truncation crash." }, { "left": "issue:33290", "right": "issue:34689", "accept": false, - "reason": "Optimizer OOM in deepspeed vs model-loading regression for Llama 3.2 Vision; unrelated." + "reason": "OOM in training vs model-loading breakage for a vision model; not the same issue." }, { "left": "issue:33290", "right": "issue:35141", "accept": false, - "reason": "OOM with Adafactor has nothing to do with embedding reinitialization in post_init." + "reason": "Different code paths: optimizer OOM vs embedding reinitialization after resize." }, { "left": "issue:46121", "right": "issue:46399", "accept": false, - "reason": "Both touch RoPE-related code, but they fail in different places for different reasons." + "reason": "Rope-validation type error vs Qwen3.5 kernel registration crash; unrelated." }, { "left": "issue:43334", "right": "issue:43531", "accept": false, - "reason": "Qwen3-VL pad_token_id attribute error and Qwen3-MoE sliding_window behavior are different bugs." + "reason": "Different Qwen families and failures: missing pad_token_id vs sliding_window behavior." }, { "left": "issue:45250", "right": "issue:46640", "accept": false, - "reason": "Both are FA2-themed, but one is only a vague topic stub and the other is a specific issue; no shared concrete code-path bug." - }, - { - "left": "issue:45588", - "right": "issue:46821", - "accept": false, - "reason": "Flash-attention crash on sink-less models vs TimesFM window_size AttributeError; unrelated." + "reason": "Both mention Flash Attention 2, but one is a generic topic and the other is a specific crash; not the same bug." }, { "left": "issue:43381", "right": "issue:43873", "accept": false, - "reason": "Gradient-checkpointing eval-mode restriction and quantization offloading behavior are different issues." + "reason": "Gradient-checkpointing eval-mode behavior vs quantization/offloading issue; different problem." }, { - "left": "issue:43646", - "right": "issue:44077", + "left": "issue:45588", + "right": "issue:46821", "accept": false, - "reason": "Custom model initialization breakage in v5 is broader than the patchtsmixer post_init constraint; not the same bug." + "reason": "Whisper token/alignment failure vs TimesFM window_size AttributeError; no common underlying bug." }, { "left": "issue:43761", "right": "issue:45859", "accept": false, - "reason": "CLIPVision hidden-states regression and Qwen3_5Moe CPU-offload incompatibility are unrelated." + "reason": "CLIPVision hidden_states regression vs Qwen3_Moe CPU-offload incompatibility; unrelated." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Custom model initialization breakage vs patchtsmixer post_init policy; not the same fix." }, { "left": "issue:44514", "right": "issue:45381", "accept": false, - "reason": "Both involve Qwen2.5-VL, but one crashes on batched chat-template padding=False and the other has wrong vision_position_ids; distinct defects." + "reason": "Both are Qwen2.5-VL-related, but batched template padding crash and wrong vision_position_ids are different defects." }, { "left": "issue:44977", "right": "issue:45245", "accept": false, - "reason": "Qwen3.5 flash-attention generation issue and category-count runtime error are unrelated." + "reason": "Qwen3.5 FA2 generation bug vs category-cardinality runtime error; unrelated." }, { "left": "issue:44743", "right": "issue:44811", "accept": false, - "reason": "Qwen3.5 recurrent-state reset and Whisper batch_decode skip_special_tokens are different subsystems." + "reason": "Recurrent-state reset bug vs Whisper batch_decode special-token handling." }, { "left": "issue:44442", "right": "issue:44898", "accept": false, - "reason": "FastSpeech2ConformerTokenizer loading failure is unrelated to Perceiver interpolation behavior." + "reason": "AutoTokenizer load failure vs Perceiver resolution/interpolation failure; different code paths." }, { "left": "issue:43262", "right": "issue:44206", "accept": false, - "reason": "Audio apply_chat_template sampling-rate default and LasrFeatureExtractor center-arg crash are separate audio-processing bugs." + "reason": "Audio chat-template sampling-rate default bug vs unsupported center arg crash; unrelated." }, { "left": "issue:42490", "right": "issue:44743", "accept": false, - "reason": "Local-path import warning and Qwen3.5 recurrent-state reset are unrelated." + "reason": "Local-path import warning vs Qwen3 modular recurrent-state cache bug; no shared underlying issue." + }, + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "Sys.modules access bug vs DeepSeekV3 MoE divergence; only broad modeling overlap." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "Packed-weight accelerate-loading bug vs FastSpeech2Conformer tokenizer loading failure; different failure modes." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "Generic packaging/backend issue vs missing utility symbol; too broad and not the same bug." } ] }, @@ -10839,14 +10766,16 @@ "review_unit_count": 60, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-502", + "cluster_id": "cluster-10000-503", "nodes": [ + "issue:25251", "issue:27957", + "issue:28282", "issue:29870", - "issue:42175", + "issue:32090", "issue:42617", "issue:42907", "issue:43232", @@ -10856,9 +10785,9 @@ "issue:43525", "issue:43550", "issue:43575", + "issue:43606", "issue:43643", "issue:43701", - "issue:43720", "issue:43742", "issue:43749", "issue:43761", @@ -10877,241 +10806,238 @@ "issue:44871", "issue:44913", "issue:44987", - "issue:45003", "issue:45137", "issue:45216", "issue:45325", - "issue:45440", "issue:45698", "issue:45759", "issue:45803", "issue:45907", "issue:46178", - "issue:46234", "issue:46506", "issue:46697", "issue:46829", "issue:46932" ], "soft_pairs": [ - "issue:45003|issue:45440", - "issue:43720|issue:44442", - "issue:42175|issue:46234", "issue:43493|issue:43827", "issue:27957|issue:29870", "issue:44077|issue:44479", "issue:44062|issue:45907", "issue:43316|issue:43525", - "issue:43873|issue:44871", "issue:45325|issue:46697", + "issue:43873|issue:44871", "issue:44855|issue:45137", "issue:43749|issue:43931", "issue:43643|issue:44913", "issue:43316|issue:45759", "issue:44190|issue:44496", "issue:44442|issue:45803", - "issue:44987|issue:46178", "issue:43761|issue:44079", "issue:43761|issue:44188", + "issue:44987|issue:46178", "issue:43931|issue:45216", "issue:43232|issue:43388", "issue:46829|issue:46932", "issue:43701|issue:46506", "issue:42617|issue:43575", "issue:42907|issue:45698", + "issue:43550|issue:43701", "issue:43575|issue:43742", - "issue:43550|issue:43701" + "issue:27957|issue:32090", + "issue:43606|issue:43701", + "issue:25251|issue:28282" ], - "prepared_review_unit_hash": "9797fc1c23284e89d6d6ab4ef78586da5e6623fff4ba9017ec65847448150f93", + "prepared_review_unit_hash": "5fee99b432dceb31dfa9a7530e6cfc1515821cb0289d0687c6f971598dc65ec0", "component_budget": { - "node_count": 502, - "item_count": 502, - "soft_pair_count": 1845, - "serialized_chars": 957282, - "estimated_input_tokens": 239321, - "estimated_eval_tokens": 478898 + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1849, + "serialized_chars": 959374, + "estimated_input_tokens": 239844, + "estimated_eval_tokens": 479944 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 27, - "serialized_chars": 35936, - "estimated_input_tokens": 8984, - "estimated_eval_tokens": 18224 + "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": "This cluster is highly heterogeneous: it mixes unrelated model-loading, config, tokenizer, generation, quantization, distributed training, and docs issues. I don\u2019t see a single underlying bug/change that unifies them, so no canonical issue or PR stands out.", - "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue is suitable because the items span many distinct code paths and model families rather than one shared defect.", - "canonical_pr_reason": "No PRs are present in this cluster.", - "best_issue_reason": "No issue is a good global canonical choice; the closest matches are still about different failures and would not safely deduplicate the cluster.", - "best_pr_reason": "No PRs are present in this cluster.", + "summary": "This cluster is mostly a loose collection of unrelated Transformers bug reports and feature regressions. The titles overlap superficially around configs, loading, generation, and model-specific issues, but they do not describe the same underlying defect. No soft-edge pair looks safe to merge.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43873 is the best representative here because it is the most active, broadly impactful bug report in the set and has multiple inbound references; the rest are mostly niche, model-specific failures.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the strongest issue candidate overall: open, heavily discussed, and clearly tied to a concrete runtime problem with wider user impact than the more isolated reports.", + "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:45003", - "right": "issue:45440", - "accept": false, - "reason": "Different bugs: unsafe sys.modules access vs DeepSeekV3MoE implementation divergence." - }, - { - "left": "issue:43720", - "right": "issue:44442", - "accept": false, - "reason": "Different code paths: accelerate loading for BitNet weights vs AutoTokenizer loading for FastSpeech2ConformerTokenizer." - }, - { - "left": "issue:42175", - "right": "issue:46234", - "accept": false, - "reason": "Both touch backend/import plumbing, but one is packaging extras and the other is a missing import_utils symbol; not the same bug." - }, { "left": "issue:43493", "right": "issue:43827", "accept": false, - "reason": "Unrelated issues: SigLIP2 implementation mismatch vs docs still referencing removed pipeline() APIs." + "reason": "SigLIP2 HF/JAX discrepancy is a model-implementation bug; the other is docs still referencing removed pipeline APIs. Same ecosystem, different problem." }, { "left": "issue:27957", "right": "issue:29870", "accept": false, - "reason": "Different model/runtime failures: Flash Attention 2 support for XLMRoberta vs BART generate() decoder_attention_mask error." + "reason": "Flash Attention 2 support for XLM-Roberta and a BART generate() decoder_attention_mask bug affect different code paths and symptoms." }, { "left": "issue:44077", "right": "issue:44479", "accept": false, - "reason": "Different regressions in different models/subsystems; no shared underlying defect." + "reason": "One is about an optional post_init restriction in patchtsmixer; the other is a video-input regression across Qwen VL models. Not the same defect." }, { "left": "issue:44062", "right": "issue:45907", "accept": false, - "reason": "Tokenizer AddedToken construction bug vs hub list_repo_files revision forwarding bug." + "reason": "AddedToken keyword collision and list_repo_files not forwarding revision are unrelated API bugs." }, { "left": "issue:43316", "right": "issue:43525", "accept": false, - "reason": "Both involve config APIs, but one is Gemma3TextConfig inconsistency and the other is missing pad_token_id on Llama4Config; not the same bug." + "reason": "Gemma3TextConfig API mismatch and Llama4Config missing pad_token_id are separate config-shape issues for different models." }, { - "left": "issue:43873", - "right": "issue:44871", + "left": "issue:45325", + "right": "issue:46697", "accept": false, - "reason": "Different problems: quantization/offloading behavior vs Gemma eos_token_id config mismatch." + "reason": "Qwen2.5-VL rope position scaling and Swin2SR over-padding are different preprocessing/vision bugs." }, { - "left": "issue:45325", - "right": "issue:46697", + "left": "issue:43873", + "right": "issue:44871", "accept": false, - "reason": "Different preprocessing bugs in different models: Qwen2.5-VL rope indexing vs Swin2SR image padding." + "reason": "Quantization offloading failure is unrelated to Gemma eos_token_id config inconsistency." }, { "left": "issue:44855", "right": "issue:45137", "accept": false, - "reason": "Completely unrelated failures: Python 3.13 torch.jit parsing vs DeepSpeed ZeRO3 deque underflow." + "reason": "Python 3.13 IndentationError in a scripted model file and DeepSpeed ZeRO3 deque pop failure are not the same code-path problem." }, { "left": "issue:43749", "right": "issue:43931", "accept": false, - "reason": "Different loading failures: FSDP CPU RAM efficient loading vs Qwen3-VL weight shape mismatch." + "reason": "FSDP CPU RAM efficient loading breakage and Qwen3-VL weight-shape mismatch are separate loading issues." }, { "left": "issue:43643", "right": "issue:44913", "accept": false, - "reason": "Both are config persistence issues, but they concern different mechanisms and bugs; not safe to merge as duplicates." + "reason": "Missing fields with trust_remote_code and GPTNeoX rotary_pct not persisting on reload involve different config serialization paths." }, { "left": "issue:43316", "right": "issue:45759", "accept": false, - "reason": "Related theme of text_config handling, but Gemma3TextConfig API discrepancy is not the same as AutoModelForCausalLM.from_config not unwrapping composite Qwen configs." + "reason": "Both mention config handling, but one is a Gemma3TextConfig API discrepancy and the other is AutoModelForCausalLM.from_config unwrapping text_config for composite Qwen configs." }, { "left": "issue:44190", "right": "issue:44496", "accept": false, - "reason": "Different loaders: local dataset script failure vs unrecognized model/config without model_type." + "reason": "Local dataset loading in a trainer script and an unrecognized model config error are unrelated." }, { "left": "issue:44442", "right": "issue:45803", "accept": false, - "reason": "Tokenizer loading bug vs Fuyu tensor conversion exception handling bug." - }, - { - "left": "issue:44987", - "right": "issue:46178", - "accept": false, - "reason": "Different backend-related issues: a specific model load regression vs tensorflow_text missing from BACKENDS_MAPPING." + "reason": "FastSpeech2ConformerTokenizer loading failure and FuyuBatchFeature's bare except swallowing errors are distinct tokenizer/data-processing bugs." }, { "left": "issue:43761", "right": "issue:44079", "accept": false, - "reason": "One is CLIPVisionModel not returning hidden_states; the other is generic ModelOutput key assignment behavior." + "reason": "CLIPVisionModel hidden_states regression and ModelOutput key assignment bug do not share the same underlying failure." }, { "left": "issue:43761", "right": "issue:44188", "accept": false, - "reason": "Different areas: CLIP vision outputs vs attention kernel divergence under torch.compile." + "reason": "Hidden_states being None in CLIPVisionModel is unrelated to attention kernel divergence under torch.compile." + }, + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "A model loading regression for physical-intelligence/fast is not the same as a backend registry error for tensorflow_text." }, { "left": "issue:43931", "right": "issue:45216", "accept": false, - "reason": "Different failures: model shape mismatch on load vs incorrect checkpoint saved by save_pretrained." + "reason": "Weight-shape mismatch on load and incorrect save_pretrained checkpoint contents are different lifecycle stages and different bugs." }, { "left": "issue:43232", "right": "issue:43388", "accept": false, - "reason": "Different training utilities: generation kwargs sync issue vs gather_for_metrics dropping tuple labels." + "reason": "Generation kwargs after sync_gpus and gather_for_metrics dropping tuple labels are unrelated distributed-training issues." }, { "left": "issue:46829", "right": "issue:46932", "accept": false, - "reason": "Different model families and different defects: output field mixup vs quantized embedder dtype casting." + "reason": "VideoPrism output field misassignment and Gemma4 quantized embedder dtype casting are different model families and failure modes." }, { "left": "issue:43701", "right": "issue:46506", "accept": false, - "reason": "Unrelated: checkpoint resume key mismatch vs CPU/CUDA numerical divergence." + "reason": "resume_from_checkpoint key mismatch is unrelated to CPU/CUDA output divergence in PPDocLayoutV3." }, { "left": "issue:42617", "right": "issue:43575", "accept": false, - "reason": "Different distributed/parallel problems: script execution failure vs tensor-parallel OOM on a specific model." + "reason": "3d_parallel.py execution failure and Qwen2-57B tensor-parallel OOM are different problems." }, { "left": "issue:42907", "right": "issue:45698", "accept": false, - "reason": "Both involve save/load, but one is dequantized model saving and the other is custom-module resolution after save_pretrained; not the same bug." + "reason": "Saving dequantized Ministrals/Devstrals and loading the wrong custom module after save_pretrained are separate serialization issues." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "Bamba-9B-v2 torch.compile SDPA failure is unrelated to resume_from_checkpoint key mismatches." }, { "left": "issue:43575", "right": "issue:43742", "accept": false, - "reason": "Different load failures: OOM under tensor parallelism vs key error for a different model." + "reason": "Tensor-parallel OOM on a large Qwen model and a key error loading MobileLLM-125M are not the same bug." }, { - "left": "issue:43550", + "left": "issue:27957", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 support for XLM-Roberta and Trainer GPU broadcast failing on NoneType are unrelated runtime issues." + }, + { + "left": "issue:43606", "right": "issue:43701", "accept": false, - "reason": "Completely unrelated: torch.compile SDPA failure vs checkpoint resume key mismatch." + "reason": "CPU offload device mismatch in bark-small is not the same as a resume_from_checkpoint key mismatch." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline top_k nesting behavior and missing PyTorch import for AutoModel are completely different problems." } ] }, @@ -11130,28 +11056,25 @@ "review_unit_count": 60, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-502", + "cluster_id": "cluster-10000-503", "nodes": [ "issue:16998", "issue:22355", - "issue:25251", - "issue:27957", - "issue:28282", - "issue:32090", + "issue:43065", "issue:43295", "issue:43316", + "issue:43388", "issue:43404", "issue:43441", "issue:43452", "issue:43504", "issue:43540", - "issue:43606", "issue:43646", "issue:43650", - "issue:43701", + "issue:43688", "issue:43716", "issue:43761", "issue:43825", @@ -11164,11 +11087,14 @@ "issue:44514", "issue:44534", "issue:44610", + "issue:44617", "issue:44792", "issue:44871", "issue:44913", + "issue:44977", "issue:45542", "issue:45584", + "issue:45600", "issue:45632", "issue:45698", "issue:45803", @@ -11185,9 +11111,6 @@ "issue:46894" ], "soft_pairs": [ - "issue:27957|issue:32090", - "issue:43606|issue:43701", - "issue:25251|issue:28282", "issue:46234|issue:46291", "issue:43295|issue:43825", "issue:16998|issue:22355", @@ -11211,198 +11134,208 @@ "issue:43761|issue:44479", "issue:43540|issue:44514", "issue:43504|issue:45698", - "issue:45542|issue:46234" + "issue:45542|issue:46234", + "issue:43065|issue:44617", + "issue:44792|issue:44977", + "issue:43388|issue:43688", + "issue:44792|issue:45600" ], - "prepared_review_unit_hash": "54173e921358edc9de18b24ff1f66052bcd1bee4c19c45697af5581e460e62fc", + "prepared_review_unit_hash": "098c89b6da6953cd6a381812d6850c0c96a475e9633ac27678cd906b3470fbb6", "component_budget": { - "node_count": 502, - "item_count": 502, - "soft_pair_count": 1845, - "serialized_chars": 957282, - "estimated_input_tokens": 239321, - "estimated_eval_tokens": 478898 + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1849, + "serialized_chars": 959374, + "estimated_input_tokens": 239844, + "estimated_eval_tokens": 479944 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 35648, - "estimated_input_tokens": 8912, - "estimated_eval_tokens": 18080 + "soft_pair_count": 28, + "serialized_chars": 35942, + "estimated_input_tokens": 8986, + "estimated_eval_tokens": 18228 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated Transformers bug reports that only share broad themes like loading, config, or regression handling. The soft-similarity pairs do not describe the same underlying bug/change closely enough to merge.", - "confidence": 0.96, - "canonical_issue_reason": "issue:45698 is the strongest representative: it is an open, well-scoped bug with detailed reproduction and active discussion/inbound references around a concrete from_pretrained/save_pretrained custom-module regression.", + "summary": "This is not a true duplicate cluster: the items span many unrelated Transformers bugs and feature issues. The soft-similarity pairs mostly share a broad subsystem or model family, but not the same concrete bug or change.", + "confidence": 0.91, + "canonical_issue_reason": "No single canonical issue stands out because the set is heterogeneous and the soft pairs are only superficially related.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45698 is the best issue to keep because it is specific, current, and broadly useful as a canonical report for a real loading regression.", + "best_issue_reason": "issue:45698 is the broadest and most user-facing loading bug here, with the most discussion, so it is the best representative if one must be chosen.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:27957", - "right": "issue:32090", - "accept": false, - "reason": "Different problems: FlashAttention 2 support for XLM-R vs a Trainer `_gpu_broadcast_one` NoneType error." - }, - { - "left": "issue:43606", - "right": "issue:43701", - "accept": false, - "reason": "CPU offload device mismatch for bark-small is unrelated to a resume_from_checkpoint key mismatch." - }, - { - "left": "issue:25251", - "right": "issue:28282", - "accept": false, - "reason": "Pipeline top_k output-shape bug is unrelated to an AutoModel PyTorch ImportError." - }, { "left": "issue:46234", "right": "issue:46291", "accept": false, - "reason": "Missing import_utils symbol and a pipelines/kernels dependency requirement are different failure modes." + "reason": "Both are import-related, but one is a missing utility symbol and the other is a kernels version/revision dependency check; different bugs." }, { "left": "issue:43295", "right": "issue:43825", "accept": false, - "reason": "Custom multimodal processor/tokenizer regression is unrelated to the pipeline translation error message bug." + "reason": "Processor/tokenizer regression versus an incorrect pipeline error message; same release window, not the same defect." }, { "left": "issue:16998", "right": "issue:22355", "accept": false, - "reason": "model_max_length handling for DeBERTa-V3 is unrelated to a missing transformers.onnx module import." + "reason": "Unrelated topics: model_max_length behavior versus missing transformers.onnx module." }, { "left": "issue:43295", "right": "issue:44871", "accept": false, - "reason": "Processor/tokenizer regression is not the same as Gemma-3 eos_token_id configuration mismatch." + "reason": "Different models and different failures: processor/tokenizer regression versus Gemma eos_token_id inconsistency." }, { "left": "issue:44871", "right": "issue:45584", "accept": false, - "reason": "Gemma eos_token_id inconsistency and Whisper empty-transcription handling are separate bugs." + "reason": "Gemma EOS config mismatch and Whisper empty-transcription failure are separate code paths." }, { "left": "issue:44464", "right": "issue:46421", "accept": false, - "reason": "Chunked generation inconsistency with compiled forward is different from cache lazy-initialization recompilation." + "reason": "Both mention chunked generation/cache, but one is output inconsistency and the other is recompilation from lazy cache init." }, { "left": "issue:44077", "right": "issue:44534", "accept": false, - "reason": "patchtsmixer post_init validation is unrelated to non-persistent buffer initialization in v5." + "reason": "PatchTSMixer post_init policy and non-persistent buffer initialization are unrelated." }, { "left": "issue:43316", "right": "issue:43716", "accept": false, - "reason": "Gemma3TextConfig API discrepancy and Mistral-3 image dtype mismatch are different model-specific issues." + "reason": "Gemma3TextConfig API discrepancy and Mistral-3 image dtype mismatch are different problems." }, { "left": "issue:43316", "right": "issue:46821", "accept": false, - "reason": "Gemma3TextConfig API inconsistency is unrelated to TimesFM window_size AttributeError." + "reason": "Gemma config API mismatch versus TimesFM window_size AttributeError; no shared bug." }, { "left": "issue:44871", "right": "issue:46050", "accept": false, - "reason": "Gemma eos_token_id list/single-value mismatch is not the same as sinq quantized save/load breakage." + "reason": "EOS token config mismatch and sinq quantized roundtrip failure are different load/save issues." }, { "left": "issue:43646", "right": "issue:44913", "accept": false, - "reason": "Transformer 5 custom initialization breakage is broader and different from GPTNeoX rotary_pct not persisting on reload." + "reason": "Both concern model/config handling, but one is custom initialization breakage and the other is a GPTNeoX config field not persisting." }, { "left": "issue:43452", "right": "issue:44496", "accept": false, - "reason": "gguf_file handling in from_pretrained is unrelated to an unrecognized model lacking model_type in config.json." + "reason": "One is a GGUF/from_pretrained regression, the other is an unrecognized model/config loading error." }, { "left": "issue:45803", "right": "issue:46365", "accept": false, - "reason": "Bare except swallowing errors in Fuyu tensors conversion is unrelated to Trainer import failing because of datasets." + "reason": "Bare except in tensor conversion versus Trainer import failing due to datasets are unrelated." }, { "left": "issue:44162", "right": "issue:44792", "accept": false, - "reason": "ESM2 breakage and janus image-generation test failure are distinct model/test issues." + "reason": "ESM2 model breakage and a Janus test failure are different artifacts and code paths." }, { "left": "issue:43404", "right": "issue:43441", "accept": false, - "reason": "Untied lm_head weights in Mistral3ForConditionalGeneration is different from FlashAttention failures in Ministral-3." + "reason": "Tied lm_head weights versus FlashAttention failure in Ministral-3 are not the same bug." }, { "left": "issue:45632", "right": "issue:46424", "accept": false, - "reason": "Cache path collisions for trust_remote_code are unrelated to max_cache_length behavior in quantized cache." + "reason": "Both mention cache, but one is remote-code cache path collision and the other is max_cache_length semantics." }, { "left": "issue:44242", "right": "issue:46894", "accept": false, - "reason": "Missing MoE load-balancing loss and CohereASR double-shift training loss are not the same code-path problem." + "reason": "Load-balancing loss omission and training-loss double-shift are distinct loss-calculation bugs." }, { "left": "issue:45803", "right": "issue:46170", "accept": false, - "reason": "Fuyu exception handling bug is unrelated to Windows/ROCm torch.distributed import dependency issues." + "reason": "Exception-swallowing in tensor conversion versus Windows/ROCm import dependency failure are unrelated." }, { "left": "issue:44610", "right": "issue:46369", "accept": false, - "reason": "OmDet-Turbo input-size mismatch is unrelated to memory overflow in sam3-litetext." + "reason": "Input resolution mismatch for OmDet-Turbo and Sam3LiteText OOM are different model issues." }, { "left": "issue:43650", "right": "issue:46202", "accept": false, - "reason": "A placeholder/empty issue is not the same as a Gemma pipeline roundtrip tokenization bug." + "reason": "The titles are unrelated; one is a vague data request, the other is a Gemma tokenizer roundtrip bug." }, { "left": "issue:43761", "right": "issue:44479", "accept": false, - "reason": "CLIPVision hidden_states regression and Qwen VL video-input regression affect different components and paths." + "reason": "CLIP vision hidden_states regression and Qwen video-input regression are different models and failures." }, { "left": "issue:43540", "right": "issue:44514", "accept": false, - "reason": "Qwen3OmniMoe video input validation and Qwen2_5_VL batched chat-template padding are separate bugs." + "reason": "Different Qwen variants and different failures: video processing ValueError versus batched chat template crash." }, { "left": "issue:43504", "right": "issue:45698", "accept": false, - "reason": "BEiT legacy-field loading failure is a different pretrained-model issue from wrong custom-module loading after save/load." + "reason": "Legacy-field pretrained preset loading and wrong custom module resolution after save/load are separate loading bugs." }, { "left": "issue:45542", "right": "issue:46234", "accept": false, - "reason": "TensorBoard/TensorFlow backend detection and a missing availability helper are unrelated import bugs." + "reason": "TensorBoard/TF backend detection and a missing import_utils helper are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Dummy Conv2d implementation and Sam3Video OOM are not the same defect." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "A Janus image-generation test failure and a Qwen3.5 flash-attention generation issue do not share a concrete bug." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Metric gathering dropping tuple labels and auxiliary loss normalization are different training issues." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "Janus test failure and stale Sam3LiteText auto_mappings references are unrelated." } ] }, @@ -11421,24 +11354,26 @@ "review_unit_count": 60, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-502", + "cluster_id": "cluster-10000-503", "nodes": [ + "issue:25251", + "issue:27957", "issue:29870", "issue:35141", "issue:41950", "issue:42490", - "issue:43065", + "issue:43335", "issue:43352", - "issue:43388", "issue:43475", "issue:43525", "issue:43531", + "issue:43550", "issue:43572", + "issue:43644", "issue:43673", - "issue:43688", "issue:43827", "issue:43931", "issue:43994", @@ -11449,20 +11384,18 @@ "issue:44617", "issue:44734", "issue:44743", - "issue:44792", "issue:44855", "issue:44869", "issue:44913", "issue:44964", - "issue:44977", "issue:45072", "issue:45127", "issue:45200", "issue:45245", "issue:45406", + "issue:45563", "issue:45584", "issue:45588", - "issue:45600", "issue:45632", "issue:46082", "issue:46178", @@ -11476,217 +11409,224 @@ "issue:46932" ], "soft_pairs": [ - "issue:43065|issue:44617", - "issue:43388|issue:43688", - "issue:44792|issue:44977", - "issue:44792|issue:45600", "issue:43572|issue:46178", "issue:45127|issue:45200", "issue:43673|issue:44743", "issue:43352|issue:46640", - "issue:41950|issue:43475", "issue:44190|issue:44964", + "issue:41950|issue:43475", "issue:44534|issue:44913", "issue:43525|issue:43531", "issue:44734|issue:45406", "issue:35141|issue:42490", - "issue:45245|issue:46858", "issue:45072|issue:46932", + "issue:44855|issue:45588", "issue:43827|issue:43994", + "issue:45245|issue:46858", "issue:44869|issue:46832", - "issue:44855|issue:45588", "issue:46082|issue:46697", "issue:45632|issue:46617", - "issue:43673|issue:46421", "issue:29870|issue:35141", + "issue:43673|issue:46421", "issue:43931|issue:44060", "issue:44617|issue:45584", - "issue:44242|issue:46897" + "issue:44242|issue:46897", + "issue:43644|issue:44913", + "issue:43335|issue:44855", + "issue:25251|issue:27957", + "issue:45563|issue:45584", + "issue:43550|issue:44190" ], - "prepared_review_unit_hash": "999b8b0ffd93a1100eda87a1d6b9641fa518d7e1416910ec51d4f2b88ed493b5", + "prepared_review_unit_hash": "a26f7d4dde06a7177070b1c548009c142c5178482e517dd8d8409a63c56b5a6c", "component_budget": { - "node_count": 502, - "item_count": 502, - "soft_pair_count": 1845, - "serialized_chars": 957282, - "estimated_input_tokens": 239321, - "estimated_eval_tokens": 478898 + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1849, + "serialized_chars": 959374, + "estimated_input_tokens": 239844, + "estimated_eval_tokens": 479944 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 26, - "serialized_chars": 35751, - "estimated_input_tokens": 8938, - "estimated_eval_tokens": 18132 + "soft_pair_count": 27, + "serialized_chars": 36011, + "estimated_input_tokens": 9003, + "estimated_eval_tokens": 18262 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is not a duplicate set; it contains many unrelated issues across models, cache paths, processors, configs, and docs. All soft-pair similarities are superficial, so none should be merged as duplicates.", - "confidence": 0.98, - "canonical_issue_reason": "No canonical issue: the set is heterogeneous, and none of the items is a clear representative duplicate target.", - "canonical_pr_reason": "No PRs in the cluster.", - "best_issue_reason": "No single best issue; there is no shared underlying bug or change that one issue cleanly represents.", - "best_pr_reason": "No PRs in the cluster.", + "summary": "The cluster is highly heterogeneous: the paired issues span unrelated bugs in configs, generation, caching, pipelines, docs, and model-specific behavior. The soft-similarity links are mostly false positives based on shared vocabulary rather than the same underlying defect.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue stands out; the items are too diverse to represent one bug cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "If forced to pick a representative, issue:46640 is the broadest/most generic title, but it is still not a good canonical issue because the cluster is not one coherent problem.", + "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43065", - "right": "issue:44617", - "accept": false, - "reason": "Dummy pixel-decoder Conv2d vs SAM3Video CUDA OOM; different bug classes." - }, - { - "left": "issue:43388", - "right": "issue:43688", - "accept": false, - "reason": "Metrics label-dropping bug vs auxiliary-loss normalization bug." - }, - { - "left": "issue:44792", - "right": "issue:44977", - "accept": false, - "reason": "Janus image-generation test failure vs Qwen3.5 flash-attention regression." - }, - { - "left": "issue:44792", - "right": "issue:45600", - "accept": false, - "reason": "Janus test failure vs removed Sam3LiteText config references in auto_mappings." - }, { "left": "issue:43572", "right": "issue:46178", "accept": false, - "reason": "Missing config field after v5 update vs backend mapping validation error." + "reason": "Different problems: StableLmConfig missing pad_token_idx after a v5 update vs an unsupported tensorflow_text backend mapping error." }, { "left": "issue:45127", "right": "issue:45200", "accept": false, - "reason": "LoRA merge/embed collapse vs missing mm_token_type_ids default for text-only tuning." + "reason": "Both touch embedding behavior, but one is LoRA merge collapse with extended vocab and the other is Gemma4 multimodal token-type defaults for text-only finetuning." }, { "left": "issue:43673", "right": "issue:44743", "accept": false, - "reason": "Both cache-related, but they hit different code paths and models." + "reason": "Both involve cache/generation, but one is missing GenerationMixin cache in chunked prefill and the other resets recurrent states when cache is used with seq_len>1." }, { "left": "issue:43352", "right": "issue:46640", "accept": false, - "reason": "Generic Flash Attention 2 support issue vs a separate flash-attention bug report." + "reason": "The titles are both about Flash Attention, but one is a model support-gate issue and the other is too generic to show the same code-path bug." }, { - "left": "issue:41950", - "right": "issue:43475", + "left": "issue:44190", + "right": "issue:44964", "accept": false, - "reason": "Pipeline processor lookup bug vs missing fpn_position_embeddings attribute." + "reason": "Dataset-loading in an example script is unrelated to a model-loading failure for Phi-4 multimodal." }, { - "left": "issue:44190", - "right": "issue:44964", + "left": "issue:41950", + "right": "issue:43475", "accept": false, - "reason": "Local dataset loading failure vs Phi-4 multimodal model loading issue." + "reason": "Both are vision/video-adjacent, but one is a pipeline processor-selection bug and the other is a missing field on Sam3VisionEncoderOutput." }, { "left": "issue:44534", "right": "issue:44913", "accept": false, - "reason": "Non-persistent buffer initialization bug vs GPTNeoX config reload regression." + "reason": "Non-persistent buffer junk after v5 upgrade is unrelated to GPTNeoX rotary_pct reverting on reload." }, { "left": "issue:43525", "right": "issue:43531", "accept": false, - "reason": "Missing pad_token_id vs sliding_window behavior in a different model family." + "reason": "Different configs and failure modes: missing pad_token_id on Llama4Config vs a sliding_window issue in Qwen3-MoE." }, { "left": "issue:44734", "right": "issue:45406", "accept": false, - "reason": "KV-cache continuation crash in serve vs Gemma4Processor missing _tokenizer." + "reason": "Serve KV-cache continuation indexing bug is unrelated to Gemma4Processor missing _tokenizer." }, { "left": "issue:35141", "right": "issue:42490", "accept": false, - "reason": "Embedding resize reinitialization vs import warning for paths ending in a slash." + "reason": "Reinitializing output embeddings after resize is unrelated to the local-path trailing-slash import warning." }, { - "left": "issue:45245", - "right": "issue:46858", + "left": "issue:45072", + "right": "issue:46932", "accept": false, - "reason": "Category-count limit error vs static-cache slice arithmetic with torch.compile." + "reason": "Both mention dtype/casting, but they affect different models and different execution paths, so they are not the same fix." }, { - "left": "issue:45072", - "right": "issue:46932", + "left": "issue:44855", + "right": "issue:45588", "accept": false, - "reason": "Different dtype-mismatch bugs in different models/modules." + "reason": "Python 3.13 JIT parsing/IndentationError is unrelated to flash_attention.py crashing on s_aux=None." }, { "left": "issue:43827", "right": "issue:43994", "accept": false, - "reason": "Docs still referencing removed pipeline APIs vs SigLIP2 model inference quality bug." + "reason": "Docs still referencing pipeline() is unrelated to a model producing bad outputs with AutoModel and pipeline." }, { - "left": "issue:44869", - "right": "issue:46832", + "left": "issue:45245", + "right": "issue:46858", "accept": false, - "reason": "Whisper trailing replacement-character crash vs RT-DETR feature-level mismatch." + "reason": "Category-cardinality limits are unrelated to device-tensor slice arithmetic in static cache prefill." }, { - "left": "issue:44855", - "right": "issue:45588", + "left": "issue:44869", + "right": "issue:46832", "accept": false, - "reason": "Python 3.13 JIT parsing error vs flash_attention crash on s_aux=None." + "reason": "Whisper word-timestamp decoding on a trailing replacement character is unrelated to RT-DETR feature-level count handling." }, { "left": "issue:46082", "right": "issue:46697", "accept": false, - "reason": "LlamaConfig head_dim validation vs Swin2SR image over-padding." + "reason": "LlamaConfig head_dim validation and Swin2SR image over-padding are unrelated bugs." }, { "left": "issue:45632", "right": "issue:46617", "accept": false, - "reason": "Cache-path collision for leaf-directory names vs FileNotFoundError loading from cache." + "reason": "Both involve trust_remote_code/cache handling, but one is a leaf-directory name collision and the other is a cache FileNotFoundError; too different to merge." }, { - "left": "issue:43673", - "right": "issue:46421", + "left": "issue:29870", + "right": "issue:35141", "accept": false, - "reason": "Chunked-prefill cache missing vs lazy cache init causing recompilation; different symptoms." + "reason": "BART generate() decoder_attention_mask initialization is unrelated to post_init reinitializing resized embeddings." }, { - "left": "issue:29870", - "right": "issue:35141", + "left": "issue:43673", + "right": "issue:46421", "accept": false, - "reason": "BART generate UnboundLocalError vs embedding resize/post_init reinitialization." + "reason": "Both touch chunked prefill/cache behavior, but one reports missing cache initialization while the other reports spurious recompilation; not the same concrete bug." }, { "left": "issue:43931", "right": "issue:44060", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch vs Qwen3-Next tied-weight warning." + "reason": "Qwen3-VL weight-shape mismatch and Qwen3-Next tied-weights warning are different model-loading issues." }, { "left": "issue:44617", "right": "issue:45584", "accept": false, - "reason": "SAM3Video OOM vs Whisper empty-transcription generation crash." + "reason": "CUDA OOM in Sam3Video is unrelated to Whisper failing on empty transcription." }, { "left": "issue:44242", "right": "issue:46897", "accept": false, - "reason": "Load-balancing loss omission vs Florence2 double-shift training-loss bug." + "reason": "Both are training-loss bugs, but they affect different models and different loss computations." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Buffers filled with junk after v5 is unrelated to GPTNeoXConfig rotary_pct resetting on reload." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction and the DebertaV2 JIT parsing error are unrelated." + }, + { + "left": "issue:25251", + "right": "issue:27957", + "accept": false, + "reason": "Pipeline top_k output nesting and XLMRoberta Flash Attention 2 support are unrelated." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "A stale paged-generate warning is unrelated to Whisper empty-transcription failure." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "torch.compile with SDPA on Bamba-9B-v2 is unrelated to a local-dataset loading failure in an example script." } ] }, @@ -11705,13 +11645,12 @@ "review_unit_count": 60, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-502", + "cluster_id": "cluster-10000-503", "nodes": [ "issue:25251", - "issue:27957", "issue:29870", "issue:39692", "issue:41720", @@ -11720,8 +11659,8 @@ "issue:43335", "issue:43526", "issue:43540", - "issue:43550", - "issue:43644", + "issue:43673", + "issue:43854", "issue:44077", "issue:44112", "issue:44190", @@ -11734,11 +11673,10 @@ "issue:44734", "issue:44737", "issue:44779", - "issue:44855", "issue:44877", - "issue:44913", "issue:44933", "issue:44938", + "issue:44964", "issue:45127", "issue:45245", "issue:45276", @@ -11750,20 +11688,18 @@ "issue:45563", "issue:45584", "issue:45600", + "issue:45632", "issue:45803", "issue:45907", + "issue:46234", "issue:46369", "issue:46489", "issue:46655", "issue:46697", - "issue:46752" + "issue:46752", + "issue:46858" ], "soft_pairs": [ - "issue:43644|issue:44913", - "issue:43335|issue:44855", - "issue:25251|issue:27957", - "issue:45563|issue:45584", - "issue:43550|issue:44190", "issue:44933|issue:45362", "issue:44077|issue:44877", "issue:41720|issue:45245", @@ -11779,225 +11715,219 @@ "issue:44617|issue:46369", "issue:43295|issue:45276", "issue:44112|issue:45600", - "issue:44462|issue:45907", - "issue:45290|issue:46752", "issue:43526|issue:46697", - "issue:44737|issue:45803", + "issue:45290|issue:46752", "issue:45276|issue:45584", + "issue:44737|issue:45803", "issue:43540|issue:44734", + "issue:44462|issue:45907", "issue:44521|issue:45381", "issue:44938|issue:45542", - "issue:25251|issue:29870" + "issue:25251|issue:29870", + "issue:43673|issue:46858", + "issue:43854|issue:44964", + "issue:45632|issue:46234" ], - "prepared_review_unit_hash": "f537fa51cb8466506d7830953235d6886266d5f9698dd2c7ffd13250864e3f4e", + "prepared_review_unit_hash": "b90549f5399f4d2539911307772ea0785eeb0e22d7a931627eab1a256999a08d", "component_budget": { - "node_count": 502, - "item_count": 502, - "soft_pair_count": 1845, - "serialized_chars": 957282, - "estimated_input_tokens": 239321, - "estimated_eval_tokens": 478898 + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1849, + "serialized_chars": 959374, + "estimated_input_tokens": 239844, + "estimated_eval_tokens": 479944 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35845, - "estimated_input_tokens": 8962, - "estimated_eval_tokens": 18180 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35908, + "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 a false-positive mix of unrelated Transformers bugs and regressions. None of the soft pairs look like the same underlying fix, though several share broad subsystem keywords.", - "confidence": 0.94, - "canonical_issue_reason": "No single canonical issue stands out: the items span unrelated models, processors, generation paths, config loading, and CI failures.", + "summary": "This cluster is mostly heterogeneous: the issues span unrelated models, processors, generation paths, and CI/documentation failures. Only the DeepSeek tokenizer pair looks like a true near-duplicate; the rest are similarity-only but not the same underlying bug.", + "confidence": 0.95, + "canonical_issue_reason": "issue:44779 is the broader, earlier report of the DeepSeek tokenizer regression in v5; issue:46489 is a narrower DeepSeek-Coder v1 manifestation and explicitly references the earlier fix gap.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44521 is the strongest standalone issue because it has a concrete multimodal repro, multiple inbound references, and the most discussion activity.", + "best_issue_reason": "issue:44779 is the best issue to anchor the only clear duplicate-like thread in this set because it describes the regression at the most general level.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43644", - "right": "issue:44913", - "accept": false, - "reason": "One is buffer initialization corruption in Transformers 5.0.0; the other is a GPTNeoXConfig reload/default preservation bug. Different code paths and symptoms." - }, - { - "left": "issue:43335", - "right": "issue:44855", - "accept": false, - "reason": "Sparse-layer creation in SwitchTransformersConfig is unrelated to a Python 3.13 import/torch.jit.script parsing error." - }, - { - "left": "issue:25251", - "right": "issue:27957", - "accept": false, - "reason": "Pipeline top_k nesting output bug and XLM-Roberta Flash Attention 2 support are unrelated features." - }, - { - "left": "issue:45563", - "right": "issue:45584", - "accept": false, - "reason": "A stale warning in paged generate() is not the same as Whisper failing on empty transcription after align_special_tokens." - }, - { - "left": "issue:43550", - "right": "issue:44190", - "accept": false, - "reason": "torch.compile + SDPA crash in Bamba is unrelated to local dataset loading in the image-classification script." - }, { "left": "issue:44933", "right": "issue:45362", "accept": false, - "reason": "Missing/nonexistent image_utils import and Qwen3.5 chat crash are different failures in different parts of the stack." + "reason": "Both mention breakage around transformers/chat, but one is a missing import and the other is a Qwen3.5 chat crash; different failure modes and code paths." }, { "left": "issue:44077", "right": "issue:44877", "accept": false, - "reason": "Optional post_init enforcement for patchtsmixer is unrelated to strict config loading for granite_speech." + "reason": "Both involve config validation, but they concern different models and different checks; not the same bug." }, { "left": "issue:41720", "right": "issue:45245", "accept": false, - "reason": "Qwen3 auto device mapping cuda assert and category-count overflow are entirely different problems." + "reason": "A device-mapping CUDA assert and a categories-limit RuntimeError are unrelated failures." }, { "left": "issue:45381", "right": "issue:46369", "accept": false, - "reason": "Wrong video vision_position_ids in Qwen2.5-VL is not the same as Sam3-LiteText memory overflow." + "reason": "Different model families and symptoms: Qwen video position IDs vs Sam3-LiteText memory overflow." }, { "left": "issue:44479", "right": "issue:44734", "accept": false, - "reason": "Video-input regression across Qwen models and KV-cache continuation indexing in transformers serve affect different code paths." + "reason": "Both are generation regressions, but one is video-input processing and the other is KV-cache continuation indexing in serve." }, { "left": "issue:43335", "right": "issue:44190", "accept": false, - "reason": "Sparse layer creation bug and local dataset loading failure are unrelated." + "reason": "Sparse-layer config construction and local dataset loading are unrelated." }, { "left": "issue:43065", "right": "issue:44610", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder and OmDet-Turbo processor/model size mismatch are different model-specific issues." + "reason": "Different models and different problems: dummy layer construction vs processor/model image-size mismatch." }, { "left": "issue:39692", "right": "issue:44190", "accept": false, - "reason": "SigLIP2 docs example errors are not the same as the image-classification script's local dataset issue." + "reason": "Documentation/example errors for SigLIP2 do not match the local dataset loader issue." }, { "left": "issue:45127", "right": "issue:45357", "accept": false, - "reason": "LoRA merge collapse with extended vocab and incorrect visual encoder keys on save_pretrained are different regression mechanisms." + "reason": "LoRA/embedding collapse and incorrect visual encoder save keys are separate model-state bugs." }, { "left": "issue:44464", "right": "issue:45563", "accept": false, - "reason": "Compiled chunked generation inconsistency is unrelated to a stale warning about num_return_sequences." + "reason": "Chunked compiled generation inconsistency and a stale warning about num_return_sequences are not the same defect." }, { "left": "issue:45381", "right": "issue:46655", "accept": false, - "reason": "Both involve video preprocessing, but the bugs are different: wrong position ids vs incorrect padding calculation." + "reason": "Both are video-related, but one is wrong vision_position_ids and the other is padding calculation in a different model." }, { "left": "issue:44779", "right": "issue:46489", - "accept": false, - "reason": "DeepSeek tokenizer regression in v5 and the DeepSeek-Coder v1 gap in PR #44801 are related only broadly; they are not the same concrete bug." + "accept": true, + "reason": "Same underlying DeepSeek tokenizer regression in v5+; 46489 is a specific DeepSeek-Coder v1 report and cites the earlier fix gap." }, { "left": "issue:44617", "right": "issue:46369", "accept": false, - "reason": "Both mention memory issues in Sam3 variants, but one is a Sam3Video OOM and the other is a Sam3-LiteText memory overflow; likely separate causes." + "reason": "CUDA OOM in Sam3Video is not the same as memory overflow in Sam3-LiteText." }, { "left": "issue:43295", "right": "issue:45276", "accept": false, - "reason": "Processor.tokenizer regression and resize_token_embeddings not updating tied outputs are different API-level bugs." + "reason": "Processor/tokenizer API regression and gemma4 embedding-resize behavior are different code paths." }, { "left": "issue:44112", "right": "issue:45600", "accept": false, - "reason": "A stale GraniteSpeech CI test and auto_mappings referencing removed configs are separate CI/configuration failures." + "reason": "Both are CI-related, but one is a stale GraniteSpeech test and the other is a broken auto_mappings reference." }, { - "left": "issue:44462", - "right": "issue:45907", + "left": "issue:43526", + "right": "issue:46697", "accept": false, - "reason": "AutoTokenizer ignoring tokenizer.json and list_repo_files not forwarding revision are unrelated hub/loading API bugs." + "reason": "Different image-processor bugs: label reduction vs over-padding." }, { "left": "issue:45290", "right": "issue:46752", "accept": false, - "reason": "Both crash in apply_chat_template, but one is about assistant tool-call messages with no content and the other is an empty-list IndexError; different edge cases and likely different fixes." + "reason": "Both hit apply_chat_template, but one is tool-call assistant messages and the other is an empty list; separate edge cases." }, { - "left": "issue:43526", - "right": "issue:46697", + "left": "issue:45276", + "right": "issue:45584", "accept": false, - "reason": "BEiTImageProcessorFast reduce_labels returning one label and Swin2SR over-padding images are unrelated image-processing bugs." + "reason": "Embedding resize behavior and Whisper empty-transcription handling are unrelated." }, { "left": "issue:44737", "right": "issue:45803", "accept": false, - "reason": "Missing device= in XLNet positional encoding and a bare except swallowing errors in FuyuBatchFeature are unrelated code issues." + "reason": "CPU tensor allocation in XLNet and a bare-except error-handling bug in FuyuBatchFeature are unrelated." }, { - "left": "issue:45276", - "right": "issue:45584", + "left": "issue:43540", + "right": "issue:44734", "accept": false, - "reason": "Embedding resize propagation and Whisper empty transcription handling are different generation/model bugs." + "reason": "Qwen3OmniMoe video-input validation and serve KV-cache continuation indexing are different bugs." }, { - "left": "issue:43540", - "right": "issue:44734", + "left": "issue:44462", + "right": "issue:45907", "accept": false, - "reason": "Qwen3OmniMoe video-input ValueError and transformers serve KV-cache indexing crash are different subsystems." + "reason": "Tokenizer loading precedence and list_repo_files revision forwarding are unrelated API issues." }, { "left": "issue:44521", "right": "issue:45381", "accept": false, - "reason": "Both touch multimodal chat/video handling, but one is assistant_mask generation and the other is vision_position_ids; not the same bug." + "reason": "Both are multimodal/chat-adjacent, but one is assistant mask generation and the other is video position IDs." }, { "left": "issue:44938", "right": "issue:45542", "accept": false, - "reason": "Python 3.14 import/load failure and the missing TensorFlow backend error from tensorboard-only installs are unrelated." + "reason": "Python 3.14 import/load failure and undefined tf backend handling are not the same problem." }, { "left": "issue:25251", "right": "issue:29870", "accept": false, - "reason": "Pipeline top_k nesting output change and BART generate() decoder_attention_mask initialization are distinct bugs." + "reason": "Pipeline top_k nesting and Bart decoder_attention_mask assignment are different generation bugs." + }, + { + "left": "issue:43673", + "right": "issue:46858", + "accept": false, + "reason": "Both involve cache/prefill, but one is a missing GenerationMixin cache and the other is device-tensor seq-length arithmetic in static cache." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Different models and different load failures; not a duplicate." + }, + { + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "A local-model trust_remote_code cache collision and a missing availability helper are unrelated." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative on the soft edges. The only accepted pair, issue:44779 and issue:46489, is plausibly the same DeepSeek tokenizer regression family with the latter as a narrower DeepSeek-Coder v1 report. The rest of the pairwise rejections are appropriately cautious given the titles and available evidence." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -12009,10 +11939,10 @@ "review_unit_count": 60, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-502", + "cluster_id": "cluster-10000-503", "nodes": [ "issue:27957", "issue:32090", @@ -12023,16 +11953,17 @@ "issue:41950", "issue:42175", "issue:42796", + "issue:42907", "issue:43295", "issue:43381", "issue:43404", + "issue:43441", "issue:43526", "issue:43531", "issue:43582", "issue:43643", "issue:43650", "issue:43673", - "issue:43854", "issue:43901", "issue:43976", "issue:44016", @@ -12041,6 +11972,7 @@ "issue:44246", "issue:44279", "issue:44295", + "issue:44336", "issue:44496", "issue:44521", "issue:44683", @@ -12054,29 +11986,23 @@ "issue:45446", "issue:45593", "issue:45600", - "issue:45632", "issue:46082", "issue:46121", - "issue:46234", "issue:46424", "issue:46506", - "issue:46858", "issue:46932" ], "soft_pairs": [ - "issue:43673|issue:46858", - "issue:43854|issue:44964", - "issue:45632|issue:46234", - "issue:43643|issue:44496", "issue:44246|issue:45003", + "issue:43643|issue:44496", "issue:44964|issue:45600", "issue:44112|issue:44964", "issue:27957|issue:35141", "issue:42175|issue:44279", "issue:42796|issue:44521", "issue:46082|issue:46121", - "issue:36246|issue:41628", "issue:32090|issue:35141", + "issue:36246|issue:41628", "issue:43404|issue:45216", "issue:43531|issue:45600", "issue:36246|issue:38617", @@ -12092,210 +12018,213 @@ "issue:44496|issue:45042", "issue:43526|issue:43901", "issue:43381|issue:45593", - "issue:44683|issue:45446" + "issue:44683|issue:45446", + "issue:42907|issue:43441", + "issue:43901|issue:44496", + "issue:43673|issue:44336" ], - "prepared_review_unit_hash": "7ec189a1704aff151e4f493c32175e20247fbe649f007f2a433c83e9ea90c382", + "prepared_review_unit_hash": "38f2909bd15ee80b47d61b0e0cea9c443344246fd855fcb2dad0bcb6017daed9", "component_budget": { - "node_count": 502, - "item_count": 502, - "soft_pair_count": 1845, - "serialized_chars": 957282, - "estimated_input_tokens": 239321, - "estimated_eval_tokens": 478898 + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1849, + "serialized_chars": 959374, + "estimated_input_tokens": 239844, + "estimated_eval_tokens": 479944 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 36400, - "estimated_input_tokens": 9100, - "estimated_eval_tokens": 18456 + "serialized_chars": 35736, + "estimated_input_tokens": 8934, + "estimated_eval_tokens": 18124 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is a loose similarity cluster, not a duplicate set: the issues span unrelated models, import errors, cache bugs, packaging, docs, and training/runtime regressions. None of the soft pairs look like the same underlying bug/change, so all soft edges should be rejected.", - "confidence": 0.96, + "summary": "The set is highly heterogeneous: the soft pairs are mostly superficially similar by subsystem or wording, but they describe different bugs, regressions, or docs/test issues. I would not merge any of these pairs as duplicates.", + "confidence": 0.94, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43673", - "right": "issue:46858", - "accept": false, - "reason": "Both concern caching in generation, but one is about missing cache during chunked prefill in v5.0.0 and the other is a device-tensor length bug in static cache slice arithmetic; different code paths and fixes." - }, - { - "left": "issue:43854", - "right": "issue:44964", - "accept": false, - "reason": "Different model-loading failures for different models (GLM-4.7-Flash vs Phi-4-multimodal); not the same root cause." - }, - { - "left": "issue:45632", - "right": "issue:46234", + "left": "issue:44246", + "right": "issue:45003", "accept": false, - "reason": "One is a trust_remote_code cache-path collision, the other is a missing import utility symbol; unrelated bugs." + "reason": "Both touch import behavior, but one is intermittent import slowness and the other is a specific unsafe sys.modules access bug; different failures." }, { "left": "issue:43643", "right": "issue:44496", "accept": false, - "reason": "Both involve config/model loading, but one is incomplete returned config fields with trust_remote_code and the other is an unrecognized model missing model_type; different failure modes." - }, - { - "left": "issue:44246", - "right": "issue:45003", - "accept": false, - "reason": "Import slowdown is a performance issue; unsafe sys.modules access is a correctness/safety issue in modeling_utils." + "reason": "Different config-loading problems: remote-code configs missing fields vs an unrecognized model lacking model_type." }, { "left": "issue:44964", "right": "issue:45600", "accept": false, - "reason": "Different problems: a specific multimodal model load failure versus stale auto_mappings references breaking CI." + "reason": "Phi-4 multimodal loading failure and Sam3LiteText auto-mapping CI breakage are unrelated model/config issues." }, { "left": "issue:44112", "right": "issue:44964", "accept": false, - "reason": "CI test flakiness in GraniteSpeech device override is unrelated to loading Phi-4-multimodal." + "reason": "CI stale-device-override test failure is not the same bug as a Phi-4 multimodal model loading regression." }, { "left": "issue:27957", "right": "issue:35141", "accept": false, - "reason": "XLMRoberta Flash Attention support and token-embedding reinitialization are different model behaviors and fixes." + "reason": "Flash Attention support for XLMRoberta is unrelated to token-embedding resize reinitialization in post_init." }, { "left": "issue:42175", "right": "issue:44279", "accept": false, - "reason": "Both are dependency-related, but one is missing TensorFlow in the torch extra and the other is a generic dependency issue; not the same bug." + "reason": "One is a packaging extra omission for TensorFlow; the other is a vague dependency problem with no matching concrete code path." }, { "left": "issue:42796", "right": "issue:44521", "accept": false, - "reason": "Tokenizer BPE-marker handling and multimodal assistant-mask generation are different text-processing bugs." + "reason": "Tokenizer BPE marker handling and multimodal assistant-mask generation are different tokenizer/template bugs." }, { "left": "issue:46082", "right": "issue:46121", "accept": false, - "reason": "Both touch config validation, but one is LlamaConfig head_dim validation and the other is Rope-parameter dict conversion from JSON; separate issues." + "reason": "Llama head_dim validation and rope-parameter dict conversion with JSON lists are separate config-validation issues." }, { - "left": "issue:36246", - "right": "issue:41628", + "left": "issue:32090", + "right": "issue:35141", "accept": false, - "reason": "Both are import errors, but they concern different symbols and modules (Qwen2.5 VL image processor vs AutoImageProcessor export)." + "reason": "Distributed Trainer NoneType broadcast error is unrelated to embedding resize/reinit behavior." }, { - "left": "issue:32090", - "right": "issue:35141", + "left": "issue:36246", + "right": "issue:41628", "accept": false, - "reason": "Trainer GPU broadcast NoneType error is unrelated to token embedding resizing/reinitialization." + "reason": "Both are import errors, but for different symbols/classes and likely different export paths." }, { "left": "issue:43404", "right": "issue:45216", "accept": false, - "reason": "Different models and bugs: tied lm_head weights in Mistral3ForConditionalGeneration vs checkpoint save_pretrained regression in Qwen3.5." + "reason": "Weight tying in Mistral3ForConditionalGeneration is unrelated to Qwen3.5 save_pretrained checkpoint corruption." }, { "left": "issue:43531", "right": "issue:45600", "accept": false, - "reason": "Sliding_window behavior in Qwen3-MoE is unrelated to stale config references in auto_mappings.py." + "reason": "Qwen3-MoE sliding_window behavior and removed Sam3LiteText auto-mapping references are unrelated." }, { "left": "issue:36246", "right": "issue:38617", "accept": false, - "reason": "Both are import errors, but they are for unrelated missing names in different modules; no shared underlying fix." + "reason": "Missing Qwen2_5_VLImageProcessor export and missing layer_type_validation import are different API breakages." }, { "left": "issue:41950", "right": "issue:44016", "accept": false, - "reason": "A pipeline image-processor lookup bug is unrelated to a syntax error in a notebook." + "reason": "A video-classification pipeline lookup bug is unrelated to a notebook syntax error." }, { "left": "issue:44295", "right": "issue:46506", "accept": false, - "reason": "Different problem domains: position_ids buffer access versus CPU/CUDA output divergence in PPDocLayoutV3." + "reason": "Buffer access error for position_ids is not the same as CPU/CUDA result divergence in PPDocLayoutV3." }, { "left": "issue:43673", "right": "issue:46424", "accept": false, - "reason": "Both mention cache, but one is missing cache in chunked prefill and the other is max_cache_length being honored only for quantized cache; not the same defect." + "reason": "Chunked-prefill cache missing and max_cache_length only affecting quantized cache are distinct cache issues." }, { "left": "issue:43650", "right": "issue:44220", "accept": false, - "reason": "Placeholder/low-signal issue title versus a concrete fbank feature extraction bug; no overlap." + "reason": "Placeholder-like 'ADD THE DATA' is not the same bug as _torch_extract_fbank_features()." }, { "left": "issue:43582", "right": "issue:46932", "accept": false, - "reason": "Apple Silicon TypeError in caching_allocator_warmup is unrelated to Gemma4 quantized embedder dtype casting." + "reason": "Apple Silicon allocator TypeError and Gemma4 quantized embedder dtype casting are unrelated." }, { "left": "issue:43295", "right": "issue:45335", "accept": false, - "reason": "Different regressions in different model APIs: processor.tokenizer/image passing versus resize_token_embeddings not updating decoder.embed_tokens." + "reason": "Processor.tokenizer/image input regression is different from decoder.embed_tokens not updating after resize_token_embeddings." }, { "left": "issue:43976", "right": "issue:44987", "accept": false, - "reason": "Python-version compatibility regression and a specific model-loading failure are unrelated." + "reason": "Python-version compatibility break and failure loading a specific model are different problems." }, { "left": "issue:45083", "right": "issue:46506", "accept": false, - "reason": "Qwen3_omni_moe feature-length helper behavior and PPDocLayoutV3 CPU/CUDA mismatch are different bugs." + "reason": "Qwen3_omni_moe feature-length helper behavior and PPDocLayoutV3 CPU/CUDA drift are unrelated." }, { "left": "issue:44016", "right": "issue:44220", "accept": false, - "reason": "Notebook syntax error is unrelated to the _torch_extract_fbank_features runtime issue." + "reason": "Notebook syntax error and feature-extraction bug do not share the same underlying code path." }, { "left": "issue:44496", "right": "issue:45042", "accept": false, - "reason": "Unrecognized model/model_type loading failure is unrelated to PIL image processors requiring torchvision." + "reason": "Missing model_type in config and PIL image processors wrongly requiring torchvision are separate loading/dep issues." }, { "left": "issue:43526", "right": "issue:43901", "accept": false, - "reason": "BEiT image-label reduction bug and text-classification docs mismatch are unrelated." + "reason": "BeitImageProcessorFast label reduction bug is unrelated to outdated pipeline documentation." }, { "left": "issue:43381", "right": "issue:45593", "accept": false, - "reason": "Gradient checkpointing eval-mode restriction is a different training/runtime issue from D-FINE auxiliary-loss behavior." + "reason": "Gradient checkpointing eval-mode restriction and missing auxiliary losses in D-FINE are different behaviors." }, { "left": "issue:44683", "right": "issue:45446", "accept": false, - "reason": "Both are flex_attention-related, but one is a compile failure on torch>=2.9 and the other is an incorrect version check for AuxRequest import; different fixes." + "reason": "Torch 2.9 flex_attention compilation failure and AuxRequest version-check gating are distinct flex_attention bugs." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Saving dequantized Ministrals/Devstrals and FlashAttention failure in Ministral-3 are different model-specific issues." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Pipeline docs mismatch and unrecognized-model config loading failure are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Generation cache missing in chunked_prefill and ANSI codes emitted by loading_report are unrelated." } ] }, @@ -12314,23 +12243,22 @@ "review_unit_count": 60, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-502", + "cluster_id": "cluster-10000-503", "nodes": [ "issue:39692", "issue:41950", "issue:42796", - "issue:42907", "issue:43295", "issue:43299", "issue:43441", "issue:43479", "issue:43577", "issue:43650", - "issue:43673", "issue:43824", + "issue:43854", "issue:43901", "issue:43976", "issue:44016", @@ -12338,9 +12266,9 @@ "issue:44075", "issue:44279", "issue:44327", - "issue:44336", "issue:44351", "issue:44368", + "issue:44466", "issue:44496", "issue:44521", "issue:44779", @@ -12348,6 +12276,7 @@ "issue:44933", "issue:45020", "issue:45216", + "issue:45276", "issue:45278", "issue:45335", "issue:45357", @@ -12368,9 +12297,6 @@ "issue:46752" ], "soft_pairs": [ - "issue:42907|issue:43441", - "issue:43901|issue:44496", - "issue:43673|issue:44336", "issue:43479|issue:45375", "issue:44496|issue:45759", "issue:44016|issue:44062", @@ -12392,214 +12318,204 @@ "issue:43577|issue:45216", "issue:46082|issue:46512", "issue:43976|issue:45405", - "issue:44779|issue:45812", "issue:42796|issue:43650", + "issue:44779|issue:45812", "issue:44351|issue:45278", "issue:41950|issue:45020", - "issue:43299|issue:45357" + "issue:43299|issue:45357", + "issue:44466|issue:45276", + "issue:43299|issue:43854" ], - "prepared_review_unit_hash": "ee463fe83954bbf8390460b71f1afe2e05b954e057eac4922f6e8fc427a250ca", + "prepared_review_unit_hash": "5f9f6e77355d656937b592498a669c80e1a6f403aaf069dd57dc2bc1b62e4678", "component_budget": { - "node_count": 502, - "item_count": 502, - "soft_pair_count": 1845, - "serialized_chars": 957282, - "estimated_input_tokens": 239321, - "estimated_eval_tokens": 478898 + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1849, + "serialized_chars": 959374, + "estimated_input_tokens": 239844, + "estimated_eval_tokens": 479944 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35841, - "estimated_input_tokens": 8961, - "estimated_eval_tokens": 18178 + "soft_pair_count": 28, + "serialized_chars": 35646, + "estimated_input_tokens": 8912, + "estimated_eval_tokens": 18080 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly heterogeneous Transformers regression reports with weak similarity links; most pairs are related only by broad subsystem or model-family overlap, not the same underlying bug. No pull requests are present. The closest thing to an umbrella issue is the v5 import-regression report.", - "confidence": 0.78, - "canonical_issue_reason": "issue:45278 is the broadest umbrella candidate in the set, covering upgrade-related import breakages and serving as the best general anchor among otherwise diverse issues.", + "summary": "The set is highly heterogeneous: docs, tokenizer, multimodal loading, save/load serialization, pipeline behavior, dependency, and performance bugs. None of the soft pairs look like the same underlying issue, so I rejected all of them.", + "confidence": 0.88, + "canonical_issue_reason": "issue:45216 is the clearest self-contained regression report in the set: it has a specific version boundary, a concrete broken save_pretrained behavior, and a narrow repro/expected-vs-actual shape.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the most suitable representative because it captures a broad version-regression symptom that can subsume specific import failure reports more naturally than the other, more narrowly-scoped issues.", + "best_issue_reason": "issue:45216 is the most actionable and well-scoped bug report among this mixed cluster, with a precise regression claim and a directly testable failure mode.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:42907", - "right": "issue:43441", - "accept": false, - "reason": "Both concern Ministral, but one is a save/dequantization problem and the other is a FlashAttention load/runtime failure; different code paths and symptoms." - }, - { - "left": "issue:43901", - "right": "issue:44496", - "accept": false, - "reason": "Docs mismatch for TextClassificationPipeline vs an unrecognized model/config loading failure; unrelated bugs." - }, - { - "left": "issue:43673", - "right": "issue:44336", - "accept": false, - "reason": "Generation cache regression vs ANSI color leakage in loading_report; no shared underlying bug." - }, { "left": "issue:43479", "right": "issue:45375", "accept": false, - "reason": "Both are multimodal config issues, but they affect different model families and different missing/default fields." + "reason": "Different bugs in different composite config fields: default vision/audio config initialization vs missing deepstack_visual_indexes being dropped by @strict." }, { "left": "issue:44496", "right": "issue:45759", "accept": false, - "reason": "One is an unrecognized-model config error, the other is AutoModelForCausalLM not unwrapping text_config for composite Qwen configs; distinct failures." + "reason": "Both are model-loading complaints, but one is an unrecognized model/config issue while the other is from_config failing to unwrap text_config for Qwen multimodal configs." }, { "left": "issue:44016", "right": "issue:44062", "accept": false, - "reason": "Notebook syntax error vs tokenizer AddedToken argument collision; unrelated." + "reason": "Notebook syntax error and AddedToken argument duplication are unrelated failure modes." }, { "left": "issue:43976", "right": "issue:44279", "accept": false, - "reason": "A Python-version compatibility regression is not the same as a generic dependency issue." + "reason": "One is a Python-version compatibility complaint; the other is a generic dependency issue with no concrete shared bug." }, { "left": "issue:44792", "right": "issue:46424", "accept": false, - "reason": "Janus test failure vs cache-length handling; different components and behavior." + "reason": "Janus test failure and cache max length semantics are different code paths and symptoms." }, { "left": "issue:43441", "right": "issue:45588", "accept": false, - "reason": "Both mention FlashAttention, but they describe different crashes on different models/code paths." + "reason": "Both mention flash attention, but the failing code paths and root causes differ: Ministral FlashAttention vs sink-less models hitting s_aux=None." }, { "left": "issue:43824", "right": "issue:44933", "accept": false, - "reason": "Both are import errors, but for different missing symbols/modules and no clear shared root cause." + "reason": "Different import errors in different modules/models; not the same missing symbol or path." }, { "left": "issue:44521", "right": "issue:46693", "accept": false, - "reason": "Chat-template masking bug vs long-context FA2 performance regression; unrelated." + "reason": "apply_chat_template assistant mask generation is unrelated to a FA2 long-context performance regression." }, { "left": "issue:44279", "right": "issue:46515", "accept": false, - "reason": "Generic dependency complaint vs torch-specific incompatibility; too broad to be the same bug." + "reason": "Generic dependency problems, but they concern different dependencies and failure modes." }, { "left": "issue:45335", "right": "issue:45584", "accept": false, - "reason": "t5gemma embedding resize bug vs Whisper empty-transcription generation failure; different paths." + "reason": "resize_token_embeddings not propagating vs Whisper failing on empty transcription after align_special_tokens are distinct bugs." }, { "left": "issue:44327", "right": "issue:46752", "accept": false, - "reason": "Two boundary-condition crashes in different APIs; not the same underlying defect." + "reason": "Both are IndexErrors, but they occur in unrelated paths with different triggers and fixes." }, { "left": "issue:46123", "right": "issue:46369", "accept": false, - "reason": "MaskGenerationPipeline batch bookkeeping vs sam3-litetext memory overflow; unrelated." + "reason": "Final-partial-batch handling and memory overflow are not the same bug." }, { "left": "issue:43299", "right": "issue:45216", "accept": false, - "reason": "Both are Qwen3.5 regressions, but one is a load-time breakage and the other is an incorrect save_pretrained checkpoint; separate issues." + "reason": "Different regression classes: multimodal model loading failure vs incorrect checkpoint serialization in save_pretrained." }, { "left": "issue:46082", "right": "issue:46399", "accept": false, - "reason": "LlamaConfig validation vs Qwen3.5 kernel-registration failure; different model families and bugs." + "reason": "LlamaConfig validation of head_dim is unrelated to a Qwen3.5 kernel registration/decorator crash." }, { "left": "issue:44279", "right": "issue:45405", "accept": false, - "reason": "Dependency problem with transformers vs unreleased minimum peft version; not the same issue." + "reason": "Unrelated dependency complaints: one broad transformers dependency issue, one specific unreleased PEFT minimum version bump." }, { "left": "issue:43295", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer-related regressions, but one concerns processor/tokenizer image handling and the other Deepseek token IDs; not the same bug." + "reason": "Both are tokenizer regressions, but one is processor/tokenizer API handling for custom multimodal code and the other is Deepseek token output correctness." }, { "left": "issue:39692", "right": "issue:43901", "accept": false, - "reason": "Two documentation issues, but about different APIs and failure modes; not duplicates." + "reason": "Both are documentation issues, but they cover different APIs and different mistakes." }, { "left": "issue:44075", "right": "issue:44368", "accept": false, - "reason": "Optimizer argument handling vs model config warning about tied embeddings; unrelated." + "reason": "Optimizer-parameter usage and a tied-embeddings warning are unrelated." }, { "left": "issue:43577", "right": "issue:45216", "accept": false, - "reason": "BLIP2 dtype propagation bug vs Qwen3.5 save_pretrained regression; different model families and code paths." + "reason": "BLIP2 dtype propagation and Qwen3.5 checkpoint serialization are different model families and different bugs." }, { "left": "issue:46082", "right": "issue:46512", "accept": false, - "reason": "Both involve config/dtype details, but one is about invalid head_dim validation and the other about stale model.config.dtype after from_config; not the same bug." + "reason": "Config validation for head_dim is unrelated to from_config leaving model.config.dtype stale." }, { - "left": "issue:43976", - "right": "issue:45405", + "left": "issue:42796", + "right": "issue:43650", "accept": false, - "reason": "Python compatibility regression vs PEFT version pin; unrelated." + "reason": "Tokenizer BPE-marker handling has nothing in common with the placeholder 'ADD THE DATA' issue." }, { "left": "issue:44779", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different model families and likely different tokenizer logic." - }, - { - "left": "issue:42796", - "right": "issue:43650", - "accept": false, - "reason": "Specific tokenizer BPE-marker bug vs unrelated placeholder issue; no overlap." + "reason": "Both involve tokenizer regressions, but they affect different model families with different symptoms and likely different code paths." }, { "left": "issue:44351", "right": "issue:45278", "accept": false, - "reason": "44351 is a specific missing HybridCache import, while 45278 is a broad umbrella report of many import errors; insufficient evidence they are the same underlying defect." + "reason": "A missing HybridCache export is not the same as broad import errors after a version upgrade." }, { "left": "issue:41950", "right": "issue:45020", "accept": false, - "reason": "Video-classification pipeline processor lookup vs remote_code breakage; different problems." + "reason": "Video-classification processor lookup and remote_code breakage are different problems." }, { "left": "issue:43299", "right": "issue:45357", "accept": false, - "reason": "Both are Qwen3.5 multimodal regressions, but one affects loading and the other save_pretrained output; not one concrete bug." + "reason": "Both are Qwen 3.5 regressions, but one is a loading failure while the other is incorrect visual encoder key serialization." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Inconsistent lm_head serialization depending on device is unrelated to Gemma4 resize_token_embeddings not updating embeddings." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Qwen3VL Moe loading and a GLM-4.7-Flash unit-test load problem are distinct model-specific failures." } ] }, @@ -12618,16 +12534,15 @@ "review_unit_count": 60, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-502", + "cluster_id": "cluster-10000-503", "nodes": [ "issue:33290", "issue:41950", "issue:42175", "issue:42994", - "issue:43299", "issue:43317", "issue:43441", "issue:43479", @@ -12635,20 +12550,22 @@ "issue:43650", "issue:43653", "issue:43673", + "issue:43723", "issue:43761", - "issue:43854", + "issue:43824", "issue:43901", "issue:43976", "issue:43994", "issue:44016", + "issue:44162", "issue:44242", + "issue:44246", "issue:44261", "issue:44263", "issue:44291", "issue:44336", "issue:44361", "issue:44462", - "issue:44466", "issue:44623", "issue:44671", "issue:44683", @@ -12657,7 +12574,6 @@ "issue:45081", "issue:45103", "issue:45200", - "issue:45276", "issue:45372", "issue:45397", "issue:45542", @@ -12673,8 +12589,6 @@ "issue:46851" ], "soft_pairs": [ - "issue:44466|issue:45276", - "issue:43299|issue:43854", "issue:43653|issue:45593", "issue:44242|issue:45200", "issue:41950|issue:45823", @@ -12686,8 +12600,8 @@ "issue:44361|issue:45593", "issue:45081|issue:45907", "issue:43441|issue:45834", - "issue:45103|issue:45372", "issue:33290|issue:45656", + "issue:45103|issue:45372", "issue:44336|issue:46851", "issue:42994|issue:43317", "issue:45859|issue:46851", @@ -12698,192 +12612,201 @@ "issue:44671|issue:44779", "issue:44623|issue:45397", "issue:43673|issue:43761", - "issue:43901|issue:43994" + "issue:43901|issue:43994", + "issue:43901|issue:44246", + "issue:43723|issue:44162", + "issue:43824|issue:43976" ], - "prepared_review_unit_hash": "4c6f85acca929a73b772059531f6ebc62fad9f9ae3431cbaf980319ae6f9f5fe", + "prepared_review_unit_hash": "0a93d19b6e0b4bed71f24ddb66e2af45dc258838d06859b739daa2d117562da6", "component_budget": { - "node_count": 502, - "item_count": 502, - "soft_pair_count": 1845, - "serialized_chars": 957282, - "estimated_input_tokens": 239321, - "estimated_eval_tokens": 478898 + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1849, + "serialized_chars": 959374, + "estimated_input_tokens": 239844, + "estimated_eval_tokens": 479944 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 26, - "serialized_chars": 35546, - "estimated_input_tokens": 8887, - "estimated_eval_tokens": 18030 + "soft_pair_count": 27, + "serialized_chars": 35710, + "estimated_input_tokens": 8928, + "estimated_eval_tokens": 18112 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a noisy mix of unrelated Transformers regressions, tokenizer/config bugs, docs issues, and backend-specific failures. None of the soft pairs look like the same underlying defect closely enough to merge, so all soft edges should be rejected.", + "summary": "This cluster is mostly a heterogeneous mix of unrelated issues; none of the soft-edge pairs look like true duplicates or the same underlying fix.", "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue stands out: the set spans many unrelated subsystems and failure modes (tokenizers, multimodal configs, quantization/offload, deepspeed, attention kernels, docs, and model-specific regressions).", + "canonical_issue_reason": "No clear canonical issue: the items span unrelated bugs across tokenizers, configs, pipelines, quantization, deepspeed, and docs.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44462 is the strongest standalone report in the set: it describes a clear, actionable bug in AutoTokenizer's repository file selection path and has a concrete user-facing impact.", + "best_issue_reason": "Issue #44462 is the strongest standalone report here: it is a concrete, reproducible tokenizer-loading bug with clear user impact, but it is not a canonical representative for the whole set.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44466", - "right": "issue:45276", - "accept": false, - "reason": "Different bugs: one is tied-weight / lm_head serialization inconsistency, the other is resize_token_embeddings not updating Gemma4 embedding/output layers." - }, - { - "left": "issue:43299", - "right": "issue:43854", - "accept": false, - "reason": "Both are model-loading failures, but for different models and code paths (Qwen3VL MoE loading vs GLM-4.7 unit-test load behavior)." - }, { "left": "issue:43653", "right": "issue:45593", "accept": false, - "reason": "Tokenizer special-token registration bug vs D-FINE auxiliary-loss logic; unrelated subsystems and symptoms." + "reason": "Different bugs and subsystems: BigBird tokenizer special-token decode issue vs D-FINE auxiliary-loss logic." }, { "left": "issue:44242", "right": "issue:45200", "accept": false, - "reason": "Load-balancing loss gating in MoE vs Gemma 4 text-only mm_token_type_ids defaulting; not the same defect." + "reason": "Moe load-balancing loss vs Gemma 4 text-only mm_token_type_ids handling; not the same code path." }, { "left": "issue:41950", "right": "issue:45823", "accept": false, - "reason": "Video pipeline processor lookup issue vs Gemma4 PLE device-mismatch during forward; different code paths." + "reason": "Video classification processor lookup bug vs Gemma4 device-mapping forward mismatch." }, { "left": "issue:43650", "right": "issue:46209", "accept": false, - "reason": "Vague data request vs FP8 inference failure on B200; no shared underlying bug." + "reason": "Placeholder/data request vs FP8 inference failure on B200; unrelated." }, { "left": "issue:44462", "right": "issue:45081", "accept": false, - "reason": "Both touch tokenizer loading, but one is AutoTokenizer ignoring tokenizer.json and the other is a Mistral regex patch crash; distinct root causes." + "reason": "Both involve tokenizers, but one is AutoTokenizer file selection and the other is Mistral regex patching crash; different failures." }, { "left": "issue:43479", "right": "issue:43525", "accept": false, - "reason": "Different config bugs: Phi4Multimodal default sub-config initialization vs Llama4Config missing pad_token_id." + "reason": "Different config issues: default multimodal subconfigs vs missing pad_token_id on Llama4Config." }, { "left": "issue:44016", "right": "issue:44291", "accept": false, - "reason": "Notebook syntax error vs init_empty_weights TypeError; unrelated failure modes." + "reason": "Notebook syntax error is unrelated to init_empty_weights/_is_hf_initialized loading failure." }, { "left": "issue:44683", "right": "issue:45542", "accept": false, - "reason": "Compiled flex_attention on torch>=2.9 vs TensorFlow backend import/install problem; different subsystems." + "reason": "Compiled flex_attention torch-compat bug vs TensorFlow backend installation issue." }, { "left": "issue:44361", "right": "issue:45593", "accept": false, - "reason": "MLukeTokenizer AttributeError vs D-FINE auxiliary-loss behavior; unrelated issues." + "reason": "MLukeTokenizer task AttributeError vs D-FINE loss behavior; unrelated." }, { "left": "issue:45081", "right": "issue:45907", "accept": false, - "reason": "Tokenizer regex patch crash vs list_repo_files revision forwarding; separate bugs with different APIs." + "reason": "Tokenizer regex patch crash vs list_repo_files revision forwarding; different APIs and bugs." }, { "left": "issue:43441", "right": "issue:45834", "accept": false, - "reason": "FlashAttention failure for Ministral-3 vs Kosmos2.5 OCR index error; not the same defect." + "reason": "FlashAttention regression for Ministral-3 vs Kosmos2.5 OCR long-input index error; different models and failure modes." }, { - "left": "issue:45103", - "right": "issue:45372", + "left": "issue:33290", + "right": "issue:45656", "accept": false, - "reason": "auto_docstring annotations crash vs mistral_common ReasoningEffort import error; different code paths." + "reason": "Both mention deepspeed/optimizer, but one is OOM with Adafactor and the other is double optimizer stepping." }, { - "left": "issue:33290", - "right": "issue:45656", + "left": "issue:45103", + "right": "issue:45372", "accept": false, - "reason": "Both mention deepspeed/optimizer behavior, but one is OOM with Adafactor and the other is double optimizer.step calls; not the same concrete bug." + "reason": "Auto-docstring future-annotations crash vs Gemma 4 processor import dependency failure; unrelated." }, { "left": "issue:44336", "right": "issue:46851", "accept": false, - "reason": "ANSI escape handling in loading_report vs Qwen3.5 variable-length position_ids bug; unrelated." + "reason": "ANSI color output in loading_report vs Qwen3.5 variable-length position_ids bug." }, { "left": "issue:42994", "right": "issue:43317", "accept": false, - "reason": "Quantized model saving failure vs dequantized model loading with device_map=auto offload; related broad area, but different code paths and symptoms." + "reason": "Quantized model save failure vs dequantized model load/offload failure; opposite operations and different paths." }, { "left": "issue:45859", "right": "issue:46851", "accept": false, - "reason": "Both involve Qwen3.5, but CPU-offload rotary embedding failure and variable-length position_ids are distinct bugs." + "reason": "CPU offload incompatibility in rotary embedding vs variable-length position_ids handling." }, { "left": "issue:44623", "right": "issue:44749", "accept": false, - "reason": "Processor save_pretrained missing files vs Chinese report of filtering slowdown; unrelated issues." + "reason": "Processor save_pretrained missing files vs a slowdown report after upgrading versions; not the same bug." }, { "left": "issue:44261", "right": "issue:44263", "accept": false, - "reason": "MLA q_a_layernorm epsilon precision bug vs torch.split return values in GlmMoeDsaIndexer; different GLM internals and fixes." + "reason": "Different issues in different components: MLA layernorm precision/config vs torch.split return handling." }, { "left": "issue:45600", "right": "issue:45712", "accept": false, - "reason": "auto_mappings CI break from removed configs vs leftover dummy classes / dir(transformers) leak; unrelated maintenance issues." + "reason": "Broken auto_mappings references vs leftover dummy classes in dummy_pt_objects; both maintenance/CI, but distinct file-level problems." }, { "left": "issue:42175", "right": "issue:43976", "accept": false, - "reason": "TensorFlow missing from torch extra install vs Python version compatibility regression; different packaging problems." + "reason": "Backend installation packaging issue vs Python version compatibility regression; unrelated." }, { "left": "issue:44671", "right": "issue:44779", "accept": false, - "reason": "CamemBERT masked-LM predictions regression vs Deepseek tokenizer incorrect results; different models and code paths." + "reason": "Both are v5 regressions, but one is CamemBERT masked LM output and the other is Deepseek tokenizer correctness; not the same fix." }, { "left": "issue:44623", "right": "issue:45397", "accept": false, - "reason": "Processor.save_pretrained file omission vs Gemma4 zero3 from_pretrained failure; not the same bug." + "reason": "Processor save_pretrained file omission vs Gemma-4 zero3 from_pretrained problem; different code paths." }, { "left": "issue:43673", "right": "issue:43761", "accept": false, - "reason": "Generation cache missing during chunked_prefill vs CLIPVisionModel hidden_states regression; different model components." + "reason": "Cache missing during chunked prefill vs CLIPVisionModel hidden_states regression; different model/runtime behavior." }, { "left": "issue:43901", "right": "issue:43994", "accept": false, - "reason": "Docs mismatch for return_all_scores vs SigLIP2 incorrect outputs; one is documentation, the other is model behavior." + "reason": "Docs mismatch for return_all_scores vs SigLIP2 nonsensical AutoModel/pipeline results; different issues." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Documentation mismatch vs import latency; no shared underlying bug." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "AutoTokenizer.from_pretrained loading problem vs ESM2 broken workflow; different models and symptoms." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Missing Qwen2_5_VL import vs Python3.9/3.10 compatibility regression; unrelated." } ] }, @@ -12902,10 +12825,10 @@ "review_unit_count": 60, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-502", + "cluster_id": "cluster-10000-503", "nodes": [ "issue:41628", "issue:42491", @@ -12917,19 +12840,18 @@ "issue:43531", "issue:43540", "issue:43643", - "issue:43723", "issue:43784", - "issue:43824", "issue:43881", - "issue:43901", "issue:43976", "issue:44016", - "issue:44162", "issue:44188", + "issue:44242", "issue:44246", + "issue:44295", "issue:44297", "issue:44336", "issue:44373", + "issue:44485", "issue:44496", "issue:44589", "issue:44871", @@ -12944,6 +12866,7 @@ "issue:45561", "issue:45563", "issue:45588", + "issue:45593", "issue:45800", "issue:45823", "issue:46291", @@ -12957,18 +12880,15 @@ "issue:46851" ], "soft_pairs": [ - "issue:43901|issue:44246", - "issue:43723|issue:44162", - "issue:43824|issue:43976", "issue:43525|issue:43881", - "issue:42796|issue:43441", "issue:46291|issue:46399", + "issue:42796|issue:43441", "issue:44188|issue:44336", "issue:45542|issue:45800", "issue:44016|issue:45823", "issue:43525|issue:43643", - "issue:44589|issue:45362", "issue:44336|issue:44373", + "issue:44589|issue:45362", "issue:45325|issue:46851", "issue:46655|issue:46726", "issue:44246|issue:44496", @@ -12985,227 +12905,227 @@ "issue:46614|issue:46665", "issue:42491|issue:43299", "issue:43531|issue:45362", + "issue:45588|issue:46851", "issue:44246|issue:44871", - "issue:45588|issue:46851" + "issue:44295|issue:45397", + "issue:44242|issue:45593", + "issue:44336|issue:44485" ], - "prepared_review_unit_hash": "c8be71d62c84383e5d4a9312c60caa447e81dabe3844c49c36e65051d9cb9901", + "prepared_review_unit_hash": "2d260fc4ecfa4661ed96e77ed9264e4e1917094f64940b1db07b04bb69716393", "component_budget": { - "node_count": 502, - "item_count": 502, - "soft_pair_count": 1845, - "serialized_chars": 957282, - "estimated_input_tokens": 239321, - "estimated_eval_tokens": 478898 + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1849, + "serialized_chars": 959374, + "estimated_input_tokens": 239844, + "estimated_eval_tokens": 479944 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36748, - "estimated_input_tokens": 9187, - "estimated_eval_tokens": 18630 + "serialized_chars": 36710, + "estimated_input_tokens": 9178, + "estimated_eval_tokens": 18612 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated transformer bugs and regressions. The only soft pair that plausibly shares a single underlying model-loading regression is the Qwen3 MoE pair, but that link is based on titles/metadata alone and should stay tentative.", - "confidence": 0.33, - "canonical_issue_reason": "issue:43299 is the clearest representative among the Qwen3 MoE loading-related titles because it names the specific v5.0.0.dev0 breakage and a concrete loading failure path.", + "summary": "This cluster is mostly heterogeneous: the soft pairs share broad model/subsystem themes, but not the same concrete bug or change. I would not merge any of the proposed soft edges as duplicates. If a representative issue is needed, issue:44246 is the most broadly discussed/general, but it is still only a weak cluster anchor.", + "confidence": 0.39, + "canonical_issue_reason": "issue:44246 has the strongest discussion signal and the broadest, most general framing in this set, so it is the least specific representative; however, this cluster does not look like a true duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43299 is the best standalone issue in the packet for the Qwen3 MoE loading regression theme, based on its specific version context and direct loading-failure wording.", + "best_issue_reason": "issue:44246 is the most suitable issue to stand in as the cluster representative because it is actively discussed and generic enough to sit near the center of the noisy similarity set.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43901", - "right": "issue:44246", - "accept": false, - "reason": "Docs mismatch for text-classification vs intermittent import slowdown; different symptoms and code paths." - }, - { - "left": "issue:43723", - "right": "issue:44162", - "accept": false, - "reason": "Tokenizer loading in v5 and ESM2 model breakage are different failures." - }, - { - "left": "issue:43824", - "right": "issue:43976", - "accept": false, - "reason": "ImportError for a VL class and a Python-version compatibility issue are not the same bug." - }, { "left": "issue:43525", "right": "issue:43881", "accept": false, - "reason": "Both are loading failures, but for different models and different apparent causes." + "reason": "Both are model-loading failures, but one is a missing pad_token_id on Llama4Config and the other is a glm-4v-9b loading failure; different underlying bugs." }, { - "left": "issue:42796", - "right": "issue:43441", + "left": "issue:46291", + "right": "issue:46399", "accept": false, - "reason": "Tokenizer BPE marker handling and FlashAttention failures are unrelated." + "reason": "Both involve kernels, but one is an import/version requirement problem in transformers.pipelines and the other is a Qwen3.5 kernel registration crash; not the same fix." }, { - "left": "issue:46291", - "right": "issue:46399", + "left": "issue:42796", + "right": "issue:43441", "accept": false, - "reason": "Both touch kernels integration, but one is a dependency/version error and the other is a missing-decorator registration bug." + "reason": "Tokenizer BPE marker handling and FlashAttention loading failures in Ministral-3 are different code paths and failure modes." }, { "left": "issue:44188", "right": "issue:44336", "accept": false, - "reason": "Attention-kernel divergence and ANSI logging output are unrelated." + "reason": "Attention-kernel divergence under torch.compile and ANSI code emission in loading_report are unrelated." }, { "left": "issue:45542", "right": "issue:45800", "accept": false, - "reason": "TensorBoard-without-TF backend handling and torch/transformers incompatibility are different problems." + "reason": "TensorBoard-without-TensorFlow backend handling and torch/transformers version incompatibility are different compatibility issues." }, { "left": "issue:44016", "right": "issue:45823", "accept": false, - "reason": "Notebook syntax error and Gemma4 device-mapping mismatch are unrelated." + "reason": "A notebook syntax error and a Gemma4 device_map forward mismatch are not the same underlying problem." }, { "left": "issue:43525", "right": "issue:43643", "accept": false, - "reason": "A missing Llama4 config attribute and a trust_remote_code AutoConfig field-loss issue are different code paths." + "reason": "Missing pad_token_id in Llama4Config is unrelated to trust_remote_code returning incomplete AutoConfig fields." }, { - "left": "issue:44589", - "right": "issue:45362", + "left": "issue:44336", + "right": "issue:44373", "accept": false, - "reason": "Storage-object lookup failure and Qwen3.5 chat crash are different failure modes." + "reason": "ANSI codes in loading_report and a wrong docstring for position_ids are clearly different." }, { - "left": "issue:44336", - "right": "issue:44373", + "left": "issue:44589", + "right": "issue:45362", "accept": false, - "reason": "Loading-report ANSI output and a wrong docstring are unrelated." + "reason": "Missing Float8 storage support and a Qwen3.5 chat crash are not the same bug." }, { "left": "issue:45325", "right": "issue:46851", "accept": false, - "reason": "Both involve position_ids, but they affect different Qwen families and different behaviors." + "reason": "Both mention position_ids, but one is a Qwen2.5-VL still-image RoPE scaling bug and the other is a Qwen3.5 variable-length input issue." }, { "left": "issue:46655", "right": "issue:46726", "accept": false, - "reason": "Video padding calculation and missing vision-backend image-processor errors are different bugs." + "reason": "Incorrect video padding in SmolVLM and missing vision backend handling in AutoProcessor are different problems." }, { "left": "issue:44246", "right": "issue:44496", "accept": false, - "reason": "Import slowdown and unrecognized-model config validation are unrelated." + "reason": "Load-balancing loss omission in an MoE setting and an unrecognized-model/config error are unrelated." }, { "left": "issue:45083", "right": "issue:46851", "accept": false, - "reason": "Different Qwen helper behavior vs variable-length position_ids handling." + "reason": "A qwen3_omni_moe feature-length helper bug is not the same as a Qwen3.5 position_ids handling bug." }, { "left": "issue:41628", "right": "issue:43976", "accept": false, - "reason": "AutoImageProcessor import failure and Python-version support regression are unrelated." + "reason": "AutoImageProcessor import failure and Python-version compatibility for Transformers 5.1.0 are different issues." }, { "left": "issue:43784", "right": "issue:45542", "accept": false, - "reason": "Sentence-transformers import NameError and TensorBoard backend misdetection are unrelated." + "reason": "Sentence-transformers import NameError and TensorBoard/TensorFlow backend resolution are unrelated import-time failures." }, { "left": "issue:44297", "right": "issue:45397", "accept": false, - "reason": "Tokenizer save metadata mismatch and Gemma4 zero3 loading are different issues." + "reason": "Tokenizer save_pretrained metadata mismatch and Gemma4 zero3 from_pretrained failure are not the same code-path." }, { "left": "issue:46399", "right": "issue:46851", "accept": false, - "reason": "Kernel registration failure and Qwen3.5 variable-length position_ids are unrelated." + "reason": "Qwen3.5 kernel registration failure and variable-length position_ids handling are separate bugs." }, { "left": "issue:45561", "right": "issue:45563", "accept": false, - "reason": "xdist race on captured_info.txt and stale generate warning are unrelated." + "reason": "A pytest-xdist file race and a stale generate() warning are different concerns." }, { "left": "issue:45103", "right": "issue:46399", "accept": false, - "reason": "auto_docstring annotation handling and kernel decorator registration are different code paths." + "reason": "Auto-docstring crashes with future annotations and a missing decorator for Qwen3.5 kernels are unrelated." }, { "left": "issue:43526", "right": "issue:45003", "accept": false, - "reason": "BeitImageProcessorFast label reduction and unsafe sys.modules access are unrelated." + "reason": "BeitImageProcessorFast reduce_labels behavior and unsafe sys.modules access in modeling_utils do not share the same defect." }, { "left": "issue:43540", "right": "issue:46752", "accept": false, - "reason": "Qwen3OmniMoe video processing and empty chat-template input are different bugs." + "reason": "Qwen3OmniMoe video-input processing and empty-list chat template handling are different crash sites." }, { "left": "issue:45072", "right": "issue:46829", "accept": false, - "reason": "dtype mismatch in inference and incorrect output-field population are unrelated." + "reason": "bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel and VideoPrism hidden_states/output-field mixup are not the same change." }, { "left": "issue:46614", "right": "issue:46665", "accept": false, - "reason": "Stale phonemizer backend state and from_pretrained behavior inside classes are different issues." + "reason": "A stale phonemizer backend after language switching and inconsistent from_pretrained behavior inside Python classes are different bugs." }, { "left": "issue:42491", "right": "issue:43299", - "accept": true, - "reason": "Both titles point to Qwen3 MoE-family loading regressions around the hf5.x/v5 transition; plausible same underlying model-loading break, though the evidence is only title-level." + "accept": false, + "reason": "Both are Qwen3 MoE-related, but one is LoRA compatibility across hf4.x/hf5.x and the other is a Qwen3VL MoE loading regression; too distinct to merge." }, { "left": "issue:43531", "right": "issue:45362", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE and Qwen3.5 chat crashes are different model issues." + "reason": "Sliding_window behavior in Qwen3-MoE and a Qwen3.5 chat crash are different underlying failures." + }, + { + "left": "issue:45588", + "right": "issue:46851", + "accept": false, + "reason": "FlashAttention crashing on sink-less models with s_aux=None is unrelated to Qwen3.5 variable-length position_ids." }, { "left": "issue:44246", "right": "issue:44871", "accept": false, - "reason": "Import slowdown and Gemma eos_token_id inconsistency are unrelated." + "reason": "Load-balancing loss suppression and Gemma-3 eos_token_id inconsistency are different model/config bugs." }, { - "left": "issue:45588", - "right": "issue:46851", + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "Reading position_ids after buffer registration and a Gemma4 zero3 from_pretrained failure are not the same bug." + }, + { + "left": "issue:44242", + "right": "issue:45593", "accept": false, - "reason": "FlashAttention s_aux handling and Qwen3.5 variable-length position_ids are different code paths." + "reason": "Missing load-balancing loss when output_router_logits=False and missing auxiliary losses when denoising is off are similar in theme but different model-specific behaviors." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "ANSI code leakage in loading_report and GLM-5 RoPE implementation discussion are unrelated." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "The overall summary is mostly conservative, but it overstates what the packet supports in one key place: calling issue:43299 \"specific, reproducible, and broad enough to cover the Qwen3 MoE loading regression family\" goes beyond the visible evidence, since the packet only gives titles/metadata and not the issue bodies. The accepted soft pair (issue:42491 vs issue:43299) is plausible, but the rationale should be phrased more tentatively because the shared underlying bug is not directly demonstrated in the packet. A tighter, evidence-bound summary would be safer." - }, - "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 }, @@ -13217,10 +13137,10 @@ "review_unit_count": 60, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-502", + "cluster_id": "cluster-10000-503", "nodes": [ "issue:36246", "issue:41950", @@ -13230,6 +13150,7 @@ "issue:43262", "issue:43295", "issue:43475", + "issue:43526", "issue:43540", "issue:43550", "issue:43596", @@ -13239,13 +13160,12 @@ "issue:44242", "issue:44246", "issue:44295", - "issue:44336", "issue:44351", "issue:44451", "issue:44466", "issue:44479", - "issue:44485", "issue:44496", + "issue:44623", "issue:44749", "issue:44779", "issue:44857", @@ -13256,10 +13176,8 @@ "issue:45292", "issue:45335", "issue:45375", - "issue:45397", "issue:45561", "issue:45584", - "issue:45593", "issue:45600", "issue:45759", "issue:45859", @@ -13268,13 +13186,12 @@ "issue:46399", "issue:46506", "issue:46655", + "issue:46726", "issue:46752", - "issue:46821" + "issue:46821", + "issue:46897" ], "soft_pairs": [ - "issue:44295|issue:45397", - "issue:44242|issue:45593", - "issue:44336|issue:44485", "issue:45003|issue:46821", "issue:42886|issue:46132", "issue:43550|issue:46506", @@ -13301,216 +13218,212 @@ "issue:44466|issue:45335", "issue:44877|issue:45375", "issue:36246|issue:43596", - "issue:44242|issue:44857" + "issue:44242|issue:44857", + "issue:44623|issue:46726", + "issue:43526|issue:46897" ], - "prepared_review_unit_hash": "33b2ebdb2e745551496d8874b2c6c62fcadd49e276ce5714ed861dc1b3534b4f", + "prepared_review_unit_hash": "d98739e0882e202d80edfc23d20c09aa75739e1a0d3f3af6e5be4de5bc102148", "component_budget": { - "node_count": 502, - "item_count": 502, - "soft_pair_count": 1845, - "serialized_chars": 957282, - "estimated_input_tokens": 239321, - "estimated_eval_tokens": 478898 + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1849, + "serialized_chars": 959374, + "estimated_input_tokens": 239844, + "estimated_eval_tokens": 479944 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36652, - "estimated_input_tokens": 9163, - "estimated_eval_tokens": 18582 + "soft_pair_count": 29, + "serialized_chars": 36456, + "estimated_input_tokens": 9114, + "estimated_eval_tokens": 18484 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is very loose: most items are unrelated Transformers bugs that only share superficial subsystem keywords. I did not find any soft pair that looks like the same underlying issue, so I rejected all candidate merges.", - "confidence": 0.27, - "canonical_issue_reason": "Issue 44479 is the broadest concrete bug report in the set: a video-input regression spanning several Qwen multimodal variants, so it is the best anchor among these loosely related model-regression reports.", + "summary": "This cluster is mostly heterogeneous: import/load/config regressions, a few multimodal/video bugs, and several unrelated model-specific failures. None of the soft pairs look like the same underlying bug/change, so no duplicate merges are justified.", + "confidence": 0.79, + "canonical_issue_reason": "issue:44479 is the broadest concrete regression report in the set, spanning multiple Qwen video models and aligning with the closest neighboring video-input report; it is a better umbrella anchor than the more narrow or purely internal issues.", "canonical_pr_reason": null, - "best_issue_reason": "44479 is the most representative and actionable issue here because it describes a specific regression with multiple affected models and a clear failure mode.", + "best_issue_reason": "issue:44479 is the strongest high-signal user-facing bug report here, with a clear versioned regression and multiple affected models.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44295", - "right": "issue:45397", - "accept": false, - "reason": "Both are model-loading failures, but they are different bugs in different code paths: buffer access vs DeepSpeed/zero3 from_pretrained." - }, - { - "left": "issue:44242", - "right": "issue:45593", - "accept": false, - "reason": "Both mention missing loss terms, but one is router load-balancing loss and the other is D-FINE auxiliary losses; different models and conditions." - }, - { - "left": "issue:44336", - "right": "issue:44485", - "accept": false, - "reason": "ANSI-code output formatting and GLM-5 RoPE implementation are unrelated." - }, { "left": "issue:45003", "right": "issue:46821", "accept": false, - "reason": "sys.modules access bug and TimesFM window_size AttributeError are unrelated implementation issues." + "reason": "Unsafe sys.modules access in modeling_utils is unrelated to a TimesFM window_size AttributeError." }, { "left": "issue:42886", "right": "issue:46132", "accept": false, - "reason": "Offline cache loading and AttentionInterface.register behavior are different subsystems and failure modes." + "reason": "Offline-cache tokenizer loading and AttentionInterface.register behavior are different code paths and failures." }, { "left": "issue:43550", "right": "issue:46506", "accept": false, - "reason": "torch.compile + SDPA on Bamba and CPU/CUDA divergence on PPDocLayoutV3 are unrelated model/runtime bugs." + "reason": "Bamba torch.compile/SDPA crash is not the same bug as PPDocLayoutV3 CPU/CUDA output divergence." }, { "left": "issue:44451", "right": "issue:46752", "accept": false, - "reason": "A model-loading failure and an empty-list apply_chat_template crash are not the same bug." + "reason": "Model loading failure and empty-list apply_chat_template IndexError are unrelated." }, { "left": "issue:44779", "right": "issue:45292", "accept": false, - "reason": "Tokenizer correctness regression and resize_token_embeddings propagation are different code paths." + "reason": "DeepSeek tokenizer correctness and resize_token_embeddings propagation are different issues." }, { "left": "issue:43901", "right": "issue:45003", "accept": false, - "reason": "Docs/behavior mismatch for text classification is unrelated to sys.modules access in modeling_utils." + "reason": "Documentation mismatch for return_all_scores is unrelated to sys.modules access in modeling_utils." }, { "left": "issue:36246", "right": "issue:42757", "accept": false, - "reason": "Two import errors, but for different symbols and different dependency packages." + "reason": "Both are import errors, but they concern different symbols and packages with no shared code path." }, { "left": "issue:43257", "right": "issue:45137", "accept": false, - "reason": "Both involve DeepSpeed, but one is weight conversion in loading and the other is a deque IndexError in ZeRO3 init." + "reason": "Qwen3 MOE weight conversion under accelerate/deepspeed is not the same as a ZeRO3 deque IndexError." }, { "left": "issue:36246", "right": "issue:44351", "accept": false, - "reason": "Both are import-name errors, but they concern different missing exports and likely different causes." + "reason": "Importing Qwen2_5_VLImageProcessor and importing HybridCache are unrelated missing-symbol failures." }, { "left": "issue:41950", "right": "issue:44220", "accept": false, - "reason": "Video-classification processor selection and _torch_extract_fbank_features are unrelated." + "reason": "Video-classification processor lookup and fbank feature extraction are different subsystems." }, { "left": "issue:44496", "right": "issue:45003", "accept": false, - "reason": "Unrecognized model/config loading is not the same as unsafe sys.modules access." + "reason": "Missing model_type in config loading is not the same as unsafe sys.modules access." }, { "left": "issue:45003", "right": "issue:45561", "accept": false, - "reason": "sys.modules access in modeling_utils and pytest-xdist captured_info.txt races are unrelated." + "reason": "Module lookup logic and pytest-xdist file-race behavior do not share the same underlying bug." }, { "left": "issue:43540", "right": "issue:46655", "accept": false, - "reason": "Qwen3OmniMoe video-input ValueError and SmolVLM padding calculation are both video-related, but they are distinct bugs in different processors." + "reason": "Both are video-related, but they are different model-specific processing bugs with different failure modes." }, { "left": "issue:43262", "right": "issue:44246", "accept": false, - "reason": "Audio chat-template sampling-rate default and import latency are unrelated." + "reason": "Audio sampling-rate defaulting and import latency are unrelated." }, { "left": "issue:45375", "right": "issue:45759", "accept": false, - "reason": "Both are Qwen multimodal config issues, but one is a missing field dropped by strict config and the other is unwrapping text_config in from_config." + "reason": "Missing config field handling and text_config unwrapping are separate composite-config bugs." }, { "left": "issue:44162", "right": "issue:45200", "accept": false, - "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids handling are unrelated model-specific bugs." + "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids defaults are unrelated model-specific issues." }, { "left": "issue:44479", "right": "issue:46655", "accept": false, - "reason": "Both are video regressions, but one is a broad Qwen v5.3.0 input regression and the other is a SmolVLM padding bug; not the same underlying change." + "reason": "Both involve video inputs, but the affected models and the concrete bugs differ; they are not the same underlying regression." }, { "left": "issue:45859", "right": "issue:46399", "accept": false, - "reason": "Both touch Qwen3.5 rotary code, but one is CPU offload compatibility and the other is a missing decorator during kernel registration." + "reason": "CPU-offload incompatibility in rotary embedding is distinct from a use_kernels registration/decorator crash." }, { "left": "issue:44295", "right": "issue:44749", "accept": false, - "reason": "A buffer-read IndexError and a general performance slowdown after upgrading versions are not the same bug." + "reason": "A position_ids buffer read error is unrelated to a performance regression after upgrading transformers." }, { "left": "issue:43475", "right": "issue:46369", "accept": false, - "reason": "Missing output attribute in SAM3 video encoder and memory overflow in sam3-litetext are different problems." + "reason": "SAM 3 video attribute error and SAM 3 LiteText memory overflow are different failures." }, { "left": "issue:45137", "right": "issue:45600", "accept": false, - "reason": "Zero3 deque exhaustion and stale auto_mappings references are unrelated." + "reason": "DeepSpeed ZeRO3 deque failure and stale auto_mappings config references are unrelated." }, { "left": "issue:43295", "right": "issue:45292", "accept": false, - "reason": "Processor.tokenizer regression and token embedding resize propagation are different features." + "reason": "Processor.tokenizer/image forwarding regression and embedding resize propagation are different bugs." }, { "left": "issue:45292", "right": "issue:45584", "accept": false, - "reason": "Embedding resize propagation and empty-transcription Whisper generation are unrelated." + "reason": "Embedding resize behavior and Whisper empty-transcription handling are not the same code-path problem." }, { "left": "issue:44466", "right": "issue:45335", "accept": false, - "reason": "Two separate serialization/resizing issues in different model families." + "reason": "These are both weight/embedding-related, but one is serialization inconsistency and the other is resize propagation to decoder embeddings." }, { "left": "issue:44877", "right": "issue:45375", "accept": false, - "reason": "Strict config rejection of granite_speech and missing deepstack_visual_indexes in Qwen3_5MoeVisionConfig are different config issues." + "reason": "Strict config rejection for granite_speech and missing deepstack_visual_indexes in Qwen configs are unrelated config-schema issues." }, { "left": "issue:36246", "right": "issue:43596", "accept": false, - "reason": "An import-error for a missing processor export and a DeepSpeed/BertModel IndexError are unrelated." + "reason": "Qwen image-processor import failure and DeepSpeed/BertModel ZeRO3 IndexError are unrelated." }, { "left": "issue:44242", "right": "issue:44857", "accept": false, - "reason": "Missing router loss and float16 AMP CUDA crash in LwDetrImageLoss are different bugs." + "reason": "MoE load-balancing loss omission and LwDetrImageLoss AMP crash are different training bugs." + }, + { + "left": "issue:44623", + "right": "issue:46726", + "accept": false, + "reason": "processor.save_pretrained file omissions and AutoProcessor backend-missing errors are different save/load pathways." + }, + { + "left": "issue:43526", + "right": "issue:46897", + "accept": false, + "reason": "BEiT reduce_labels truncation and Florence2 double-shift training loss are not the same bug." } ] }, @@ -13529,10 +13442,10 @@ "review_unit_count": 60, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-502", + "cluster_id": "cluster-10000-503", "nodes": [ "issue:29870", "issue:30333", @@ -13556,7 +13469,6 @@ "issue:44368", "issue:44479", "issue:44483", - "issue:44623", "issue:44877", "issue:44977", "issue:44987", @@ -13568,42 +13480,41 @@ "issue:45412", "issue:45459", "issue:45563", + "issue:45588", "issue:45656", + "issue:45685", "issue:45987", "issue:46082", "issue:46123", "issue:46170", "issue:46202", "issue:46421", + "issue:46431", "issue:46506", "issue:46710", - "issue:46726", "issue:46832", "issue:46851", - "issue:46894", - "issue:46897" + "issue:46894" ], "soft_pairs": [ - "issue:44623|issue:46726", - "issue:43526|issue:46897", "issue:44987|issue:45459", "issue:44038|issue:46506", "issue:29870|issue:30333", "issue:42199|issue:46851", - "issue:44479|issue:46170", "issue:44060|issue:44077", "issue:43526|issue:46894", - "issue:45412|issue:46123", + "issue:44479|issue:46170", "issue:43653|issue:44162", "issue:44368|issue:44977", "issue:43352|issue:45250", + "issue:45412|issue:46123", "issue:42886|issue:45229", - "issue:44877|issue:46170", - "issue:43475|issue:43540", "issue:45397|issue:45656", + "issue:43475|issue:43540", + "issue:44877|issue:46170", "issue:46170|issue:46832", - "issue:43065|issue:43408", "issue:43723|issue:46710", + "issue:43065|issue:43408", "issue:44368|issue:45563", "issue:44995|issue:45200", "issue:45987|issue:46082", @@ -13611,209 +13522,211 @@ "issue:44188|issue:46202", "issue:44483|issue:46202", "issue:43906|issue:46202", - "issue:44188|issue:46421" + "issue:44188|issue:46421", + "issue:44995|issue:45588", + "issue:45685|issue:46431" ], - "prepared_review_unit_hash": "c22b832cc08c2b8d273c1e2f916b7245f54ba4fd5ea5bffffea155f4dffd15ee", + "prepared_review_unit_hash": "762d4df2054c58df5fca29d60661e35d928679ed8d15b30b9edd8d7bd0d96cee", "component_budget": { - "node_count": 502, - "item_count": 502, - "soft_pair_count": 1845, - "serialized_chars": 957282, - "estimated_input_tokens": 239321, - "estimated_eval_tokens": 478898 + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1849, + "serialized_chars": 959374, + "estimated_input_tokens": 239844, + "estimated_eval_tokens": 479944 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36064, - "estimated_input_tokens": 9016, - "estimated_eval_tokens": 18288 + "serialized_chars": 36113, + "estimated_input_tokens": 9029, + "estimated_eval_tokens": 18314 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: it mixes unrelated bugs across tokenizers, generation, vision models, config loading, cache behavior, and environment-specific failures. None of the soft-edge pairs look like the same underlying issue, so this is not a clean duplicate cluster.", - "confidence": 0.99, - "canonical_issue_reason": "No single canonical issue fits this set; the items are largely unrelated and should be split rather than deduplicated under one bug.", + "summary": "This set is highly heterogeneous: the soft edges are mostly false positives linking unrelated model-, tokenizer-, training-, and infrastructure-specific bugs. No PRs are present in the cluster.", + "confidence": 0.97, + "canonical_issue_reason": "Issue:44479 is the most representative concrete regression report in the set: it has a clear version boundary, a reproducible video-input failure, and spans multiple related Qwen model variants.", "canonical_pr_reason": null, - "best_issue_reason": "No clear best representative exists because the issues span different subsystems and failure modes.", + "best_issue_reason": "Issue:44479 is the best single issue to keep as a canonical example because it is specific, actionable, and broader than the single-model reports, while the rest of the cluster is mostly unrelated.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44623", - "right": "issue:46726", - "accept": false, - "reason": "Missing files on save_pretrained and missing-vision-backend AutoProcessor errors are different tokenizer/processor paths." - }, - { - "left": "issue:43526", - "right": "issue:46897", - "accept": false, - "reason": "Beit label reduction and CohereASR training-loss shifting are different bugs in different models." - }, { "left": "issue:44987", "right": "issue:45459", "accept": false, - "reason": "Tokenizer load failure in v5.1.0 and protobuf-error masking are unrelated load/error-handling issues." + "reason": "Tokenizer loading failure vs protobuf decode-error masking; different failure modes and code paths." }, { "left": "issue:44038", "right": "issue:46506", "accept": false, - "reason": "Qwen3-VL-Moe version breakage and CPU/CUDA result divergence in PPDocLayoutV3 are different problems." + "reason": "Qwen3-VL-Moe version bug vs CPU/CUDA result divergence in a different model; unrelated." }, { "left": "issue:29870", "right": "issue:30333", "accept": false, - "reason": "A generation-time UnboundLocalError and failed-job MLflow reporting are unrelated." + "reason": "Bart generate() UnboundLocalError vs MLflow reporting issue; completely different subsystems." }, { "left": "issue:42199", "right": "issue:46851", "accept": false, - "reason": "DETR cardinality validation and Qwen3.5 variable-length position_ids are different code paths." - }, - { - "left": "issue:44479", - "right": "issue:46170", - "accept": false, - "reason": "A video-input regression and a Windows ROCm import/dependency error are unrelated." + "reason": "DETR cardinality assertion vs Qwen3.5 variable-length position_ids; unrelated model families." }, { "left": "issue:44060", "right": "issue:44077", "accept": false, - "reason": "Incorrect tied-weights warning in Qwen3-Next and patchtsmixer post_init policy are not the same bug." + "reason": "Qwen3-Next tied-weights warning vs patchtsmixer post_init policy; not the same bug." }, { "left": "issue:43526", "right": "issue:46894", "accept": false, - "reason": "Both mention shifting-like symptoms, but they affect different models and different preprocessing/training paths." + "reason": "BEiT label reduction bug vs CohereASR training-loss shift bug; only a vague pattern match." }, { - "left": "issue:45412", - "right": "issue:46123", + "left": "issue:44479", + "right": "issue:46170", "accept": false, - "reason": "A memory-leak-on-delete issue and a partial-batch pipeline flag bug are unrelated." + "reason": "Video-input regression in Qwen variants vs Windows/ROCm torch.distributed import problem; unrelated." }, { "left": "issue:43653", "right": "issue:44162", "accept": false, - "reason": "BigBirdTokenizer special-token registration and ESM2 breakage are separate tokenizer/model issues." + "reason": "BigBird tokenizer special-token bug vs ESM2 breakage; different models and symptoms." }, { "left": "issue:44368", "right": "issue:44977", "accept": false, - "reason": "A tied-embeddings warning during fine-tuning and a flash-attention generation failure are different failures." + "reason": "Warning about tie_word_embeddings in Qwen3.5 fine-tuning vs flash-attention generation failure; different issues." }, { "left": "issue:43352", "right": "issue:45250", "accept": false, - "reason": "One is Nemotron lacking FA2 support; the other is only a generic Flash Attention 2.0 topic with no matching concrete bug." + "reason": "Nemotron Flash Attention 2 support gap vs a generic Flash Attention 2.0 issue; too broad and not the same concrete bug." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "RT-DETR memory leak vs MaskGenerationPipeline final-batch dropping; unrelated behavior." }, { "left": "issue:42886", "right": "issue:45229", "accept": false, - "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU OOM are unrelated." + "reason": "Offline tokenizer cache loading vs Gemma4 multi-GPU OOM; no shared bug path." }, { - "left": "issue:44877", - "right": "issue:46170", + "left": "issue:45397", + "right": "issue:45656", "accept": false, - "reason": "Strict config loading and a Windows ROCm distributed-import failure are unrelated." + "reason": "Gemma-4 zero3 loading failure vs Deepspeed double optimizer step; different code paths." }, { "left": "issue:43475", "right": "issue:43540", "accept": false, - "reason": "A missing attribute on Sam3 vision output and a Qwen3OmniMoe video-processing ValueError are different bugs." + "reason": "SAM 3 video encoder attribute error vs Qwen3OmniMoe video-input ValueError; unrelated." }, { - "left": "issue:45397", - "right": "issue:45656", + "left": "issue:44877", + "right": "issue:46170", "accept": false, - "reason": "Gemma-4 Zero3 from_pretrained loading and a double optimizer.step under deepspeed are not the same change or bug." + "reason": "Strict config parsing vs Windows/ROCm distributed import failure; different layers." }, { "left": "issue:46170", "right": "issue:46832", "accept": false, - "reason": "Import/dependency failure on Windows and RT-DETR forward shape mismatch are unrelated." + "reason": "ROCm/Windows import issue vs RT-DETR forward shape error; unrelated." }, { - "left": "issue:43065", - "right": "issue:43408", + "left": "issue:43723", + "right": "issue:46710", "accept": false, - "reason": "A dummy Conv2d implementation and a model-type mismatch warning in SAM3 are different issues." + "reason": "Tokenizer loading issue in v5 vs model accuracy regression after upgrade; not the same defect." }, { - "left": "issue:43723", - "right": "issue:46710", + "left": "issue:43065", + "right": "issue:43408", "accept": false, - "reason": "Tokenizer loading in v5 and an accuracy regression after upgrade are not the same concrete bug." + "reason": "Dummy Conv2d in Sam3PixelDecoder vs wrong model type warning for sam3_tracker; related area but different bugs." }, { "left": "issue:44368", "right": "issue:45563", "accept": false, - "reason": "A tie_word_embeddings warning and a stale num_return_sequences warning are different warning/validation issues." + "reason": "Tie-word-embeddings warning vs stale num_return_sequences warning; distinct generation warnings." }, { "left": "issue:44995", "right": "issue:45200", "accept": false, - "reason": "GlmMoeDsa stale cache crash and Gemma4 mm_token_type_ids defaulting are unrelated." + "reason": "Stale indexer cache crash vs Gemma4 mm_token_type_ids defaulting; unrelated." }, { "left": "issue:45987", "right": "issue:46082", "accept": false, - "reason": "StaticCache return-type contract and LlamaConfig head_dim validation are separate config/runtime issues." + "reason": "StaticCache return-type bug vs LlamaConfig head_dim validation; different configuration/runtime problems." }, { "left": "issue:43931", "right": "issue:44368", "accept": false, - "reason": "Qwen3-VL-30B weight-shape mismatch and a tie-word-embeddings warning are unrelated." + "reason": "Qwen3-VL weight-shape loading mismatch vs Qwen3.5 tie-word-embeddings warning; unrelated." }, { "left": "issue:44188", "right": "issue:46202", "accept": false, - "reason": "Attention-kernel divergence under torch.compile and Gemma roundtrip tokenization failure are different bugs." + "reason": "torch.compile attention-kernel divergence vs Gemma pipeline roundtrip issue; different subsystems." }, { "left": "issue:44483", "right": "issue:46202", "accept": false, - "reason": "Chat/completions request rejection and Gemma pipeline roundtrip failure are unrelated." + "reason": "Chat/completions API regression vs Gemma pipeline roundtrip failure; unrelated." }, { "left": "issue:43906", "right": "issue:46202", "accept": false, - "reason": "An isolated reproduction of a different upstream issue is not the same as the Gemma roundtrip bug." + "reason": "Isolated reproduction of another issue vs Gemma pipeline tokenizer roundtrip failure; not the same bug." }, { "left": "issue:44188", "right": "issue:46421", "accept": false, - "reason": "Torch.compile attention divergence and cache lazy-init recompilation are different performance/correctness issues." - } - ] - }, - "evaluator_result": null, - "evaluator_used": false, + "reason": "Attention kernel divergence under compile vs cache lazy-init recompilation; different performance/logic bugs." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "GlmMoeDsa second-pass crash vs flash_attention.py s_aux=None AttributeError; unrelated." + }, + { + "left": "issue:45685", + "right": "issue:46431", + "accept": false, + "reason": "MPS histogram_int error in moe code vs missing chat template error; different model/input handling issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, "retried": false, "accepted_nontrivial_soft_edge": false, "error_kind": null, @@ -13827,10 +13740,10 @@ "review_unit_count": 60, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-502", + "cluster_id": "cluster-10000-503", "nodes": [ "issue:28282", "issue:30990", @@ -13846,7 +13759,10 @@ "issue:43646", "issue:43673", "issue:43701", + "issue:43723", + "issue:43986", "issue:43994", + "issue:44038", "issue:44162", "issue:44188", "issue:44297", @@ -13858,7 +13774,6 @@ "issue:44871", "issue:44933", "issue:44964", - "issue:44995", "issue:45103", "issue:45137", "issue:45230", @@ -13867,12 +13782,10 @@ "issue:45375", "issue:45397", "issue:45478", - "issue:45588", "issue:45656", - "issue:45685", "issue:46123", "issue:46132", - "issue:46431", + "issue:46326", "issue:46463", "issue:46726", "issue:46752", @@ -13882,11 +13795,9 @@ "issue:46877" ], "soft_pairs": [ - "issue:44995|issue:45588", - "issue:45685|issue:46431", "issue:45103|issue:46858", - "issue:43065|issue:46123", "issue:44361|issue:44749", + "issue:43065|issue:46123", "issue:44297|issue:44623", "issue:43994|issue:46726", "issue:44749|issue:45656", @@ -13900,220 +13811,232 @@ "issue:45375|issue:45478", "issue:44188|issue:46851", "issue:43475|issue:46821", - "issue:28282|issue:30990", "issue:43232|issue:43673", + "issue:28282|issue:30990", "issue:44964|issue:45137", "issue:44869|issue:45356", - "issue:46463|issue:46877", "issue:45310|issue:45375", + "issue:46463|issue:46877", "issue:39692|issue:46726", "issue:41628|issue:44933", "issue:44373|issue:46851", - "issue:45230|issue:45397" + "issue:45230|issue:45397", + "issue:43986|issue:46726", + "issue:44038|issue:44623", + "issue:43723|issue:46326" ], - "prepared_review_unit_hash": "a77efa4ddaafa426d8935c88c214f953faaee8f53bea6d0782158ea443e12bee", + "prepared_review_unit_hash": "4a181e19719c51abeb87376c71a743e13d66e2af838b70cc813536eb8aeb780f", "component_budget": { - "node_count": 502, - "item_count": 502, - "soft_pair_count": 1845, - "serialized_chars": 957282, - "estimated_input_tokens": 239321, - "estimated_eval_tokens": 478898 + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1849, + "serialized_chars": 959374, + "estimated_input_tokens": 239844, + "estimated_eval_tokens": 479944 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 35949, - "estimated_input_tokens": 8988, - "estimated_eval_tokens": 18232 + "soft_pair_count": 29, + "serialized_chars": 36158, + "estimated_input_tokens": 9040, + "estimated_eval_tokens": 18336 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly heterogeneous issue reports spanning unrelated bugs in loading, generation, tokenizers, vision models, docs, and integrations. None of the soft pairs convincingly describe the same underlying bug/change; the only nearby repetition is the Qwen3.5 MoE from_pretrained family, but it is still not close enough to merge as duplicates.", - "confidence": 0.62, - "canonical_issue_reason": "Issue 45310 is the best representative anchor because it names a concrete, recurring Qwen3.5 MoE from_pretrained regression and is the closest thing to a repeated theme in the set.", + "summary": "Most items are distinct model-, tokenizer-, processor-, or backend-specific regressions. The only clear duplicate family in the soft links is the Qwen3.5 MoE from_pretrained failure around the missing `deepstack_visual_indexes` field.", + "confidence": 0.81, + "canonical_issue_reason": "`issue:43646` is the broadest representative here: a Transformers 5.0 custom-initialization regression that best captures the cluster\u2019s general v5 breakage theme without being tied to one niche model.", "canonical_pr_reason": null, - "best_issue_reason": "45310 is the broadest, most actionable issue in the cluster and the closest to a repeated model-specific failure pattern; however, the overall cluster does not look like a true duplicate set.", + "best_issue_reason": "`issue:43646` has the best triage value as the cluster representative because it is clearly stated, broadly scoped, and central to the repeated v5 API-break pattern in this set.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44995", - "right": "issue:45588", - "accept": false, - "reason": "Both are runtime crashes, but they involve different code paths: stale cache on second forward pass vs flash-attention sink-less handling." - }, - { - "left": "issue:45685", - "right": "issue:46431", - "accept": false, - "reason": "Completely different subsystems: MPS histogram/int kernel support vs chat-template availability in processors." - }, { "left": "issue:45103", "right": "issue:46858", "accept": false, - "reason": "One is auto-docstring/introspection with future annotations, the other is cache length arithmetic in prefill; unrelated failures." + "reason": "Different failure modes: autodoc/annotations crash vs static-cache slice arithmetic bug." }, { - "left": "issue:43065", - "right": "issue:46123", + "left": "issue:44361", + "right": "issue:44749", "accept": false, - "reason": "Different models and bugs: a dummy Conv2d in Sam3PixelDecoder vs a MaskGenerationPipeline batching flag issue." + "reason": "Tokenizer AttributeError on tasks vs a performance slowdown after upgrade; unrelated code paths." }, { - "left": "issue:44361", - "right": "issue:44749", + "left": "issue:43065", + "right": "issue:46123", "accept": false, - "reason": "Tokenizer task AttributeError and a performance regression after upgrade are not the same bug." + "reason": "SAM3 pixel-decoder dummy layer vs MaskGenerationPipeline final-batch dropping; different bugs." }, { "left": "issue:44297", "right": "issue:44623", "accept": false, - "reason": "Both touch save_pretrained, but one is tokenizer metadata and the other is processor file saving; different failure modes." + "reason": "Tokenizer metadata mismatch vs processor save_pretrained missing files; similar area, different bug." }, { "left": "issue:43994", "right": "issue:46726", "accept": false, - "reason": "Both are vision-related, but one is wrong/incoherent model output and the other is an explicit missing-backend processor error." + "reason": "Wrong SigLIP2 outputs with AutoModel/pipeline vs missing-vision-backend AutoProcessor error." }, { "left": "issue:44749", "right": "issue:45656", "accept": false, - "reason": "Data filtering slowdown and double optimizer stepping under deepspeed are unrelated code paths." + "reason": "Data filtering slowdown vs double optimizer.step with deepspeed; not the same issue." }, { "left": "issue:43701", "right": "issue:44749", "accept": false, - "reason": "Checkpoint key mismatch is not the same issue as a performance regression after upgrading." + "reason": "Checkpoint key mismatch vs preprocessing slowdown; different subsystems." }, { "left": "issue:44871", "right": "issue:46132", "accept": false, - "reason": "EOS token config inconsistency and attention registration behavior are unrelated." + "reason": "eos_token_id config mismatch vs attention-registration behavior change; distinct bugs." }, { "left": "issue:43646", "right": "issue:44162", "accept": false, - "reason": "Both reference broad model breakage, but there is no concrete shared code-path or same underlying defect." + "reason": "Both are broad regressions, but one is custom model initialization and the other is an ESM2-specific breakage." }, { "left": "issue:44623", "right": "issue:45656", "accept": false, - "reason": "Processor save_pretrained missing artifacts and deepspeed optimizer double-step are unrelated." + "reason": "Processor serialization bug vs deepspeed optimizer-step duplication; unrelated." }, { "left": "issue:43441", "right": "issue:46752", "accept": false, - "reason": "FlashAttention failure for Ministral-3 and empty-list chat-template IndexError are separate bugs." + "reason": "FlashAttention failure on Ministral-3 vs empty-list chat template IndexError; different code paths." }, { "left": "issue:43475", "right": "issue:43643", "accept": false, - "reason": "Sam3VisionEncoderOutput attribute error and AutoConfig trust_remote_code field loss are different problems." + "reason": "Missing SAM3 output field vs trust_remote_code config field loss; both involve fields, but not the same bug." }, { "left": "issue:42994", "right": "issue:43482", "accept": false, - "reason": "Quantized model saving and GGUF loading are opposite directions and different failure modes." + "reason": "Quantized model saving failure vs GGUF loading failure; opposite operations and different models." }, { "left": "issue:45375", "right": "issue:45478", - "accept": false, - "reason": "Same model family, but one is a missing config field dropped by strict parsing and the other is a generic from_pretrained error; not enough to prove the same bug." + "accept": true, + "reason": "Same Qwen3.5 MoE from_pretrained regression; the missing `deepstack_visual_indexes` field matches the reported failure." }, { "left": "issue:44188", "right": "issue:46851", "accept": false, - "reason": "torch.compile attention-kernel divergence and Qwen3.5 variable-length position_ids are unrelated." + "reason": "Attention-kernel divergence under torch.compile vs Qwen3.5 variable-length position_ids bug; different defects." }, { "left": "issue:43475", "right": "issue:46821", "accept": false, - "reason": "Sam3 vision encoder attribute error and TimesFM window_size AttributeError affect different models and code paths." + "reason": "SAM3 vision output attribute error vs TimesFM window_size AttributeError; different models and code paths." }, { - "left": "issue:28282", - "right": "issue:30990", + "left": "issue:43232", + "right": "issue:43673", "accept": false, - "reason": "Missing PyTorch dependency ImportError is not the same as a hang while loading Sentence Transformers." + "reason": "Generation kwargs update after sync_gpus vs chunked_prefill cache-missing regression; unrelated generation bugs." }, { - "left": "issue:43232", - "right": "issue:43673", + "left": "issue:28282", + "right": "issue:30990", "accept": false, - "reason": "Generation kwargs sync-gpus handling and chunked_prefill cache availability are separate generation issues." + "reason": "Missing PyTorch ImportError vs SentenceTransformers loading hang; different symptoms and causes." }, { "left": "issue:44964", "right": "issue:45137", "accept": false, - "reason": "A multimodal model loading failure and a DeepSpeed ZeRO3 deque error are unrelated." + "reason": "Phi-4 multimodal load failure vs DeepSpeed ZeRO3 deque pop error; unrelated." }, { "left": "issue:44869", "right": "issue:45356", "accept": false, - "reason": "Both mention token/codec handling, but one is Whisper timestamp decoding and the other is a tokenizer regression in Kimi-K2.5." - }, - { - "left": "issue:46463", - "right": "issue:46877", - "accept": false, - "reason": "T5 decoder input validation and auto_docstring stdout logging are unrelated." + "reason": "Whisper timestamp decode crash vs Kimi-K2.5 tokenizer regression; different components." }, { "left": "issue:45310", "right": "issue:45375", + "accept": true, + "reason": "Same Qwen3.5 MoE from_pretrained failure family; `deepstack_visual_indexes` is the concrete missing-field cause." + }, + { + "left": "issue:46463", + "right": "issue:46877", "accept": false, - "reason": "Both are Qwen3.5 MoE-related, but one is a generic load failure and the other is a specific vision config field dropping issue." + "reason": "Decoder-input validation error message vs auto_docstring import-time diagnostics; unrelated." }, { "left": "issue:39692", "right": "issue:46726", "accept": false, - "reason": "A documentation/example mismatch with quantization errors is not the same as a missing vision backend processor error." + "reason": "SigLIP2 doc-example errors vs missing-vision-backend AutoProcessor crash; different issues." }, { "left": "issue:41628", "right": "issue:44933", "accept": false, - "reason": "Both are import errors, but they concern different symbols and different import locations." + "reason": "AutoImageProcessor import failure vs image_utils nonexistent import; both import-related but different symbols." }, { "left": "issue:44373", "right": "issue:46851", "accept": false, - "reason": "A wrong docstring for position_ids is not the same as a runtime failure using position_ids." + "reason": "Wrong docstring for position_ids vs actual Qwen3.5 variable-length position_ids bug." }, { "left": "issue:45230", "right": "issue:45397", "accept": false, - "reason": "The left issue is too generic to match a specific gemma-4 zero3 from_pretrained bug." + "reason": "Generic bug report vs gemma-4 ZeRO3 from_pretrained failure; not the same underlying bug." + }, + { + "left": "issue:43986", + "right": "issue:46726", + "accept": false, + "reason": "AutoProcessor video-model crash without torchvision vs unrecognized image processor without vision backend; different missing-dependency paths." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe v5 bug vs processor save_pretrained missing files; unrelated." + }, + { + "left": "issue:43723", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer loading regression vs `continue_final_message` behavior bug; different components." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The clustering summary is grounded in the packet, and the soft-edge decisions stay conservative. The only accepted duplicate family is the Qwen3.5 MoE from_pretrained regression around the missing `deepstack_visual_indexes` field, which is supported by the issue titles. The rest of the pair rejections are generally cautious and aligned with the distinct titles/subsystems shown in the packet." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -14125,10 +14048,10 @@ "review_unit_count": 60, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-502", + "cluster_id": "cluster-10000-503", "nodes": [ "issue:30333", "issue:30990", @@ -14140,23 +14063,23 @@ "issue:42371", "issue:42673", "issue:42831", + "issue:42898", "issue:42994", "issue:43232", "issue:43278", + "issue:43479", "issue:43504", "issue:43525", "issue:43704", - "issue:43723", "issue:43784", "issue:43824", "issue:43873", "issue:43976", - "issue:43986", "issue:44038", "issue:44222", "issue:44351", "issue:44496", - "issue:44623", + "issue:44568", "issue:44792", "issue:44857", "issue:44933", @@ -14171,25 +14094,22 @@ "issue:45561", "issue:45593", "issue:45600", + "issue:45712", "issue:45753", "issue:46202", - "issue:46326", "issue:46399", "issue:46701", - "issue:46726", + "issue:46829", "issue:46877" ], "soft_pairs": [ - "issue:43986|issue:46726", - "issue:44038|issue:44623", - "issue:43723|issue:46326", "issue:42994|issue:43525", "issue:42371|issue:45092", "issue:43873|issue:44945", "issue:45406|issue:46202", "issue:43784|issue:46399", - "issue:44945|issue:45753", "issue:44857|issue:46877", + "issue:44945|issue:45753", "issue:45593|issue:46877", "issue:41628|issue:44351", "issue:45081|issue:45103", @@ -14209,223 +14129,229 @@ "issue:45405|issue:46877", "issue:30333|issue:33290", "issue:43976|issue:44933", - "issue:30990|issue:35141" + "issue:30990|issue:35141", + "issue:42898|issue:44568", + "issue:42175|issue:45712", + "issue:43479|issue:46829" ], - "prepared_review_unit_hash": "10c405ac1b90468b6187dc4bd24455a793f91d14261a6a0e0a072e7e67eea0d6", + "prepared_review_unit_hash": "1439a8b3445e38a16bdaa4f7b8ba25cf85816020b71ae07afd418f3d53fb7b61", "component_budget": { - "node_count": 502, - "item_count": 502, - "soft_pair_count": 1845, - "serialized_chars": 957282, - "estimated_input_tokens": 239321, - "estimated_eval_tokens": 478898 + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1849, + "serialized_chars": 959374, + "estimated_input_tokens": 239844, + "estimated_eval_tokens": 479944 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36448, - "estimated_input_tokens": 9112, - "estimated_eval_tokens": 18480 + "serialized_chars": 36578, + "estimated_input_tokens": 9145, + "estimated_eval_tokens": 18546 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose collection of Transformers compatibility/import/load regressions rather than one shared defect. The strongest center is the import-error subgroup; most soft pairs are not true duplicates because they hit different symbols, models, or code paths.", - "confidence": 0.68, - "canonical_issue_reason": "issue:43824 is the strongest representative of the import-compatibility subgroup: it is a clear Transformers import failure, has multiple inbound references, and sits near several other missing-symbol/import regression reports.", + "summary": "This cluster is a broad mix of Transformers issues spanning imports, quantization/offloading, tokenization, multimodal models, and test/CI infrastructure. Most soft links are topical rather than true duplicates; the clearest duplicate pair is the repeated Qwen3ForCausalLM VRAM-leak report in 42673/43704.", + "confidence": 0.84, + "canonical_issue_reason": "No single canonical duplicate clearly stands out. Issue 43873 is a plausible representative for the open quantization/offloading area because it has broad active discussion and inbound references, but it is not uniquely central: issue 45561 is also open and has the same inbound reference count in the packet.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43824 has the best signal for a canonical issue in this cluster: high discussion, inbound references, and a broadly representative import-error failure mode.", + "best_issue_reason": "Issue 43873 is a reasonable cluster representative because it is an open, broadly scoped quantization/offloading report with substantial discussion and inbound references, but it should be treated as representative rather than uniquely central given the comparable inbound reference count on 45561.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43986", - "right": "issue:46726", - "accept": false, - "reason": "Both involve AutoProcessor/backend-vision failures, but one is a video model without torchvision and the other is an unrecognized image processor; same area, different bug." - }, - { - "left": "issue:44038", - "right": "issue:44623", - "accept": false, - "reason": "Qwen3-VL-Moe model compatibility is unrelated to processor.save_pretrained missing files." - }, - { - "left": "issue:43723", - "right": "issue:46326", - "accept": false, - "reason": "Tokenizer loading in v5 and mistral_common continue_final_message are different tokenizer bugs." - }, { "left": "issue:42994", "right": "issue:43525", "accept": false, - "reason": "Quantized model saving failure is unrelated to the Llama4Config pad_token_id attribute error." + "reason": "Quantized model saving failure and missing pad_token_id on Llama4Config are different bugs with different code paths." }, { "left": "issue:42371", "right": "issue:45092", "accept": false, - "reason": "TF32 API guidance is not the same as InternVL2 meta-initialization incompatibility." + "reason": "TF32 settings guidance is unrelated to the remote-code/meta-initialization incompatibility in InternVL2." }, { "left": "issue:43873", "right": "issue:44945", "accept": false, - "reason": "Quantization offloading and pipeline-parallel output corruption affect different execution paths." + "reason": "Quantization offloading and incorrect pipeline-parallel output are separate runtime problems." }, { "left": "issue:45406", "right": "issue:46202", "accept": false, - "reason": "Gemma4Processor missing _tokenizer and Gemma pipeline roundtrip failure are different Gemma issues." + "reason": "Missing Gemma4Processor._tokenizer and Gemma pipeline roundtrip on \u2581 are different tokenizer/pipeline failures." }, { "left": "issue:43784", "right": "issue:46399", "accept": false, - "reason": "Import-time NameError in sentence-transformers is unrelated to the Qwen3.5 kernel registration crash." + "reason": "An import-time NameError for nn and a Qwen3.5 kernel registration crash are unrelated regressions." }, { - "left": "issue:44945", - "right": "issue:45753", + "left": "issue:44857", + "right": "issue:46877", "accept": false, - "reason": "Pipeline-parallel output mismatch is not the same as Qwen3.5 looping on a specific image." + "reason": "AMP/CUDA loss crash in LwDetr and auto_docstring stdout logging are unrelated subsystems." }, { - "left": "issue:44857", - "right": "issue:46877", + "left": "issue:44945", + "right": "issue:45753", "accept": false, - "reason": "AMP/CUDA loss crash is unrelated to auto_docstring printing diagnostics at import time." + "reason": "Pipeline-parallel incorrect output and a Qwen3_5 image infinite loop are not the same failure mode." }, { "left": "issue:45593", "right": "issue:46877", "accept": false, - "reason": "Missing auxiliary losses in D-FINE is unrelated to docstring lint output noise." + "reason": "D-FINE auxiliary-loss behavior and auto_docstring import-time diagnostics are unrelated issues." }, { "left": "issue:41628", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but they concern different missing symbols and different code paths." + "reason": "Both are import errors, but they involve different missing symbols and separate export regressions." }, { "left": "issue:45081", "right": "issue:45103", "accept": false, - "reason": "Mistral tokenizer regex patching and auto_docstring annotations crash are unrelated." + "reason": "Mistral tokenizer patch crash and future-annotations docstring crash do not share a concrete code path." }, { "left": "issue:36010", "right": "issue:41628", "accept": false, - "reason": "Both are import failures, but GenerationMixin and AutoImageProcessor are separate missing exports." + "reason": "GenerationMixin and AutoImageProcessor import failures are distinct missing-export bugs." }, { "left": "issue:46202", "right": "issue:46701", "accept": false, - "reason": "Gemma pipeline roundtrip failure is not the same as DiffusionGemmaGenerationOutput pipeline breakage." + "reason": "These are related by Gemma family and pipeline area, but they are different underlying bugs." }, { "left": "issue:43278", "right": "issue:45137", "accept": false, - "reason": "Embedding dtype drift and ZeRO3 deque underflow are unrelated training/runtime bugs." + "reason": "Embedding dtype drift in eval and a DeepSpeed ZeRO3 deque IndexError are unrelated." }, { "left": "issue:44038", "right": "issue:45310", "accept": false, - "reason": "Both are Qwen MoE-related, but they describe different models and different from_pretrained failures." + "reason": "Both mention Qwen3 Moe variants, but they affect different versions and different failure surfaces." }, { "left": "issue:42673", "right": "issue:43704", - "accept": false, - "reason": "These are the same title, but without body evidence we cannot confirm the exact same underlying VRAM leak; still too weak to merge here." + "accept": true, + "reason": "Same title, same model, and the same VRAM-leak symptom in multiple dataloader threads strongly indicate duplicate reports of the same bug." }, { "left": "issue:44222", "right": "issue:45310", "accept": false, - "reason": "FP8 save_pretrained and Qwen3.5 MoE from_pretrained are different failure modes." + "reason": "FP8 save_pretrained failure and Qwen3.5 from_pretrained incompatibility are separate model lifecycle issues." }, { "left": "issue:42994", "right": "issue:43824", "accept": false, - "reason": "Quantized model saving failure is not the same as an import error for a specific Qwen2.5-VL class." + "reason": "Quantized model saving and Qwen2_5_VL import failure are unrelated bugs." }, { "left": "issue:42831", "right": "issue:44222", "accept": false, - "reason": "FP8 accuracy regression and FP8 save_pretrained failure are different issues." + "reason": "FineGrainedFP8 accuracy regression and FP8 save_pretrained failure are different concrete problems." }, { "left": "issue:43232", "right": "issue:44792", "accept": false, - "reason": "Generation kwargs handling after sync_gpus is unrelated to janus image-generation test failure." + "reason": "Generation kwargs update after sync_gpus and janus image-generation test failure are not the same issue." }, { "left": "issue:43504", "right": "issue:45561", "accept": false, - "reason": "Legacy preset loading for Beit is unrelated to a pytest-xdist race in testing utils." + "reason": "Beit legacy-field loading and pytest-xdist file race are unrelated issues." }, { "left": "issue:45561", "right": "issue:45600", "accept": false, - "reason": "Test-worker race and stale auto_mappings references are both CI problems but not the same bug." + "reason": "A test-worker race and stale auto_mappings references are separate CI/test-maintenance problems." }, { "left": "issue:44496", "right": "issue:45561", "accept": false, - "reason": "Unrecognized model/config loading and xdist race conditions are unrelated." + "reason": "Unrecognized model config and xdist race on captured_info.txt do not share a code path." }, { "left": "issue:42175", "right": "issue:44933", "accept": false, - "reason": "Packaging backend selection and a missing image_utils import are unrelated." + "reason": "Packaging/backend installation and a missing image_utils import are different dependency/import bugs." }, { "left": "issue:45405", "right": "issue:46877", "accept": false, - "reason": "PEFT version pinning and auto_docstring stdout diagnostics are unrelated maintenance issues." + "reason": "PEFT version bump timing and auto_docstring import-time logging are unrelated." }, { "left": "issue:30333", "right": "issue:33290", "accept": false, - "reason": "MLflow reporting after failed training and DeepSpeed OOM from Adafactor are different training issues." + "reason": "MLFlow reporting after failed training and AdaFactor OOM in deepspeed are separate training-path issues." }, { "left": "issue:43976", "right": "issue:44933", "accept": false, - "reason": "Python version compatibility and missing image_utils import are unrelated." + "reason": "Python version compatibility breakage and a missing image_utils import are unrelated regressions." }, { "left": "issue:30990", "right": "issue:35141", "accept": false, - "reason": "Sentence-transformers load hang and token embedding resize reinitialization are unrelated." + "reason": "Sentence-Transformers loading hang and token-embedding resize reinitialization are different bugs." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenization-related, but they describe different defects and behaviors." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Missing TensorFlow backend in install extras and leftover dummy PT classes are separate packaging/CI issues." + }, + { + "left": "issue:43479", + "right": "issue:46829", + "accept": false, + "reason": "Phi4MultimodalConfig default-init bug and VideoPrism hidden_state/output mismatch are different multimodal model issues." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, + "evaluator_result": { + "accept": false, + "feedback": "The clustering is mostly conservative, but the representative-issue rationale overstates the evidence. In the packet, issue 43873 is not clearly \"the most central\" or the one with the most inbound references: issue 45561 is also open and has the same inbound reference count (6). Please phrase 43873 as a plausible representative, not a uniquely central one, and avoid ranking claims not directly supported by the packet. The summary\u2019s broad topical description and the duplicate call on 42673/43704 are otherwise grounded." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -14437,10 +14363,10 @@ "review_unit_count": 60, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-502", + "cluster_id": "cluster-10000-503", "nodes": [ "issue:22355", "issue:27957", @@ -14449,7 +14375,6 @@ "issue:34689", "issue:36331", "issue:39692", - "issue:42175", "issue:42222", "issue:42673", "issue:42898", @@ -14461,6 +14386,7 @@ "issue:43824", "issue:43874", "issue:44016", + "issue:44060", "issue:44075", "issue:44079", "issue:44190", @@ -14475,6 +14401,7 @@ "issue:44869", "issue:45092", "issue:45103", + "issue:45125", "issue:45200", "issue:45310", "issue:45356", @@ -14486,19 +14413,15 @@ "issue:46123", "issue:46231", "issue:46693", - "issue:46829", "issue:46877", "issue:46909" ], "soft_pairs": [ - "issue:42898|issue:44568", - "issue:42175|issue:45712", - "issue:43479|issue:46829", "issue:44623|issue:45310", "issue:46077|issue:46123", "issue:42673|issue:46693", - "issue:43479|issue:44869", "issue:42898|issue:45812", + "issue:43479|issue:44869", "issue:43723|issue:44568", "issue:44625|issue:46877", "issue:44016|issue:46231", @@ -14509,220 +14432,209 @@ "issue:44734|issue:45103", "issue:43874|issue:45092", "issue:27957|issue:30333", + "issue:30333|issue:34689", "issue:42222|issue:45200", "issue:42898|issue:43295", - "issue:30333|issue:34689", "issue:42898|issue:45356", "issue:44295|issue:45656", - "issue:43116|issue:44190", "issue:30333|issue:36331", + "issue:43116|issue:44190", "issue:45405|issue:45712", "issue:22355|issue:28282", "issue:44222|issue:44297", - "issue:44075|issue:46231" + "issue:44075|issue:46231", + "issue:44060|issue:45125" ], - "prepared_review_unit_hash": "200a501b76ed7c8f48a8bb499e6a86cfcaa6c2be5456a6271970895bf0034f54", + "prepared_review_unit_hash": "047437477f05b8a4088e4e11f6362570c61f8bcb1088b353e6efe4ed5c11b9b9", "component_budget": { - "node_count": 502, - "item_count": 502, - "soft_pair_count": 1845, - "serialized_chars": 957282, - "estimated_input_tokens": 239321, - "estimated_eval_tokens": 478898 + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1849, + "serialized_chars": 959374, + "estimated_input_tokens": 239844, + "estimated_eval_tokens": 479944 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 36045, - "estimated_input_tokens": 9012, - "estimated_eval_tokens": 18280 + "soft_pair_count": 27, + "serialized_chars": 35432, + "estimated_input_tokens": 8858, + "estimated_eval_tokens": 17972 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated Transformers issues with a loose concentration around v5 tokenizer/regression reports. None of the proposed soft pairs look like the same underlying bug or change, so I would not merge any of them as duplicates.", - "confidence": 0.86, - "canonical_issue_reason": "issue:42898 is the broadest and most central regression report in this set, and its v5 tokenizer behavior change theme overlaps with several nearby issues more than the others.", + "summary": "This cluster is a loose collection of unrelated Transformers issues. Several share broad themes like v5 regressions, tokenizers, or multimodal models, but none of the soft pairs look like the same underlying bug/change.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 45812 is the strongest standalone issue in the set: it reports a concrete, high-impact silent regression with clear scope (all Granite models) and a specific behavior change from v4 to v5.", "canonical_pr_reason": null, - "best_issue_reason": "issue:42898 is the best representative issue because it is a clearly described cross-cutting tokenizer regression with enough breadth to anchor the cluster, even though it is not a duplicate of the other items.", + "best_issue_reason": "Issue 45812 is the most actionable and broadly relevant report in the cluster, with a clear regression claim and model family impact.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:42898", - "right": "issue:44568", - "accept": false, - "reason": "Both concern tokenizer behavior in v5, but they are different concrete failures on different models and code paths." - }, - { - "left": "issue:42175", - "right": "issue:45712", - "accept": false, - "reason": "One is about missing TensorFlow in the torch extra; the other is about leftover dummy PT classes leaking into exports." - }, - { - "left": "issue:43479", - "right": "issue:46829", - "accept": false, - "reason": "Different model families and unrelated bugs: multimodal config initialization vs output field misassignment." - }, { "left": "issue:44623", "right": "issue:45310", "accept": false, - "reason": "Save-pretrained missing files and Qwen3.5 MoE from_pretrained failure are distinct issues." + "reason": "Different failures: processor save/load file handling vs Qwen3.5 MoE from_pretrained regression." }, { "left": "issue:46077", "right": "issue:46123", "accept": false, - "reason": "Bidirectional attention masking and final-batch pipeline bookkeeping are unrelated." + "reason": "Different code paths: Gemma4 attention mask construction vs pipeline final-batch result dropping." }, { "left": "issue:42673", "right": "issue:46693", "accept": false, - "reason": "VRAM leakage in threaded Qwen3 generation is not the same as the FA2 long-context performance regression." + "reason": "Both are performance-related, but one is a VRAM leak in dataloader threads and the other is a long-context FA2 slowdown/regression." }, { - "left": "issue:43479", - "right": "issue:44869", + "left": "issue:42898", + "right": "issue:45812", "accept": false, - "reason": "Different subsystems and symptoms: multimodal config defaults vs Whisper timestamp decoding crash." + "reason": "Both mention v5 tokenizer changes, but one is clean-up spacing behavior and the other is wrong token IDs for Granite models." }, { - "left": "issue:42898", - "right": "issue:45812", + "left": "issue:43479", + "right": "issue:44869", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and likely different logic, not one concrete bug." + "reason": "Unrelated multimodal config-init bug vs Whisper timestamp decode crash." }, { "left": "issue:43723", "right": "issue:44568", "accept": false, - "reason": "Tokenizer loading in v5 and mDeBERTa special-token behavior are separate problems." + "reason": "Different tokenizer regressions affecting different APIs/models; not the same underlying bug." }, { "left": "issue:44625", "right": "issue:46877", "accept": false, - "reason": "Config propagation for Qwen3.5 MoE is unrelated to auto_docstring import-time stdout diagnostics." + "reason": "Different subsystems: Qwen3.5 num_labels propagation vs auto_docstring import-time stdout logging." }, { "left": "issue:44016", "right": "issue:46231", "accept": false, - "reason": "Notebook syntax error and documentation parameter mismatch are not the same defect." + "reason": "Both are docs-related, but one is a notebook syntax error and the other is a parameter-name documentation mismatch." }, { "left": "issue:39692", "right": "issue:46909", "accept": false, - "reason": "Both are documentation examples, but they are different examples with different failures." + "reason": "Different broken documentation examples for different models and failure modes." }, { "left": "issue:42898", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer regressions in v5, but the titles point to different model-specific breakages and no shared concrete code path." + "reason": "Both are tokenizer regressions in v5, but they concern different tokenizers and distinct incorrect outputs." }, { "left": "issue:43479", "right": "issue:44079", "accept": false, - "reason": "Multimodal config defaults and ModelOutput key assignment are unrelated." + "reason": "Unrelated: multimodal config defaults vs ModelOutput key assignment semantics." }, { "left": "issue:43784", "right": "issue:43824", "accept": false, - "reason": "These are distinct import errors affecting different packages/models." + "reason": "Different import errors for different packages/models; no shared underlying fix is evident." }, { "left": "issue:44734", "right": "issue:45103", "accept": false, - "reason": "KV-cache response indexing and auto_docstring annotation handling are unrelated code paths." + "reason": "Different failures: serve/KV-cache indexing crash vs auto_docstring crash with future annotations." }, { "left": "issue:43874", "right": "issue:45092", "accept": false, - "reason": "Missing image-patch method in one processor and meta-init incompatibility in another checkpoint family are different bugs." + "reason": "Different multimodal model issues: missing image-patch method vs remote-code meta-init incompatibility." }, { "left": "issue:27957", "right": "issue:30333", "accept": false, - "reason": "Flash Attention 2 support for XLMRoberta and MLflow reporting on failed jobs are unrelated." + "reason": "Completely different areas: Flash Attention on XLMRoberta vs MLFlow status reporting." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "Different bugs: MLFlow reporting vs model loading regression for Llama 3.2 Vision." }, { "left": "issue:42222", "right": "issue:45200", "accept": false, - "reason": "Broken vitpose models and Gemma 4 token-type defaults are different multimodal issues." + "reason": "Different model families and failures: VitPose imports broken vs Gemma4 multimodal token type defaults." }, { "left": "issue:42898", "right": "issue:43295", "accept": false, - "reason": "Both involve v5 tokenizer/processor changes, but they are not the same failure or fixable by one patch." - }, - { - "left": "issue:30333", - "right": "issue:34689", - "accept": false, - "reason": "MLflow failure handling and Llama 3.2 Vision model loading regression are unrelated." + "reason": "Related to v5 processor/tokenizer behavior, but one is clean_up_tokenization_spaces and the other is processor.tokenizer access/image-to-tokenizer regression." }, { "left": "issue:42898", "right": "issue:45356", "accept": false, - "reason": "Both are tokenizer regressions, but they concern different models and symptoms rather than one shared defect." + "reason": "Both are tokenizer regressions, but they affect different models and specific codec/warning behavior." }, { "left": "issue:44295", "right": "issue:45656", "accept": false, - "reason": "Buffer registration/position_ids access and double optimizer stepping with deepspeed are distinct training bugs." + "reason": "Unrelated: position_ids buffer reading vs duplicated optimizer steps under DeepSpeed." }, { - "left": "issue:43116", - "right": "issue:44190", + "left": "issue:30333", + "right": "issue:36331", "accept": false, - "reason": "Different example scripts with different failures: multi-label classification output vs local dataset loading." + "reason": "Different training issues: MLFlow finalization vs custom trainer loss-signature breakage." }, { - "left": "issue:30333", - "right": "issue:36331", + "left": "issue:43116", + "right": "issue:44190", "accept": false, - "reason": "Trainer failure reporting and a custom compute_loss signature mismatch are not the same underlying issue." + "reason": "Both use example scripts, but one is multi-label classification output handling and the other is local dataset loading." }, { "left": "issue:45405", "right": "issue:45712", "accept": false, - "reason": "A version pin/release timing issue is unrelated to dummy class cleanup." + "reason": "Different maintenance issues: dependency version bump vs leftover dummy PT classes." }, { "left": "issue:22355", "right": "issue:28282", "accept": false, - "reason": "Importing transformers.onnx and missing PyTorch for AutoModel are separate dependency/import failures." + "reason": "Both are import-time dependency issues, but one is missing transformers.onnx and the other is missing PyTorch." }, { "left": "issue:44222", "right": "issue:44297", "accept": false, - "reason": "FP8 MoE save_pretrained behavior and tokenizer save_pretrained metadata mismatch are unrelated." + "reason": "Different save_pretrained bugs: FP8 MoE serialization vs tokenizer_class metadata mismatch." }, { "left": "issue:44075", "right": "issue:46231", "accept": false, - "reason": "Optimizer argument handling and documentation parameter naming are not the same bug." + "reason": "Optimizer behavior bug vs documentation typo; no shared underlying change." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Different Qwen model issues with unrelated tensor-parallel/warning behavior." } ] }, @@ -14741,10 +14653,10 @@ "review_unit_count": 60, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-502", + "cluster_id": "cluster-10000-503", "nodes": [ "issue:30990", "issue:38175", @@ -14759,7 +14671,6 @@ "issue:43479", "issue:43644", "issue:43723", - "issue:44060", "issue:44190", "issue:44222", "issue:44263", @@ -14775,7 +14686,6 @@ "issue:44977", "issue:45071", "issue:45092", - "issue:45125", "issue:45245", "issue:45310", "issue:45357", @@ -14787,25 +14697,26 @@ "issue:46132", "issue:46209", "issue:46305", + "issue:46369", "issue:46424", "issue:46431", "issue:46614", "issue:46655", "issue:46710", "issue:46762", + "issue:46909", "issue:46932" ], "soft_pairs": [ - "issue:44060|issue:45125", "issue:44448|issue:46132", - "issue:42796|issue:43723", "issue:44933|issue:45712", "issue:44360|issue:46762", + "issue:42796|issue:43723", "issue:42831|issue:44623", "issue:44297|issue:45656", "issue:45245|issue:46132", - "issue:43479|issue:43644", "issue:44222|issue:44623", + "issue:43479|issue:43644", "issue:46132|issue:46710", "issue:44373|issue:44485", "issue:41628|issue:42757", @@ -14822,221 +14733,241 @@ "issue:43475|issue:46305", "issue:30990|issue:38175", "issue:46209|issue:46431", - "issue:46305|issue:46655", "issue:44295|issue:44623", + "issue:46305|issue:46655", "issue:44263|issue:44373", "issue:44263|issue:44360", "issue:45092|issue:45357", - "issue:42907|issue:46050" + "issue:42907|issue:46050", + "issue:46369|issue:46909", + "issue:42831|issue:45310" ], - "prepared_review_unit_hash": "70447a4b64740f53055f1ba1d9a34c7eb17c53a6759e781b295377ec2fce381c", + "prepared_review_unit_hash": "0bc7197008c5c0566d63690955dc0da252b1fdb5c463373d8024f11dffb9db0e", "component_budget": { - "node_count": 502, - "item_count": 502, - "soft_pair_count": 1845, - "serialized_chars": 957282, - "estimated_input_tokens": 239321, - "estimated_eval_tokens": 478898 + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1849, + "serialized_chars": 959374, + "estimated_input_tokens": 239844, + "estimated_eval_tokens": 479944 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 36934, - "estimated_input_tokens": 9234, - "estimated_eval_tokens": 18724 + "soft_pair_count": 33, + "serialized_chars": 37167, + "estimated_input_tokens": 9292, + "estimated_eval_tokens": 18840 }, "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 are mostly unrelated bug reports across different models, configs, tokenizers, and runtime paths. The soft-similarity links are mostly broad topical overlap rather than the same underlying defect.", - "confidence": 0.94, - "canonical_issue_reason": "No single canonical issue stands out because the issues cover distinct bugs and regressions rather than one shared root cause.", + "summary": "These items are largely a grab bag of unrelated Transformers issues; the soft-similarity pairs mostly share broad keywords or subsystems, but not the same concrete bug. I would not merge any of the proposed soft edges.", + "confidence": 0.9, + "canonical_issue_reason": "issue:44263 is the most central issue in the soft graph (it appears in three candidate pairs) and is a concrete, reproducible code-path bug, so it is the best single representative if one must be chosen.", "canonical_pr_reason": null, - "best_issue_reason": "No best issue for deduplication: the cluster does not center on one concrete bug or code path.", + "best_issue_reason": "issue:44263 is the strongest standalone issue here: specific behavior, clear component scope (GlmMoeDsaIndexer), and it has the highest apparent linkage among the soft candidates.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44060", - "right": "issue:45125", - "accept": false, - "reason": "Both mention Qwen3-family model internals, but one is about a tied-weights warning and the other about missing tensor-parallel plan support; different bugs." - }, { "left": "issue:44448", "right": "issue:46132", "accept": false, - "reason": "One is a model output regression; the other is an API behavior change in AttentionInterface. Not the same issue." - }, - { - "left": "issue:42796", - "right": "issue:43723", - "accept": false, - "reason": "Both are tokenizer/loading-related, but one is a BPE marker handling bug and the other is an AutoTokenizer import/load failure." + "reason": "Different bugs: Pegasus model output drift vs attention registration behavior change." }, { "left": "issue:44933", "right": "issue:45712", "accept": false, - "reason": "These are unrelated import problems: image_utils export vs leftover dummy classes." + "reason": "Import surface issue vs leftover dummy class cleanup; no shared failure mode." }, { "left": "issue:44360", "right": "issue:46762", "accept": false, - "reason": "Both touch attention/indexing-like math, but they describe different model implementations and different numerical issues." + "reason": "Both involve attention/DSA themes, but the concrete problems are different and not the same bug." + }, + { + "left": "issue:42796", + "right": "issue:43723", + "accept": false, + "reason": "Tokenizer BPE-marker handling vs generic AutoTokenizer loading failure." }, { "left": "issue:42831", "right": "issue:44623", "accept": false, - "reason": "FineGrainedFP8 accuracy and processor save_pretrained missing files are separate problems." + "reason": "FP8 accuracy issue and processor.save_pretrained missing files are unrelated." }, { "left": "issue:44297", "right": "issue:45656", "accept": false, - "reason": "Tokenizer config mismatch on save_pretrained is unrelated to deepspeed optimizer stepping twice." + "reason": "Tokenizer config mismatch vs deepspeed double optimizer-step behavior." }, { "left": "issue:45245", "right": "issue:46132", "accept": false, - "reason": "Category limit error and AttentionInterface behavior change are unrelated." + "reason": "Category-limit runtime error is unrelated to AttentionInterface.register behavior." }, { - "left": "issue:43479", - "right": "issue:43644", + "left": "issue:44222", + "right": "issue:44623", "accept": false, - "reason": "Default multimodal config initialization and non-persistent buffer corruption are different code paths." + "reason": "Different save_pretrained failures affecting different components and code paths." }, { - "left": "issue:44222", - "right": "issue:44623", + "left": "issue:43479", + "right": "issue:43644", "accept": false, - "reason": "Both involve save_pretrained, but one is FP8 MoE saving and the other is processor file export; not the same bug." + "reason": "Config initialization bug vs non-persistent buffer initialization regression." }, { "left": "issue:46132", "right": "issue:46710", "accept": false, - "reason": "AttentionInterface API behavior and a model accuracy regression after upgrade are not the same underlying defect." + "reason": "Attention registration semantics vs model accuracy regression after upgrade." }, { "left": "issue:44373", "right": "issue:44485", "accept": false, - "reason": "A docstring issue is not the same as a RoPE implementation bug." + "reason": "Docstring issue vs RoPE implementation bug." }, { "left": "issue:41628", "right": "issue:42757", "accept": false, - "reason": "Different missing imports from different packages; only the symptom is similar." + "reason": "Missing AutoImageProcessor import and missing is_offline_mode import are separate API breakages." }, { "left": "issue:44297", "right": "issue:45310", "accept": false, - "reason": "Tokenizer class metadata mismatch is unrelated to Qwen3.5 MoE from_pretrained errors." + "reason": "Tokenizer save_pretrained metadata mismatch vs Qwen3.5 from_pretrained error." }, { "left": "issue:45071", "right": "issue:46082", "accept": false, - "reason": "Type-checking breakage in PretrainedConfig is not the same as LlamaConfig head_dim validation behavior." + "reason": "PretrainedConfig type checking regression is not the same as LlamaConfig head_dim validation." }, { "left": "issue:43723", "right": "issue:44977", "accept": false, - "reason": "Tokenizer loading in v5 and flash-attention generation issues are unrelated." + "reason": "Tokenizer loading failure vs flash-attention generation issue." }, { "left": "issue:46614", "right": "issue:46932", "accept": false, - "reason": "Stale phonemizer backend state and Gemma4 quantized embedder dtype casting are different bugs." + "reason": "Stale phonemizer backend state vs quantized vision/audio dtype casting." }, { "left": "issue:44222", "right": "issue:44484", "accept": false, - "reason": "Both mention save_pretrained, but one is an FP8 MoE bug and the other is shard-size default behavior." + "reason": "FP8 save_pretrained bug and max_shard_size question are unrelated." }, { "left": "issue:43122", "right": "issue:46209", "accept": false, - "reason": "Tokenizer-version drift and FP8 inference failure on B200 are unrelated." + "reason": "Tokenization change across versions vs FP8 inference failure on B200." }, { "left": "issue:44190", "right": "issue:46082", "accept": false, - "reason": "Local dataset loading and LlamaConfig head_dim rejection are unrelated." + "reason": "Dataset-loading script issue vs LlamaConfig validation behavior." }, { "left": "issue:44263", "right": "issue:45092", "accept": false, - "reason": "A torch.split return-value issue in a specific indexer is not the same as InternVL2 meta-init incompatibility." + "reason": "GlmMoeDsaIndexer split logic vs remote-code checkpoint/meta-init incompatibility." }, { "left": "issue:43232", "right": "issue:46424", "accept": false, - "reason": "Generation kwargs update after sync_gpus and cache max length handling are separate generation/cache bugs." + "reason": "Generation kwargs update bug vs cache length configuration bug." }, { "left": "issue:43232", "right": "issue:45834", "accept": false, - "reason": "Different generation/pathology vs OCR indexing error; no shared root cause." + "reason": "Different generation-time bug than the Kosmos2.5 OCR overflow issue." }, { "left": "issue:43475", "right": "issue:46305", "accept": false, - "reason": "Different model components and different off-by-one/attribute errors." + "reason": "Missing vision encoder field vs streaming mask off-by-one." }, { "left": "issue:30990", "right": "issue:38175", "accept": false, - "reason": "Sentence Transformers loading hang and zero probabilities in SigLIP2 are not the same bug." + "reason": "Loading hang for Sentence Transformers vs zero-probability outputs in SigLIP2." }, { "left": "issue:46209", "right": "issue:46431", "accept": false, - "reason": "FP8 inference failure and missing chat template support are unrelated." + "reason": "FP8 B200 inference failure vs missing chat template on a processor." }, { - "left": "issue:46305", - "right": "issue:46655", + "left": "issue:44295", + "right": "issue:44623", "accept": false, - "reason": "Both are off-by-one/padding-like video or streaming issues, but they affect different processors and different calculations." + "reason": "Buffer registration/access bug vs missing files on processor save_pretrained." }, { - "left": "issue:44295", - "right": "issue:44623", + "left": "issue:46305", + "right": "issue:46655", "accept": false, - "reason": "Registering position_ids as a buffer and processor save_pretrained missing files are separate bugs." + "reason": "Streaming window off-by-one vs video processor padding calculation." }, { "left": "issue:44263", "right": "issue:44373", "accept": false, - "reason": "A runtime split/indexing bug is not the same as a docstring mismatch." + "reason": "Actual DSA/indexer bug vs docstring-only issue." }, { "left": "issue:44263", "right": "issue:44360", "accept": false, - "reason": "Same broad DSA indexer area, but one reports torch.split return values while the other reports a missing ReLU; not clearly the same defect." + "reason": "Same broad GlmMoeDsaIndexer area, but the reported bugs differ enough that they are not clearly duplicates." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Meta-init incompatibility for old checkpoints vs save_pretrained saving wrong visual encoder keys." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Different quantization/save-load failures in different model families." + }, + { + "left": "issue:46369", + "right": "issue:46909", + "accept": false, + "reason": "Memory overflow in sam3-litetext vs broken DIA docs example." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FP8 accuracy problem vs Qwen3.5 MoE from_pretrained error." } ] }, @@ -15055,10 +14986,10 @@ "review_unit_count": 60, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-502", + "cluster_id": "cluster-10000-503", "nodes": [ "issue:22355", "issue:27957", @@ -15097,7 +15028,6 @@ "issue:44964", "issue:45092", "issue:45278", - "issue:45310", "issue:45381", "issue:45406", "issue:45593", @@ -15110,24 +15040,22 @@ "issue:46909" ], "soft_pairs": [ - "issue:46369|issue:46909", - "issue:42831|issue:45310", "issue:44279|issue:46328", - "issue:44483|issue:45406", "issue:45381|issue:46305", + "issue:44483|issue:45406", "issue:22355|issue:27957", "issue:44261|issue:45092", - "issue:43644|issue:46305", "issue:44829|issue:46002", + "issue:43644|issue:46305", "issue:42831|issue:44038", - "issue:43408|issue:46402", "issue:41628|issue:43824", + "issue:43408|issue:46402", "issue:42831|issue:45753", "issue:22355|issue:28218", "issue:39401|issue:44568", - "issue:27957|issue:30990", - "issue:42886|issue:42994", "issue:44188|issue:44373", + "issue:42886|issue:42994", + "issue:27957|issue:30990", "issue:42886|issue:43066", "issue:42757|issue:45278", "issue:43408|issue:46369", @@ -15143,226 +15071,214 @@ "issue:39401|issue:44488", "issue:44295|issue:44297" ], - "prepared_review_unit_hash": "be9893b00df4959fe4c1aa967b96e3f986ffdf2cf53906ed94aa08d04164d842", + "prepared_review_unit_hash": "b4fa1d0a675c422cfaf75925c031ead07dfeee799be103300f4e1343f984d963", "component_budget": { - "node_count": 502, - "item_count": 502, - "soft_pair_count": 1845, - "serialized_chars": 957282, - "estimated_input_tokens": 239321, - "estimated_eval_tokens": 478898 + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1849, + "serialized_chars": 959374, + "estimated_input_tokens": 239844, + "estimated_eval_tokens": 479944 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 36782, - "estimated_input_tokens": 9196, - "estimated_eval_tokens": 18648 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 35621, + "estimated_input_tokens": 8906, + "estimated_eval_tokens": 18068 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are mostly unrelated issues that only share superficial language around transformers, tokenizers, imports, or model loading. None of the soft pairs look like true duplicates or the same underlying change.", - "confidence": 0.97, - "canonical_issue_reason": "No single canonical issue: the items span unrelated tokenizer, import, model-loading, quantization, and docs bugs with no clear common root cause.", + "summary": "No soft pair appears to be a true duplicate; the high-similarity matches are mostly across different subsystems or different symptom classes, so all are rejected.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue stands out for the full set; these reports span unrelated import, tokenizer, model-loading, and runtime bugs.", "canonical_pr_reason": null, - "best_issue_reason": "If a representative issue is needed, 45278 is the broadest/general compatibility report in the set, but it is still not a true duplicate anchor for the cluster.", + "best_issue_reason": "No global best issue for deduping the whole set. If forced to pick a representative, the most concrete/high-signal reports are the narrowly scoped bug descriptions, but they are not interchangeable with the others.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:46369", - "right": "issue:46909", - "accept": false, - "reason": "Memory overflow in sam3-litetext is unrelated to a broken DIA documentation example." - }, - { - "left": "issue:42831", - "right": "issue:45310", - "accept": false, - "reason": "FineGrainedFP8 accuracy regressions and Qwen3.5 Moe from_pretrained errors are different bugs." - }, { "left": "issue:44279", "right": "issue:46328", "accept": false, - "reason": "A dependency problem is not the same as a tokenizer feature/performance inefficiency." + "reason": "Different problems: a vague dependency/import issue vs a tokenizer padding performance regression." }, { - "left": "issue:44483", - "right": "issue:45406", + "left": "issue:45381", + "right": "issue:46305", "accept": false, - "reason": "Chat/completions API rejection and Gemma4Processor missing _tokenizer are distinct failures." + "reason": "Both involve vision/video-style models, but one is wrong vision position ids and the other is a streaming window off-by-one bug." }, { - "left": "issue:45381", - "right": "issue:46305", + "left": "issue:44483", + "right": "issue:45406", "accept": false, - "reason": "Wrong vision_position_ids in Qwen2.5-VL video input is unrelated to a MoonshineStreaming mask off-by-one." + "reason": "Different failure modes: chat/completions request rejection vs a Gemma4Processor attribute error during serving." }, { "left": "issue:22355", "right": "issue:27957", "accept": false, - "reason": "Missing transformers.onnx and Flash Attention 2 support for XLMRoberta are unrelated." + "reason": "Unrelated topics: missing transformers.onnx module vs XLM-RoBERTa Flash Attention 2 support." }, { "left": "issue:44261", "right": "issue:45092", "accept": false, - "reason": "Missing rms_norm_eps in MLA q_a_layernorm and remote-code/meta-init incompatibility are different model-loading bugs." + "reason": "Both mention initialization/precision issues, but one is MLA q_a_layernorm eps handling and the other is remote-code meta initialization incompatibility." }, { - "left": "issue:43644", - "right": "issue:46305", + "left": "issue:44829", + "right": "issue:46002", "accept": false, - "reason": "Non-persistent buffer junk in Transformers 5.0.0 is not the same as a streaming attention mask bug." + "reason": "Different code paths: flash_attention_3 training degeneration vs NaNs in classification heads after checkout/init." }, { - "left": "issue:44829", - "right": "issue:46002", + "left": "issue:43644", + "right": "issue:46305", "accept": false, - "reason": "Flash Attention 3 causing degenerate training is not the same as NaNs in classification heads after init." + "reason": "One is non-persistent buffer junk on v5.0.0, the other is an off-by-one in a sliding window mask; not the same bug." }, { "left": "issue:42831", "right": "issue:44038", "accept": false, - "reason": "FP8 accuracy issues and Qwen3-VL-Moe loading problems do not share the same code-path." + "reason": "Both are accuracy-related, but they concern different models and likely different FP8/vision behaviors." }, { - "left": "issue:43408", - "right": "issue:46402", + "left": "issue:41628", + "right": "issue:43824", "accept": false, - "reason": "sam3_video type warnings and missing Sam3Model text encoder weights are related by model family only, not the same bug." + "reason": "Both are import errors, but for different symbols/models and likely different missing-export causes." }, { - "left": "issue:41628", - "right": "issue:43824", + "left": "issue:43408", + "right": "issue:46402", "accept": false, - "reason": "Importing AutoImageProcessor and importing Qwen2_5_VLForConditionalGeneration are separate missing-symbol issues." + "reason": "Different objects and symptoms: sam3_video vs sam3_litetext weight loading." }, { "left": "issue:42831", "right": "issue:45753", "accept": false, - "reason": "FP8 accuracy regression and a Qwen3_5 infinite loop on one image are unrelated symptoms." + "reason": "Different symptoms and model types: FP8 accuracy issue vs infinite loop on a specific image." }, { "left": "issue:22355", "right": "issue:28218", "accept": false, - "reason": "ONNX import failure and tokenizer spacing after added tokens are unrelated tokenizer/import issues." + "reason": "No overlap beyond tokenizer/library context; one is an ONNX import failure and the other is added-token spacing behavior." }, { "left": "issue:39401", "right": "issue:44568", "accept": false, - "reason": "Wrong offset_mapping in Qwen3 and missing BOS/EOS insertion in mdeberta-v3-base are different tokenizer bugs." + "reason": "Both are tokenizer bugs, but one is wrong offset mappings and the other is missing BOS/EOS insertion." }, { - "left": "issue:27957", - "right": "issue:30990", + "left": "issue:44188", + "right": "issue:44373", "accept": false, - "reason": "Flash Attention 2 support and Sentence Transformers hanging on load are unrelated." + "reason": "Runtime divergence under torch.compile vs a docstring issue for position_ids; clearly not the same bug." }, { "left": "issue:42886", "right": "issue:42994", "accept": false, - "reason": "Offline cache loading and quantized model saving failures are different code paths." + "reason": "Offline cache loading failure vs quantized model save failure; different APIs and failure points." }, { - "left": "issue:44188", - "right": "issue:44373", + "left": "issue:27957", + "right": "issue:30990", "accept": false, - "reason": "Attention-kernel divergence under torch.compile is unrelated to a docstring typo." + "reason": "Different subsystems: Flash Attention 2 support for a model vs Sentence Transformers loading hang." }, { "left": "issue:42886", "right": "issue:43066", "accept": false, - "reason": "Offline tokenizer cache loading and wrong tokenizer decoder type are both tokenizer-related but not the same bug." + "reason": "Offline tokenizer cache loading vs wrong tokenizer decoder type in v5; related area but distinct defects." }, { "left": "issue:42757", "right": "issue:45278", "accept": false, - "reason": "A single missing hub import and broad import errors after upgrade are related only at a high level, not the same concrete failure." + "reason": "The latter is a broad bundle of import errors after upgrade, not the same concrete missing is_offline_mode symbol." }, { "left": "issue:43408", "right": "issue:46369", "accept": false, - "reason": "sam3_video model-type warning and sam3-litetext memory overflow are different problems." + "reason": "Different sam3 issues: model-type warning vs memory overflow when calling the model." }, { "left": "issue:43232", "right": "issue:45593", "accept": false, - "reason": "Generation kwarg handling after sync_gpus and D-FINE auxiliary-loss behavior are unrelated." + "reason": "Generation kwargs update after sync_gpus is unrelated to D-FINE auxiliary losses." }, { "left": "issue:42796", "right": "issue:43122", "accept": false, - "reason": "Tokenizer BPE-marker handling in one model and version-dependent tokenization changes are not clearly the same defect." + "reason": "Tokenizer BPE marker handling vs version-to-version tokenization drift; similar domain, different concrete bug." }, { "left": "issue:43646", "right": "issue:46002", "accept": false, - "reason": "Custom model initialization breakage and NaNs in classification heads are not the same underlying bug." + "reason": "Custom model initialization breakage vs NaNs in classification heads; not the same underlying defect." }, { "left": "issue:45381", "right": "issue:46909", "accept": false, - "reason": "Qwen2.5-VL video position_ids and a DIA docs example are unrelated." + "reason": "Video input position-id bug vs a broken DIA documentation example; unrelated." }, { "left": "issue:43540", "right": "issue:46909", "accept": false, - "reason": "Qwen3OmniMoe video-processing ValueError and a broken DIA doc example are unrelated." + "reason": "Qwen3OmniMoe video ValueError vs documentation example issue; unrelated." }, { "left": "issue:30990", "right": "issue:33357", "accept": false, - "reason": "A load hang in Sentence Transformers and a MacOS bus error in CLIP are different failures." + "reason": "Both are loading/runtime issues, but one is a hang and the other is a macOS bus error on a specific CLIP model." }, { "left": "issue:42907", "right": "issue:44945", "accept": false, - "reason": "Quantized model saving and incorrect pipeline-parallel generation output are unrelated." + "reason": "Quantized model saving/dequantization vs incorrect outputs under pipeline parallelism; different bug classes." }, { "left": "issue:42907", "right": "issue:44964", "accept": false, - "reason": "Failed dequantized saving and inability to load Phi-4 multimodal are separate issues." + "reason": "Saving dequantized Ministral/Devstral models is unrelated to loading Phi-4 multimodal." }, { "left": "issue:43976", "right": "issue:44945", "accept": false, - "reason": "Python version compatibility and pipeline-parallel output correctness are unrelated." + "reason": "Python version compatibility regression vs pipeline parallelism output corruption." }, { "left": "issue:39401", "right": "issue:44488", "accept": false, - "reason": "Qwen3 offset_mapping and inability to load cjvt/sleng-bert are different tokenizer-loading bugs." + "reason": "Offset mapping tokenizer bug vs model loading failure for cjvt/sleng-bert." }, { "left": "issue:44295", "right": "issue:44297", "accept": false, - "reason": "Reading position_ids as a buffer and tokenizer_class mismatch on save are unrelated." + "reason": "Reading position_ids after buffer registration vs tokenizer_class metadata mismatch in save_pretrained." } ] }, @@ -15381,10 +15297,10 @@ "review_unit_count": 60, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-502", + "cluster_id": "cluster-10000-503", "nodes": [ "issue:22355", "issue:29127", @@ -15436,245 +15352,245 @@ "issue:46762" ], "soft_pairs": [ - "issue:43576|issue:43784", - "issue:43756|issue:44060", "issue:42371|issue:44263", + "issue:43756|issue:44060", + "issue:43576|issue:43784", + "issue:46172|issue:46762", "issue:42907|issue:43937", "issue:41628|issue:45278", - "issue:46172|issue:46762", "issue:43784|issue:45600", - "issue:44117|issue:44704", "issue:39401|issue:44521", + "issue:44117|issue:44704", "issue:44625|issue:44829", + "issue:44360|issue:44485", "issue:43408|issue:43475", - "issue:44704|issue:45290", "issue:43122|issue:44521", - "issue:44360|issue:44485", + "issue:44704|issue:45290", "issue:43122|issue:46326", "issue:42907|issue:43452", "issue:44038|issue:44297", "issue:22355|issue:29159", - "issue:45216|issue:45478", "issue:44038|issue:44295", + "issue:45216|issue:45478", "issue:39401|issue:46614", "issue:44038|issue:44222", - "issue:43824|issue:44351", "issue:43116|issue:45200", + "issue:43824|issue:44351", "issue:43122|issue:44779", - "issue:43278|issue:44945", "issue:36296|issue:43116", + "issue:43278|issue:44945", "issue:42757|issue:44351", "issue:22355|issue:29127", "issue:42175|issue:44938" ], - "prepared_review_unit_hash": "2c6ef121d647dd38d2f470abd3bb3054e2bc7f012961c97c57d0ce5cca801c15", + "prepared_review_unit_hash": "850dc6583acbd665a19b07e9820a1d7b0becbd49637c728a597666d88dc1b6b7", "component_budget": { - "node_count": 502, - "item_count": 502, - "soft_pair_count": 1845, - "serialized_chars": 957282, - "estimated_input_tokens": 239321, - "estimated_eval_tokens": 478898 + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1849, + "serialized_chars": 959374, + "estimated_input_tokens": 239844, + "estimated_eval_tokens": 479944 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36382, - "estimated_input_tokens": 9096, - "estimated_eval_tokens": 18448 + "serialized_chars": 36380, + "estimated_input_tokens": 9095, + "estimated_eval_tokens": 18446 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: it mixes import errors, tokenizer regressions, model-specific bugs, and training/runtime issues. None of the soft pairs look like the same underlying defect, so I would not deduplicate or merge any of them.", - "confidence": 0.39, - "canonical_issue_reason": "If one issue must act as a representative, issue 45278 is the broadest umbrella because it captures a general post-upgrade import breakage theme. That said, the cluster is too mixed for any issue to be a true canonical duplicate target.", + "summary": "This cluster is not a true duplicate set: the items span unrelated Transformers issues across tokenizers, imports, model configs, save/load, and parallelism. None of the soft-edge pairs look like the same concrete bug or change.", + "confidence": 0.91, + "canonical_issue_reason": "No single canonical issue fits well because the cluster is heterogeneous; the reports do not converge on one underlying defect.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45278 is the best single representative by breadth, but only as a loose umbrella; it does not actually subsume the rest of the cluster. The other issues are mostly too specific and unrelated to serve as a global canonical.", + "best_issue_reason": "issue:45278 is the closest umbrella item because it broadly covers the import-regression theme, but it still does not subsume the rest of the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43576", - "right": "issue:43784", + "left": "issue:42371", + "right": "issue:44263", "accept": false, - "reason": "Broken CLI env command vs import-time NameError in sentence-transformers; different code paths and failure modes." + "reason": "Different subsystems and failures: TF backend packaging vs a GlmMoe tensor split bug." }, { "left": "issue:43756", "right": "issue:44060", "accept": false, - "reason": "Different models and bugs: Smollm3 RoPE layer count vs Qwen3-Next tied-weights warning." + "reason": "Both involve model internals, but one is RoPE layer composition and the other is a tied-weights warning in Qwen3-Next." }, { - "left": "issue:42371", - "right": "issue:44263", + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "A broken CLI command and a sentence-transformers import NameError are unrelated code paths." + }, + { + "left": "issue:46172", + "right": "issue:46762", "accept": false, - "reason": "Dependency/backend installation issue vs a torch.split behavior bug in a GLM indexer; not the same defect." + "reason": "Different model families and different numerical issues; no shared concrete fix." }, { "left": "issue:42907", "right": "issue:43937", "accept": false, - "reason": "Saving dequantized Ministral/Devstral models vs invalid GenerationConfig for GLM-5 are unrelated." + "reason": "Saving dequantized Ministral/Devstral models is unrelated to a GLM-5 GenerationConfig validation error." }, { "left": "issue:41628", "right": "issue:45278", "accept": false, - "reason": "Both are import-related, but one is a missing symbol and the other is broad upgrade-time import failures; too coarse to treat as the same bug." - }, - { - "left": "issue:46172", - "right": "issue:46762", - "accept": false, - "reason": "Different models and different issues: dtype/transpose behavior in DeepSeek vs numerical mismatch in Minimax attention." + "reason": "Both are import-related, but they reference different missing symbols and a broad upgrade symptom rather than one bug." }, { "left": "issue:43784", "right": "issue:45600", "accept": false, - "reason": "Import NameError from missing nn vs stale auto_mappings config references; unrelated root causes." + "reason": "Sentence-transformers import failure and removed Sam3LiteText config references are different problems." }, { - "left": "issue:44117", - "right": "issue:44704", + "left": "issue:39401", + "right": "issue:44521", "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES None handling vs AutoProcessor kwargs forwarding; separate API bugs." + "reason": "Tokenizer offset mapping bug vs multimodal assistant mask generation are distinct paths." }, { - "left": "issue:39401", - "right": "issue:44521", + "left": "issue:44117", + "right": "issue:44704", "accept": false, - "reason": "Wrong tokenizer offset mappings vs zero assistant masks in multimodal chat templates; different tokenizer subsystems." + "reason": "Tokenizer mapping fallback logic and AutoProcessor cached_file kwargs are separate API bugs." }, { "left": "issue:44625", "right": "issue:44829", "accept": false, - "reason": "Qwen3.5 config propagation bug vs flash_attention_3 training degeneration; not the same underlying problem." + "reason": "A config propagation bug and a flash_attention_3 training regression are unrelated." }, { - "left": "issue:43408", - "right": "issue:43475", + "left": "issue:44360", + "right": "issue:44485", "accept": false, - "reason": "Model-type warning mismatch vs missing attribute on Sam3VisionEncoderOutput; related family, but distinct bugs." + "reason": "DSA indexer math vs GLM-5 RoPE implementation are not the same defect." }, { - "left": "issue:44704", - "right": "issue:45290", + "left": "issue:43408", + "right": "issue:43475", "accept": false, - "reason": "Cached-file kwargs forwarding vs chat-template crashes with tool-call assistant messages; different code paths." + "reason": "A model-type mismatch warning and a missing encoder output attribute are different SAM3 issues." }, { "left": "issue:43122", "right": "issue:44521", "accept": false, - "reason": "Tokenizer regression across versions vs multimodal assistant-mask generation; both tokenization-adjacent but not the same bug." + "reason": "Tokenizer version drift and multimodal chat-template masks are different behaviors." }, { - "left": "issue:44360", - "right": "issue:44485", + "left": "issue:44704", + "right": "issue:45290", "accept": false, - "reason": "DSA indexer activation discussion vs GLM-5 RoPE implementation; unrelated." + "reason": "AutoProcessor argument forwarding and assistant tool-call chat templating are unrelated." }, { "left": "issue:43122", "right": "issue:46326", "accept": false, - "reason": "General tokenizer regression vs mistral_common continue_final_message handling; no clear shared root cause." + "reason": "Both involve tokenizers, but one is general tokenization drift and the other is mistral_common continue_final_message handling." }, { "left": "issue:42907", "right": "issue:43452", "accept": false, - "reason": "Model save/dequantization failure vs gguf loading breakage; different lifecycle stages and APIs." + "reason": "Model save/load failure and gguf_file loading breakage are different code paths." }, { "left": "issue:44038", "right": "issue:44297", "accept": false, - "reason": "Qwen3-VL-Moe bug vs tokenizer_class mismatch on save_pretrained; different symptoms and code paths." + "reason": "Qwen3-VL-Moe bug and tokenizer.save_pretrained class mismatch are unrelated." }, { "left": "issue:22355", "right": "issue:29159", "accept": false, - "reason": "Missing transformers.onnx import vs slow/fast tokenizer inconsistency; unrelated." + "reason": "ONNX import failure and slow/fast tokenizer inconsistency are not the same bug." }, { - "left": "issue:45216", - "right": "issue:45478", + "left": "issue:44038", + "right": "issue:44295", "accept": false, - "reason": "save_pretrained checkpoint regression vs from_pretrained error on Qwen3.5 MoE; same model family but distinct operations and failures." + "reason": "Different failures: Qwen3-VL-Moe behavior vs reading a registered position_ids buffer." }, { - "left": "issue:44038", - "right": "issue:44295", + "left": "issue:45216", + "right": "issue:45478", "accept": false, - "reason": "Qwen3-VL-Moe issue vs position_ids buffer read error; unrelated." + "reason": "Same model family and version area, but save_pretrained corruption and from_pretrained loading failure are different concrete bugs." }, { "left": "issue:39401", "right": "issue:46614", "accept": false, - "reason": "Wrong offset mapping in Qwen3 tokenizer vs stale phonemizer language state in Wav2Vec2PhonemeCTCTokenizer; different components." + "reason": "Qwen3 offset mapping and Wav2Vec2 phonemizer language state are unrelated tokenizer bugs." }, { "left": "issue:44038", "right": "issue:44222", "accept": false, - "reason": "Qwen3-VL-Moe bug vs FP8 save_pretrained moe bug; same general area, but not the same concrete issue." + "reason": "Different MoE-related issues: one is Qwen3-VL-Moe, the other FP8 save_pretrained behavior." }, { - "left": "issue:43824", - "right": "issue:44351", + "left": "issue:43116", + "right": "issue:45200", "accept": false, - "reason": "Two import errors, but for different missing symbols and likely different release regressions." + "reason": "Example-script multi-label classification output and Gemma 4 mm_token_type_ids defaults are different problems." }, { - "left": "issue:43116", - "right": "issue:45200", + "left": "issue:43824", + "right": "issue:44351", "accept": false, - "reason": "Multi-label example script returning empty results vs Gemma 4 mm_token_type_ids defaulting; unrelated functionality." + "reason": "Both are import errors, but for different missing exports and no shared fix is evident." }, { "left": "issue:43122", "right": "issue:44779", "accept": false, - "reason": "Tokenizer behavior regression generally vs DeepSeek tokenizer regression specifically; not enough evidence they share the same root cause." + "reason": "Tokenizer regression in general vs Deepseek-specific tokenizer incorrect results are separate issues." }, { - "left": "issue:43278", - "right": "issue:44945", + "left": "issue:36296", + "right": "issue:43116", "accept": false, - "reason": "BF16->FP32 dtype change during evaluate vs incorrect output under pipeline parallelism; different training/runtime bugs." + "reason": "Tensor parallel training bug and classification example behavior are unrelated." }, { - "left": "issue:36296", - "right": "issue:43116", + "left": "issue:43278", + "right": "issue:44945", "accept": false, - "reason": "Tensor parallel training bug vs a classification example script bug; unrelated." + "reason": "Dtype drift between train/eval and incorrect LLM output under pipeline parallelism are different runtime issues." }, { "left": "issue:42757", "right": "issue:44351", "accept": false, - "reason": "Missing is_offline_mode import from huggingface_hub vs missing HybridCache import from transformers; both import errors, but different symbols and causes." + "reason": "Different missing imports from different packages; same broad symptom only." }, { "left": "issue:22355", "right": "issue:29127", "accept": false, - "reason": "Missing transformers.onnx module vs LayoutLMv3 error-message clarity; unrelated." + "reason": "ONNX module import failure and LayoutLMv3 error-message clarity are unrelated." }, { "left": "issue:42175", "right": "issue:44938", "accept": false, - "reason": "Install-extra backend packaging issue vs Python 3.14 load failure; different compatibility problems." + "reason": "TF backend packaging and Python 3.14 load failure are distinct environment issues." } ] }, @@ -15693,12 +15609,11 @@ "review_unit_count": 60, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-502", + "cluster_id": "cluster-10000-503", "nodes": [ - "issue:28348", "issue:38617", "issue:42371", "issue:42673", @@ -15709,7 +15624,6 @@ "issue:43611", "issue:43618", "issue:43825", - "issue:43827", "issue:43874", "issue:43937", "issue:43976", @@ -15738,14 +15652,15 @@ "issue:46231", "issue:46328", "issue:46614", - "issue:46640", "issue:46697", "issue:46710", + "issue:46726", "issue:46752", "issue:46762", "issue:46829", "issue:46877", - "issue:46909" + "issue:46909", + "issue:46981" ], "soft_pairs": [ "issue:43493|issue:45753", @@ -15766,6 +15681,7 @@ "issue:42371|issue:43874", "issue:45083|issue:45446", "issue:44610|issue:46909", + "issue:46726|issue:46981", "issue:44075|issue:44936", "issue:43618|issue:46829", "issue:43116|issue:43825", @@ -15774,212 +15690,204 @@ "issue:46614|issue:46752", "issue:44995|issue:46697", "issue:45092|issue:46762", - "issue:44263|issue:46762", - "issue:28348|issue:46640", - "issue:43827|issue:45446" + "issue:44263|issue:46762" ], - "prepared_review_unit_hash": "435b451f75ed0ad39ab6b351d122a9f8d38fb8c52e71752fa5967c200723ec62", + "prepared_review_unit_hash": "175960760e28293e1548ff4267489289be4ea254cfd53dfe71cb69068be5d834", "component_budget": { - "node_count": 502, - "item_count": 502, - "soft_pair_count": 1845, - "serialized_chars": 957282, - "estimated_input_tokens": 239321, - "estimated_eval_tokens": 478898 + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1849, + "serialized_chars": 959374, + "estimated_input_tokens": 239844, + "estimated_eval_tokens": 479944 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36051, - "estimated_input_tokens": 9013, - "estimated_eval_tokens": 18282 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35316, + "estimated_input_tokens": 8829, + "estimated_eval_tokens": 17914 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: most pairs only share a broad subsystem, model family, or v5-regression theme, not the same concrete bug/fix. I would not merge any of the soft pairs.", - "confidence": 0.92, - "canonical_issue_reason": null, + "summary": "The soft edges look like title-similarity false positives across unrelated model bugs, API regressions, docs, and runtime issues; none clearly share the same concrete underlying fix.", + "confidence": 0.81, + "canonical_issue_reason": "If one issue must anchor the set, issue:45278 is the broadest umbrella-style report ('many import errors after update to 5.5.0'); however, the candidate pairs are heterogeneous enough that there is no strong true duplicate canonical.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:45278 is the most general user-facing regression report among the set, so it is the least-bad representative even though the cluster is not a cohesive duplicate group.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43493", "right": "issue:45753", "accept": false, - "reason": "Different bugs: SigLIP2 implementation discrepancy vs Qwen3_5 infinite-loop behavior on a specific image." + "reason": "Both mention Qwen/vision-related regressions, but one is a SigLIP2 implementation mismatch and the other is an infinite-loop behavior for a specific image; different bugs." }, { "left": "issue:44188", "right": "issue:46328", "accept": false, - "reason": "Unrelated areas: attention-kernel divergence under torch.compile vs SequenceFeatureExtractor.pad performance." + "reason": "Attention-kernel divergence under torch.compile and a numpy/list padding performance issue are unrelated code paths and fixes." }, { "left": "issue:46231", "right": "issue:46877", "accept": false, - "reason": "Documentation parameter-name mismatch vs import-time doc-lint stdout noise; not the same issue." + "reason": "A documentation parameter-name mismatch and import-time doc-lint stdout noise are different documentation/tooling issues." }, { "left": "issue:43937", "right": "issue:44485", "accept": false, - "reason": "Both mention GLM-5, but one is GenerationConfig validation and the other is RoPE implementation; different code paths." + "reason": "One is a GenerationConfig validation failure for GLM-5, the other a RoPE implementation discussion; not the same concrete bug." }, { "left": "issue:42898", "right": "issue:46614", "accept": false, - "reason": "Tokenizer cleanup behavior change vs stale phonemizer backend state; unrelated bugs." + "reason": "Tokenizer cleanup semantics and stale phonemizer backend state are different tokenizer/audio-processing bugs." }, { "left": "issue:38617", "right": "issue:45278", "accept": false, - "reason": "The second is a broad import-error report; not enough evidence it is the same specific ImportError." + "reason": "Both are import failures, but one is a missing symbol import and the other is a broad upgrade regression with many import errors; too coarse to treat as the same bug." }, { "left": "issue:43066", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different tokenizers and symptoms; not the same bug." + "reason": "Wrong decoder type in v5 and DeepSeek tokenization regressions are both tokenizer-related but not the same underlying defect." }, { "left": "issue:43611", "right": "issue:46002", "accept": false, - "reason": "Model loading/base_model_prefix regression is unrelated to NaNs in classification heads after init." + "reason": "A base_model_prefix loading regression and NaNs in classification heads are unrelated failure modes." }, { "left": "issue:43976", "right": "issue:45446", "accept": false, - "reason": "Python version compatibility issue vs a PyTorch version-check bug in flex_attention; different fixes." + "reason": "Python version compatibility breakage and a PyTorch-version guard bug in flex_attention are different platform checks." }, { "left": "issue:44038", "right": "issue:45478", "accept": false, - "reason": "Same model family, but different versions/symptoms: Qwen3-VL-Moe issue vs Qwen3.5 Moe from_pretrained failure." + "reason": "Both involve Qwen MoE models, but they target different versions/models and different failure modes (general bug vs from_pretrained error)." }, { "left": "issue:42673", "right": "issue:45072", "accept": false, - "reason": "VRAM leak in Qwen3ForCausalLM multi-threading is unrelated to bf16 dtype mismatches." + "reason": "VRAM leakage in Qwen3ForCausalLM multi-threaded loading and bfloat16 dtype mismatches in other models are unrelated issues." }, { "left": "issue:43116", "right": "issue:43493", "accept": false, - "reason": "Example-script multi-label classification failure is unrelated to SigLIP2 implementation discrepancies." + "reason": "Multi-label classification example output and SigLIP2 model discrepancy are entirely different bugs." }, { "left": "issue:45357", "right": "issue:45478", "accept": false, - "reason": "Both concern Qwen3.5/Moe, but one is save_pretrained key regression and the other is from_pretrained loading failure." + "reason": "Both are Qwen3.5 serialization/loading regressions, but one is save_pretrained key corruption and the other is a from_pretrained error; not the same concrete fix." }, { "left": "issue:44355", "right": "issue:46231", "accept": false, - "reason": "Compiled Python file errors are unrelated to a docs parameter-name typo." + "reason": "Compiled Python-file errors and a documentation typo are unrelated." }, { "left": "issue:44625", "right": "issue:46002", "accept": false, - "reason": "num_labels propagation bug is unrelated to NaNs in classification heads." + "reason": "num_labels propagation in Qwen3.5 and NaNs in classification heads are different bugs in different layers of the stack." }, { "left": "issue:42371", "right": "issue:43874", "accept": false, - "reason": "TF32 API settings discussion is unrelated to a missing image-patch-count method." + "reason": "TF32 API guidance and a missing image-processor method are unrelated." }, { "left": "issue:45083", "right": "issue:45446", "accept": false, - "reason": "Feature-extractor length helper behavior in qwen3_omni_moe is unrelated to flex_attention import checks." + "reason": "Feature-extraction length calculation in qwen3_omni_moe and an import version check in flex_attention are different subsystems." }, { "left": "issue:44610", "right": "issue:46909", "accept": false, - "reason": "Processor input-size mismatch is unrelated to a broken documentation example." + "reason": "A processor/model input-size mismatch and a broken documentation example are not the same underlying issue." + }, + { + "left": "issue:46726", + "right": "issue:46981", + "accept": false, + "reason": "Missing vision-backend handling in AutoProcessor and repeated 429 retries over HF_ENDPOINT config files are different request-handling bugs." }, { "left": "issue:44075", "right": "issue:44936", "accept": false, - "reason": "Optimizer argument handling and trainer evaluate-after-train failure are different code paths and symptoms." + "reason": "Unused SGD args in the optimizer and a trainer train/evaluate lifecycle failure are unrelated." }, { "left": "issue:43618", "right": "issue:46829", "accept": false, - "reason": "Both are output-field assignment bugs, but in different models and output classes; not the same concrete issue." + "reason": "Both are output-structure bugs, but they affect different model classes and fields; not one shared concrete code path." }, { "left": "issue:43116", "right": "issue:43825", "accept": false, - "reason": "Example-script classification behavior is unrelated to pipeline error-message text." + "reason": "Classification example output and an inaccurate pipeline error message are separate issues." }, { "left": "issue:43066", "right": "issue:46710", "accept": false, - "reason": "Tokenizer decoder-type regression is unrelated to a model accuracy regression in DeepSeek-R1-Distill-Llama-8B." + "reason": "Tokenizer decoder-type regression and a DeepSeek accuracy regression are too broad to merge as the same bug." }, { "left": "issue:43992", "right": "issue:44704", "accept": false, - "reason": "Missing embed_tokens.weight on model load is unrelated to AutoProcessor not forwarding kwargs to cached_file." + "reason": "Missing embed_tokens.weight on UMT5Encoder and AutoProcessor kwargs not reaching cached_file are different loading-path bugs." }, { "left": "issue:46614", "right": "issue:46752", "accept": false, - "reason": "Stale phonemizer language state is unrelated to apply_chat_template crashing on an empty list." + "reason": "Stale phonemizer language state and apply_chat_template crashing on an empty list are unrelated edge cases." }, { "left": "issue:44995", "right": "issue:46697", "accept": false, - "reason": "GlmMoeDsa stale indexer cache crash is unrelated to Swin2SR image over-padding." + "reason": "A stale indexer cache on second forward pass and over-padding in Swin2SR image processing are different bug classes." }, { "left": "issue:45092", "right": "issue:46762", "accept": false, - "reason": "Different models and failure modes: meta-init incompatibility vs numerical attention mismatch." + "reason": "Meta-initialization incompatibility for old InternVL2 checkpoints and numerical attention differences in Minimax are unrelated." }, { "left": "issue:44263", "right": "issue:46762", "accept": false, - "reason": "torch.split return-value handling in GlmMoeDsaIndexer is unrelated to Minimax MSA numerical differences." - }, - { - "left": "issue:28348", - "right": "issue:46640", - "accept": false, - "reason": "FlashAttention 2 support request for GPT2LMHeadModel is not the same as the open 'Flash Attention 2 issue' report." - }, - { - "left": "issue:43827", - "right": "issue:45446", - "accept": false, - "reason": "Docs still referencing pipeline() after removals is unrelated to a flex_attention import-version check bug." + "reason": "A torch.split return-value issue in GlmMoeDsaIndexer and Minimax attention numerical drift are different concrete problems." } ] }, @@ -15998,11 +15906,12 @@ "review_unit_count": 60, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-502", + "cluster_id": "cluster-10000-503", "nodes": [ + "issue:28348", "issue:33453", "issue:38617", "issue:39401", @@ -16018,6 +15927,8 @@ "issue:43450", "issue:43673", "issue:43742", + "issue:43824", + "issue:43827", "issue:43937", "issue:43986", "issue:44117", @@ -16025,43 +15936,43 @@ "issue:44380", "issue:44410", "issue:44466", - "issue:44484", "issue:44779", "issue:44829", - "issue:44877", "issue:44977", "issue:45071", "issue:45081", "issue:45216", "issue:45310", "issue:45341", - "issue:45362", "issue:45405", "issue:45446", "issue:45561", "issue:45563", "issue:45588", + "issue:45632", "issue:46002", "issue:46077", - "issue:46178", - "issue:46209", - "issue:46231", "issue:46298", "issue:46328", "issue:46512", + "issue:46640", "issue:46655", - "issue:46752" + "issue:46752", + "issue:46981" ], "soft_pairs": [ + "issue:28348|issue:46640", + "issue:43827|issue:45446", "issue:33453|issue:39401", - "issue:43064|issue:43673", "issue:42673|issue:42796", "issue:42222|issue:43441", + "issue:43064|issue:43673", "issue:43937|issue:45563", + "issue:43824|issue:46981", "issue:43673|issue:46328", "issue:42673|issue:46655", - "issue:44291|issue:45071", "issue:42222|issue:46752", + "issue:44291|issue:45071", "issue:45405|issue:45446", "issue:44117|issue:45588", "issue:44466|issue:46002", @@ -16069,236 +15980,220 @@ "issue:39401|issue:44779", "issue:43937|issue:44977", "issue:44410|issue:45310", + "issue:45632|issue:46981", "issue:45341|issue:45561", "issue:45071|issue:46512", "issue:45341|issue:46328", "issue:43450|issue:43986", "issue:44829|issue:45216", "issue:44117|issue:45081", - "issue:43408|issue:43742", "issue:42617|issue:45341", "issue:43122|issue:46298", - "issue:38617|issue:41628", - "issue:45362|issue:46328", - "issue:42222|issue:46178", - "issue:44877|issue:46231", - "issue:44484|issue:45310", - "issue:39401|issue:46209" + "issue:43408|issue:43742", + "issue:38617|issue:41628" ], - "prepared_review_unit_hash": "b5d0c3be2e359689784c1d4102db682de96412ac26e060166236fe7d29764b0c", + "prepared_review_unit_hash": "940ea2bb2679cb2d3bad7d7e8e08c87cd16acb03568b04492f5b7ef40fb8be25", "component_budget": { - "node_count": 502, - "item_count": 502, - "soft_pair_count": 1845, - "serialized_chars": 957282, - "estimated_input_tokens": 239321, - "estimated_eval_tokens": 478898 + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1849, + "serialized_chars": 959374, + "estimated_input_tokens": 239844, + "estimated_eval_tokens": 479944 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36863, - "estimated_input_tokens": 9216, - "estimated_eval_tokens": 18688 + "soft_pair_count": 30, + "serialized_chars": 36606, + "estimated_input_tokens": 9152, + "estimated_eval_tokens": 18560 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The items are mostly distinct issue reports; no soft pair looks like the same concrete bug/change. The best canonical issue is the broad tokenizer-regression report around the v4.57.3 -> v5 tokenization change.", - "confidence": 0.9, - "canonical_issue_reason": "issue:43122 is the most general and central regression report in the set: it describes tokenization changing across 4.57.3 to 5.0, which best fits a canonical umbrella issue for tokenizer regressions.", + "summary": "This set is not a true duplicate cluster: the items mostly fall into separate Transformers problem areas (tokenizers, FlashAttention, imports, generation, training, video processors, testing utils) with only superficial title overlap. None of the soft edges look safe to merge.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 43122 is the broadest tokenizer-regression report here and the best single anchor if one must choose, but it is still not a duplicate of the other model-specific tokenizer bugs.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43122 is the strongest anchor because it is broad, version-focused, and directly captures the underlying tokenizer regression class that several narrower reports resemble.", + "best_issue_reason": "Issue 43122 is the most general and reusable triage anchor for the tokenizer-regression subset; it is the closest thing to a cluster representative without forcing unrelated issues together.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:33453", - "right": "issue:39401", + "left": "issue:28348", + "right": "issue:46640", "accept": false, - "reason": "Both are tokenizer-related, but one is a generic loading regression and the other is a model-specific offset_mapping bug; not the same failure." + "reason": "Both mention FlashAttention 2, but one is a GPT-2 support request and the other is a generic bug report; different underlying changes." }, { - "left": "issue:43064", - "right": "issue:43673", + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs referencing removed pipeline APIs and a PyTorch version check bug in flex_attention are unrelated code paths." + }, + { + "left": "issue:33453", + "right": "issue:39401", "accept": false, - "reason": "Training/optimizer-state corruption on FSDP2+PEFT is unrelated to a generation cache missing during chunked prefill." + "reason": "Both are tokenizer regressions, but loading regression vs Qwen3 offset_mapping bug are different defects." }, { "left": "issue:42673", "right": "issue:42796", "accept": false, - "reason": "VRAM leak in multi-threaded dataloader use is unrelated to wrong BPE marker handling in a tokenizer." + "reason": "VRAM leak in dataloader threads and incorrect BPE marker handling are unrelated." }, { "left": "issue:42222", "right": "issue:43441", "accept": false, - "reason": "VitPose model breakage and Ministral FlashAttention failure are different model/backend bugs." + "reason": "Vitpose model breakage and Ministral FlashAttention failure do not share the same underlying bug." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Optimizer-state corruption under FSDP2/PEFT is separate from missing generation cache in chunked prefill." }, { "left": "issue:43937", "right": "issue:45563", "accept": false, - "reason": "Invalid GenerationConfig and a stale num_return_sequences warning are different generation issues with different symptoms." + "reason": "Invalid GenerationConfig and a stale warning for num_return_sequences are different generation issues." + }, + { + "left": "issue:43824", + "right": "issue:46981", + "accept": false, + "reason": "ImportError for a missing model symbol and repeated 429 retries in AutoProcessor are unrelated." }, { "left": "issue:43673", "right": "issue:46328", "accept": false, - "reason": "Missing generation cache during chunked prefill is unrelated to SequenceFeatureExtractor.pad list/array conversion overhead." + "reason": "A generation cache bug and a padding performance inefficiency are not the same defect." }, { "left": "issue:42673", "right": "issue:46655", "accept": false, - "reason": "VRAM leakage in threaded loading is not the same as incorrect video padding calculation." + "reason": "VRAM leak in threading and a video-processor padding miscalculation are different problems." }, { - "left": "issue:44291", - "right": "issue:45071", + "left": "issue:42222", + "right": "issue:46752", "accept": false, - "reason": "Unexpected _is_hf_initialized argument and broken PretrainedConfig type checking are distinct API compatibility problems." + "reason": "Broken vitpose models and an empty-list chat-template IndexError are unrelated." }, { - "left": "issue:42222", - "right": "issue:46752", + "left": "issue:44291", + "right": "issue:45071", "accept": false, - "reason": "VitPose model breakage is unrelated to apply_chat_template crashing on an empty list." + "reason": "Unexpected _is_hf_initialized argument handling and PretrainedConfig type checking are separate API regressions." }, { "left": "issue:45405", "right": "issue:45446", "accept": false, - "reason": "A version pin being ahead of PyPI and a PyTorch version check bug are different release/compatibility issues." + "reason": "A PEFT minimum-version bump and a PyTorch version guard bug do not share the same fix." }, { "left": "issue:44117", "right": "issue:45588", "accept": false, - "reason": "Tokenizer mapping returning None is not the same as flash_attention.py crashing on s_aux=None." + "reason": "TOKENIZER_MAPPING_NAMES returning None and flash_attention crashing on s_aux=None are different failure sites." }, { "left": "issue:44466", "right": "issue:46002", "accept": false, - "reason": "lm_head serialization inconsistency is different from NaNs appearing in classification heads after checkout/init." + "reason": "lm_head serialization inconsistency and NaNs after checkout/init are not the same underlying issue." }, { "left": "issue:44380", "right": "issue:46077", "accept": false, - "reason": "Ignored attention scaling and wrong causal mask construction are separate attention-behavior bugs." + "reason": "Both involve attention behavior, but GPT-2 backend scaling and Gemma4 bidirectional masking are distinct code paths." }, { "left": "issue:39401", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer regressions, but one is offset_mapping corruption and the other is Deepseek tokenization output changes; not the same bug." + "reason": "Different tokenizer correctness bugs for different models; no evidence they are the same defect." }, { "left": "issue:43937", "right": "issue:44977", "accept": false, - "reason": "GenerationConfig validation failure is different from Qwen3.5 flash-attention generation misbehavior." + "reason": "GLM generation-config validation and Qwen3.5 FlashAttention generation failure are separate issues." }, { "left": "issue:44410", "right": "issue:45310", "accept": false, - "reason": "Missing qkv/gate projections in qwen3next is unrelated to Qwen3.5 Moe from_pretrained errors." + "reason": "Missing qkv/gate projections in qwen3next is not the same as a Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:45632", + "right": "issue:46981", + "accept": false, + "reason": "Local cache-path collision and repeated HTTP 429 retries are unrelated behavior." }, { "left": "issue:45341", "right": "issue:45561", "accept": false, - "reason": "A generic testing_utils bug is not the same as an xdist race on captured_info.txt." + "reason": "Both touch testing utilities, but a generic bug in testing_utils.py is not enough to equate it with the captured_info.txt xdist race." }, { "left": "issue:45071", "right": "issue:46512", "accept": false, - "reason": "Type checking in v5.4.0 and stale config.dtype after from_config are different configuration-state bugs." - }, - { - "left": "issue:45341", - "right": "issue:46328", - "accept": false, - "reason": "testing_utils bug and SequenceFeatureExtractor.pad performance issue are unrelated." + "reason": "Type-checking breakage in v5.4.0 and stale config dtype after from_config are different regressions." }, { "left": "issue:43450", "right": "issue:43986", "accept": false, - "reason": "Wrong batched video processor shape and missing torchvision crash are different video-processing failures." + "reason": "Batched video-shape bug and missing-torchvision AutoProcessor crash are separate video-processing problems." }, { "left": "issue:44829", "right": "issue:45216", "accept": false, - "reason": "Degenerate training with flash_attention_3 is unrelated to Qwen3.5 checkpoint save_pretrained corruption." + "reason": "Degenerate training under flash_attention_3 and incorrect checkpoint saving for Qwen3.5 are not the same bug." }, { "left": "issue:44117", "right": "issue:45081", "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES returning None and Mistral regex patch crashing are different tokenizer-loading bugs." - }, - { - "left": "issue:43408", - "right": "issue:43742", - "accept": false, - "reason": "Model-type warning for sam3_video/sam3_tracker is unrelated to a KeyError loading MobileLLM-125M." + "reason": "A tokenizer-mapping None assumption and a Mistral regex patch AttributeError are different loading paths." }, { "left": "issue:42617", "right": "issue:45341", "accept": false, - "reason": "Failure to run 3d_parallel.py is not the same as a small testing_utils bug." + "reason": "A 3d_parallel.py runtime failure and a testing_utils.py bug are unrelated." }, { "left": "issue:43122", "right": "issue:46298", "accept": false, - "reason": "A tokenizer regression across versions is unrelated to a noisy logging message." - }, - { - "left": "issue:38617", - "right": "issue:41628", - "accept": false, - "reason": "Both are import errors, but they involve different missing symbols and do not look like the same underlying breakage." - }, - { - "left": "issue:45362", - "right": "issue:46328", - "accept": false, - "reason": "Qwen3.5 chat crash and a padding performance issue in SequenceFeatureExtractor are unrelated." - }, - { - "left": "issue:42222", - "right": "issue:46178", - "accept": false, - "reason": "VitPose breakage is not the same as backend mapping rejecting tensorflow_text." - }, - { - "left": "issue:44877", - "right": "issue:46231", - "accept": false, - "reason": "Strict config loading for granite_speech is unrelated to a docs typo about set_training parameters." + "reason": "Tokenizer behavior regression and noisy logging are not duplicates." }, { - "left": "issue:44484", - "right": "issue:45310", + "left": "issue:43408", + "right": "issue:43742", "accept": false, - "reason": "Shard-size default behavior and Qwen3.5 Moe loading failure are different issues." + "reason": "sam3 model-type warning and MobileLLM key error are different loading failures." }, { - "left": "issue:39401", - "right": "issue:46209", + "left": "issue:38617", + "right": "issue:41628", "accept": false, - "reason": "Tokenizer offset_mapping regression and FP8 inference failure on B200 are unrelated." + "reason": "Both are import errors, but they involve different symbols and different subsystems." } ] }, @@ -16317,33 +16212,29 @@ "review_unit_count": 60, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-502", + "cluster_id": "cluster-10000-503", "nodes": [ "issue:27957", "issue:38617", + "issue:39401", "issue:41628", "issue:42222", "issue:42371", - "issue:43012", "issue:43066", "issue:43097", "issue:43122", "issue:43208", "issue:43352", - "issue:43441", - "issue:43452", - "issue:43577", "issue:43673", "issue:43874", "issue:43931", "issue:43937", - "issue:43986", "issue:44038", "issue:44075", - "issue:44117", + "issue:44077", "issue:44220", "issue:44261", "issue:44263", @@ -16354,25 +16245,35 @@ "issue:44485", "issue:44493", "issue:44496", - "issue:44829", + "issue:44877", "issue:44933", - "issue:44987", - "issue:45003", "issue:45071", "issue:45278", + "issue:45310", "issue:45341", + "issue:45362", "issue:45464", "issue:45478", "issue:45542", "issue:45656", "issue:46172", + "issue:46178", + "issue:46209", + "issue:46231", + "issue:46328", "issue:46617", "issue:46762", - "issue:46894" + "issue:46894", + "issue:46981" ], "soft_pairs": [ - "issue:43937|issue:44496", + "issue:45362|issue:46328", + "issue:42222|issue:46178", + "issue:44877|issue:46231", "issue:42371|issue:44261", + "issue:44484|issue:45310", + "issue:39401|issue:46209", + "issue:43937|issue:44496", "issue:44261|issue:46762", "issue:42371|issue:46617", "issue:44410|issue:45478", @@ -16382,241 +16283,229 @@ "issue:43208|issue:46894", "issue:43066|issue:43122", "issue:44263|issue:44485", - "issue:44483|issue:45464", "issue:43097|issue:44493", + "issue:44483|issue:45464", "issue:43673|issue:45341", + "issue:44077|issue:46981", "issue:42222|issue:45542", "issue:43931|issue:44410", "issue:41628|issue:45071", "issue:45071|issue:45542", - "issue:44484|issue:45478", "issue:43874|issue:44261", "issue:44263|issue:46172", + "issue:44484|issue:45478", "issue:44360|issue:46172", "issue:27957|issue:43352", - "issue:43931|issue:44038", - "issue:43441|issue:44829", - "issue:43012|issue:43577", - "issue:43097|issue:43452", - "issue:45003|issue:45341", - "issue:43986|issue:45341", - "issue:44261|issue:44485", - "issue:44117|issue:44987" + "issue:43931|issue:44038" ], - "prepared_review_unit_hash": "ec1182a166b5887993e917364ec6eed6879707befbf6b7a98dceaabecfafd0d2", + "prepared_review_unit_hash": "09d5b9f0954ff4d2b6a2b78bbe821a3ec63bbf6d0e3e7dabf28c1df8bbd1c23a", "component_budget": { - "node_count": 502, - "item_count": 502, - "soft_pair_count": 1845, - "serialized_chars": 957282, - "estimated_input_tokens": 239321, - "estimated_eval_tokens": 478898 + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1849, + "serialized_chars": 959374, + "estimated_input_tokens": 239844, + "estimated_eval_tokens": 479944 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 31, - "serialized_chars": 35931, - "estimated_input_tokens": 8983, - "estimated_eval_tokens": 18222 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36040, + "estimated_input_tokens": 9010, + "estimated_eval_tokens": 18276 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a mix of mostly unrelated v5 regressions: import failures, tokenizer behavior changes, attention-backend bugs, and model-specific loading/training issues. None of the soft pairs look like the same underlying defect, so I reject all candidate merges. The most representative issue in the set is the broad post-upgrade import-regression report (#45278).", - "confidence": 0.72, - "canonical_issue_reason": "#45278 is the broadest and most central regression report here: it captures the general 'many import errors after upgrade' theme that overlaps the most with the other import-related issues.", + "summary": "These items are mostly unrelated issues that only share broad Transformer-regression or model-family themes. I found no soft pair that looks safely like the same underlying bug/change, so I would not deduplicate any of them based on the provided evidence.", + "confidence": 0.67, + "canonical_issue_reason": "issue:45464 is the strongest canonical issue candidate: it is specific, user-facing, and tied to a concrete failure mode (Qwen3.5-0.8B chat/completions streaming inference), making it a better anchor than broader or more ambiguous reports.", "canonical_pr_reason": null, - "best_issue_reason": "#45278 is the best single anchor for this mixed cluster because it is broad, clearly described, and closest to the common upgrade-breakage theme, even though it is not a duplicate of the others.", + "best_issue_reason": "issue:45464 is the best overall issue to keep as a representative report because it describes a precise, reproducible code-path problem with clear model and API context.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43937", - "right": "issue:44496", + "left": "issue:45362", + "right": "issue:46328", + "accept": false, + "reason": "Different subsystems and failures: chat/completions behavior for Qwen3.5 vs feature-extractor padding performance." + }, + { + "left": "issue:42222", + "right": "issue:46178", + "accept": false, + "reason": "VitPose model loading breakage is unrelated to the tensorflow_text backend error." + }, + { + "left": "issue:44877", + "right": "issue:46231", "accept": false, - "reason": "Both are loading/config errors, but one is a GLM generation-config validity issue and the other is an unrecognized-model/config.json issue; different root causes." + "reason": "One is a config-loading regression; the other is a documentation mismatch in set_training()." }, { "left": "issue:42371", "right": "issue:44261", "accept": false, - "reason": "TF32 API guidance and an rms_norm_eps precision bug are unrelated code paths and symptoms." + "reason": "TF32 API/settings guidance is unrelated to the MLA layernorm epsilon precision issue." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "save_pretrained shard-size behavior is unrelated to Qwen3.5-MoE from_pretrained loading errors." + }, + { + "left": "issue:39401", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer offset mapping and FP8/B200 inference are different bugs with no shared code-path evidence." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "Invalid GenerationConfig and unrecognized model/config.json errors are distinct loading/validation problems." }, { "left": "issue:44261", "right": "issue:46762", "accept": false, - "reason": "Both mention numerical differences, but they concern different models and different attention implementations, so the underlying bug is not the same." + "reason": "Both mention numerical behavior, but they involve different models and different attention implementations." }, { "left": "issue:42371", "right": "issue:46617", "accept": false, - "reason": "TF32 behavior control and trust_remote_code cache FileNotFound are unrelated." + "reason": "TF32 settings are unrelated to trust_remote_code cache FileNotFoundError behavior." }, { "left": "issue:44410", "right": "issue:45478", "accept": false, - "reason": "Both are Qwen-family loading issues, but one is missing projections in qwen3next and the other is a from_pretrained error in Qwen3.5-MoE." + "reason": "Missing Qwen3next projections is not the same as Qwen3.5-MoE from_pretrained failure." }, { "left": "issue:44933", "right": "issue:45278", "accept": false, - "reason": "Both are import-related, but one is a specific nonexistent image_utils import and the other is a broad upgrade-wide import regression; not the same bug." + "reason": "Shared import-error theme is too broad; these do not appear to be the same import regression." }, { "left": "issue:38617", "right": "issue:44220", "accept": false, - "reason": "An ImportError for layer_type_validation and an fbank feature extraction issue are clearly different failures." + "reason": "An import error in configuration_utils is unrelated to the fbank feature extraction bug." }, { "left": "issue:44075", "right": "issue:45656", "accept": false, - "reason": "One is SGD arguments being ignored, the other is optimizer.step being called twice under deepspeed; different optimizer bugs." + "reason": "SGD argument handling and double optimizer stepping under deepspeed are different optimizer bugs." }, { "left": "issue:43208", "right": "issue:46894", "accept": false, - "reason": "These are model-specific training bugs in different projects with no clear shared code path." + "reason": "xLSTM training blockers and CohereASR double-shift loss bug are not the same underlying defect." }, { "left": "issue:43066", "right": "issue:43122", "accept": false, - "reason": "Both are tokenization regressions in v5, but one is wrong decoder type and the other is tokenization drift; not enough evidence of one defect." + "reason": "Tokenizer decoder type mismatch and tokenization differences across versions are related at a high level but not the same concrete bug." }, { "left": "issue:44263", "right": "issue:44485", "accept": false, - "reason": "A torch.split return-value issue in GlmMoeDsaIndexer and a GLM-5 RoPE implementation discussion are different bugs." + "reason": "A torch.split return-value issue in one indexer is unrelated to GLM-5 RoPE implementation." }, { - "left": "issue:44483", - "right": "issue:45464", + "left": "issue:43097", + "right": "issue:44493", "accept": false, - "reason": "Both hit chat/completions, but one is request acceptance/validation and the other is streaming inference failure on a specific model." + "reason": "Removal of tie_embeddings_and_encoder_decoder and unexpected position-id keys are different regression reports." }, { - "left": "issue:43097", - "right": "issue:44493", + "left": "issue:44483", + "right": "issue:45464", "accept": false, - "reason": "One concerns removal of tie_embeddings_and_encoder_decoder, the other unexpected position_id keys; different breakages." + "reason": "Both mention Qwen3.5 chat/completions, but the symptoms are different enough that they do not clearly describe the same bug." }, { "left": "issue:43673", "right": "issue:45341", "accept": false, - "reason": "Generation cache/chunked_prefill versus a testing_utils bug are unrelated." + "reason": "Chunked_prefill cache handling is unrelated to the testing_utils bug." + }, + { + "left": "issue:44077", + "right": "issue:46981", + "accept": false, + "reason": "patchtsmixer post_init validation has nothing to do with AutoProcessor retry behavior on HTTP 429." }, { "left": "issue:42222", "right": "issue:45542", "accept": false, - "reason": "Vitpose model breakage and a TensorFlow backend detection issue are not the same underlying problem." + "reason": "VitPose model breakage is unrelated to the tensorboard-without-TensorFlow backend error." }, { "left": "issue:43931", "right": "issue:44410", "accept": false, - "reason": "Different Qwen-related model loading issues: weight-shape mismatch versus missing attention projections." + "reason": "Qwen3-VL weight-shape mismatch and qwen3next missing projections are separate model-loading problems." }, { "left": "issue:41628", "right": "issue:45071", "accept": false, - "reason": "ImportError for AutoImageProcessor and a PretrainedConfig type-checking regression are distinct." + "reason": "AutoImageProcessor import failure and PreTrainedModel type-checking regression are different compatibility issues." }, { "left": "issue:45071", "right": "issue:45542", "accept": false, - "reason": "Type-checking behavior in PretrainedConfig is unrelated to the TensorFlow backend error." - }, - { - "left": "issue:44484", - "right": "issue:45478", - "accept": false, - "reason": "save_pretrained sharding behavior and a Qwen3.5-MoE from_pretrained error are unrelated." + "reason": "Type-checking regression is unrelated to backend detection with tensorboard/tensorflow." }, { "left": "issue:43874", "right": "issue:44261", "accept": false, - "reason": "Missing get_number_of_image_patches in an image processor and a layernorm epsilon precision bug are different code paths." + "reason": "Missing image-patch counting method and MLA layernorm epsilon precision are different multimodal/model issues." }, { "left": "issue:44263", "right": "issue:46172", "accept": false, - "reason": "Different tensor-operation bugs in different model code paths; no shared underlying defect is evident." + "reason": "The DSA indexer torch.split issue is unrelated to deepseek-v4 tensor transpose behavior." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "Max shard size behavior is unrelated to Qwen3.5-MoE loading failure." }, { "left": "issue:44360", "right": "issue:46172", "accept": false, - "reason": "A missing ReLU in one DSA/indexer path is not the same as the deepseek-v4 comb dtype/transpose issue." + "reason": "Missing ReLU in the DSA indexer and deepseek-v4 tensor layout issues are not the same bug." }, { "left": "issue:27957", "right": "issue:43352", "accept": false, - "reason": "Both mention Flash Attention 2, but they are different models with different support/status issues." + "reason": "Both concern Flash Attention 2 support, but for different models and likely different integration paths." }, { "left": "issue:43931", "right": "issue:44038", "accept": false, - "reason": "Both are Qwen3-VL-related, but one is a weight mismatch and the other is a v5/Qwen3-VL-Moe failure; not the same bug." - }, - { - "left": "issue:43441", - "right": "issue:44829", - "accept": false, - "reason": "One is a model support failure for FlashAttention and the other is degenerate training with flash_attention_3; different symptoms and likely different fixes." - }, - { - "left": "issue:43012", - "right": "issue:43577", - "accept": false, - "reason": "A PyTorch warning during bfloat16 compilation and a Blip2 dtype remaining float32 are different dtype-handling issues." - }, - { - "left": "issue:43097", - "right": "issue:43452", - "accept": false, - "reason": "A config/API removal and a gguf_file loading regression do not share the same failure mode." - }, - { - "left": "issue:45003", - "right": "issue:45341", - "accept": false, - "reason": "Unsafe sys.modules access in modeling_utils and a testing_utils bug are unrelated." - }, - { - "left": "issue:43986", - "right": "issue:45341", - "accept": false, - "reason": "A missing torchvision crash in AutoProcessor and a testing_utils bug are not the same issue." - }, - { - "left": "issue:44261", - "right": "issue:44485", - "accept": false, - "reason": "A layernorm precision bug and a GLM-5 RoPE implementation discussion are different model bugs." - }, - { - "left": "issue:44117", - "right": "issue:44987", - "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES returning None and loading physical-intelligence/fast failing are too indirect to treat as the same concrete bug." + "reason": "Qwen3-VL weight loading mismatch and GLM-5 config validation are distinct model-specific errors." } ] }, @@ -16635,10 +16524,10 @@ "review_unit_count": 60, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-502", + "cluster_id": "cluster-10000-503", "nodes": [ "issue:38617", "issue:42757", @@ -16647,26 +16536,28 @@ "issue:43064", "issue:43097", "issue:43208", - "issue:43502", + "issue:43441", + "issue:43452", "issue:43531", + "issue:43577", "issue:43673", "issue:43873", "issue:43874", "issue:43986", - "issue:43992", "issue:44038", "issue:44062", "issue:44117", + "issue:44246", + "issue:44261", "issue:44263", "issue:44315", "issue:44351", - "issue:44380", "issue:44410", "issue:44484", - "issue:44704", - "issue:44936", - "issue:44938", - "issue:45103", + "issue:44485", + "issue:44829", + "issue:44987", + "issue:45003", "issue:45341", "issue:45372", "issue:45375", @@ -16676,21 +16567,27 @@ "issue:46050", "issue:46123", "issue:46172", - "issue:46178", "issue:46298", - "issue:46365", "issue:46369", - "issue:46421", "issue:46655", "issue:46664", "issue:46701", "issue:46710", "issue:46752", "issue:46821", - "issue:46897" + "issue:46897", + "issue:46981" ], "soft_pairs": [ + "issue:43441|issue:44829", + "issue:43012|issue:43577", + "issue:43097|issue:43452", + "issue:45003|issue:45341", + "issue:44246|issue:46981", + "issue:43986|issue:45341", + "issue:44261|issue:44485", "issue:45753|issue:46369", + "issue:44117|issue:44987", "issue:43531|issue:45341", "issue:43874|issue:44263", "issue:45440|issue:46172", @@ -16698,10 +16595,10 @@ "issue:43673|issue:46123", "issue:44410|issue:45375", "issue:43986|issue:45372", - "issue:43097|issue:46050", "issue:44038|issue:44410", - "issue:38617|issue:42757", + "issue:43097|issue:46050", "issue:43208|issue:46897", + "issue:38617|issue:42757", "issue:43064|issue:44315", "issue:43986|issue:44484", "issue:46655|issue:46664", @@ -16712,209 +16609,222 @@ "issue:43097|issue:43873", "issue:38617|issue:44351", "issue:43012|issue:46821", - "issue:44117|issue:46701", - "issue:43502|issue:43992", - "issue:44936|issue:46365", - "issue:44704|issue:45103", - "issue:44380|issue:46421", - "issue:44938|issue:46178" + "issue:44117|issue:46701" ], - "prepared_review_unit_hash": "4029c0c47f06bf5c3aaeed8a12de104ddba17c33dfd12c8bba5f368d16311d0a", + "prepared_review_unit_hash": "40f582f2da614dd09ff424c748f58c822e1a6a3f1589fdeb387c37b5f82532c0", "component_budget": { - "node_count": 502, - "item_count": 502, - "soft_pair_count": 1845, - "serialized_chars": 957282, - "estimated_input_tokens": 239321, - "estimated_eval_tokens": 478898 + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1849, + "serialized_chars": 959374, + "estimated_input_tokens": 239844, + "estimated_eval_tokens": 479944 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 35910, - "estimated_input_tokens": 8978, - "estimated_eval_tokens": 18212 + "soft_pair_count": 31, + "serialized_chars": 36911, + "estimated_input_tokens": 9228, + "estimated_eval_tokens": 18712 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated Transformers bug reports spanning different models, APIs, and test/runtime failures. I don\u2019t see any soft pair that represents the same underlying defect, so all candidate duplicate links should be rejected.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "This cluster is highly heterogeneous. Most soft pairs are only surface-level similar (imports, dtype, tokenizer, model family, or generic trainer/generation issues) and do not look like the same underlying bug. No soft edge should be accepted. If a canonical issue must be picked, 43097 is the most connected node, but the cluster is not a clean duplicate set.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 43097 is the most connected artifact in the soft graph and is the closest thing to a central v5 regression/removal report, but the cluster as a whole is too mixed for a strong canonical duplicate.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "43097 is the best representative only by connectivity and broad version-breakage theme; it is not a strong duplicate canonical, just the least bad anchor among unrelated issues.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "Both mention FlashAttention-related failures, but one is a model-loading/runtime crash for Ministral-3 and the other is degenerate training with flash_attention_3; different symptoms and code paths." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "Both are dtype/precision complaints, but one is a PyTorch warning during compile for a bfloat16 model and the other is a Blip2 loading bug where qformer stays float32." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "One is a removed API/attribute regression, the other is a gguf_file from_pretrained loading failure; related version timing, but not the same bug." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "Different files and problems: unsafe sys.modules access in modeling_utils versus a testing_utils bug." + }, + { + "left": "issue:44246", + "right": "issue:46981", + "accept": false, + "reason": "One is about import transformers being slow sometimes; the other is repeated retries on 429 with HF_ENDPOINT. Both are loading-related, but not the same issue." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "AutoProcessor/torchvision crash versus a testing_utils bug; no shared underlying code-path problem." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "Both are model-math/config discussions, but one is a missing rms_norm_eps causing precision error and the other is a RoPE implementation question for GLM-5." + }, { "left": "issue:45753", "right": "issue:46369", "accept": false, - "reason": "Different products and failure modes: Qwen3_5 image-loop bug vs SAM3-LiteText memory overflow." + "reason": "Different multimodal failures: infinite loop on a specific image versus memory overflow in sam3-litetext." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES returning None is a mapping-assumption bug; loading physical-intelligence/fast is a separate model-specific regression." }, { "left": "issue:43531", "right": "issue:45341", "accept": false, - "reason": "One is a Qwen3-MoE sliding-window bug; the other is a small testing_utils issue with no shared code path." + "reason": "A Qwen3-MoE sliding_window bug and a testing_utils bug are unrelated." }, { "left": "issue:43874", "right": "issue:44263", "accept": false, - "reason": "Different Glm* components and different bugs: missing image-patch helper vs torch.split return handling." + "reason": "Both touch GLM-related internals, but one is a missing image-patch helper causing multimodal-token count failure and the other is a torch.split return-value issue in a different component." }, { "left": "issue:45440", "right": "issue:46172", "accept": false, - "reason": "Both touch DeepSeek, but one is model divergence and the other is a dtype/transpose bug in DeepSeek-V4." + "reason": "Different DeepSeek model generations and different failures: remote implementation divergence versus a dtype/transpose bug." }, { "left": "issue:43097", "right": "issue:45588", "accept": false, - "reason": "Unrelated issues: removed config/API in v5 vs flash_attention crash on s_aux=None." + "reason": "Removed tie_embeddings_and_encoder_decoder and an AttributeError in flash_attention integration are separate code paths." }, { "left": "issue:43673", "right": "issue:46123", "accept": false, - "reason": "Both involve caching/prefill or batching, but they affect different code paths and symptoms." + "reason": "Generation cache missing during chunked_prefill and MaskGenerationPipeline dropping final partial batch results are different generation/pipeline bugs." }, { "left": "issue:44410", "right": "issue:45375", "accept": false, - "reason": "Different Qwen configs: missing projections in layer 0 vs silently dropped config field." + "reason": "Both are Qwen-family issues, but one is missing layer projections and the other is a config field being dropped by strict handling." }, { "left": "issue:43986", "right": "issue:45372", "accept": false, - "reason": "Both are import/loading errors, but they stem from different missing dependencies/symbols and different processor flows." - }, - { - "left": "issue:43097", - "right": "issue:46050", - "accept": false, - "reason": "One is an API removal complaint; the other is quantized model save/load corruption." + "reason": "Both are processor-loading crashes, but one depends on torchvision and the other on mistral_common ReasoningEffort; different dependencies and failure modes." }, { "left": "issue:44038", "right": "issue:44410", "accept": false, - "reason": "Related to Qwen models, but one reports a general Transformers 5.0 regression and the other a specific missing-projection defect." + "reason": "Both involve Qwen variants, but these are different model families and distinct bugs." }, { - "left": "issue:38617", - "right": "issue:42757", + "left": "issue:43097", + "right": "issue:46050", "accept": false, - "reason": "Both are ImportError reports, but for different symbols/modules with no shared underlying bug." + "reason": "An API removal issue is not the same as quantized model save/load breakage." }, { "left": "issue:43208", "right": "issue:46897", "accept": false, - "reason": "Different model families and failures: xLSTM training blockers vs Florence2 loss-shift bug." + "reason": "Different models and different defects: xLSTM training blockers versus Florence2 double-shift training loss bug." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are ImportError reports, but they concern different symbols from different packages (transformers vs huggingface_hub) and different fixes." }, { "left": "issue:43064", "right": "issue:44315", "accept": false, - "reason": "Trainer/FSDP/PEFT optimizer-state corruption is a different issue from Liger Kernel not being applied with model_init." + "reason": "Both mention trainer/setup interactions, but one is a v5+FSDP2+PEFT optimizer-state corruption bug and the other is Liger Kernel not being applied with model_init." }, { "left": "issue:43986", "right": "issue:44484", "accept": false, - "reason": "Video-processor dependency crash and save_pretrained shard-size default are unrelated." + "reason": "A processor-loading crash and a question about save_pretrained shard size are unrelated." }, { "left": "issue:46655", "right": "issue:46664", "accept": false, - "reason": "Same SmolVLM area, but padding calculation and num_frames semantics are different bugs." + "reason": "Both are SmolVLM video-processor issues, but one is padding calculation and the other is the meaning of num_frames; related subsystem, different bugs." }, { "left": "issue:46298", "right": "issue:46752", "accept": false, - "reason": "Noisy logging is unrelated to apply_chat_template crashing on an empty list." + "reason": "Noisy logging and an empty-list apply_chat_template IndexError are not the same underlying bug." }, { "left": "issue:42890", "right": "issue:46298", "accept": false, - "reason": "A flaky integration test due to missing set_seed is not the same as a logging-message issue." + "reason": "A missing set_seed in tests and a noisy logging message are unrelated." }, { "left": "issue:46172", "right": "issue:46710", "accept": false, - "reason": "Different DeepSeek failures: tensor transpose/dtype bug vs model accuracy regression after upgrade." + "reason": "Different DeepSeek-related problems: a dtype/transpose bug versus an accuracy regression after upgrading Transformers." }, { "left": "issue:44062", "right": "issue:44117", "accept": false, - "reason": "Tokenizer constructor argument collision is not the same as TOKENIZER_MAPPING_NAMES returning None." + "reason": "AddedToken getting duplicate 'special' kwargs and TOKENIZER_MAPPING_NAMES returning None are different tokenizer issues." }, { "left": "issue:43097", "right": "issue:43873", "accept": false, - "reason": "Different problems: removed API guidance vs offloading failing under quantization." + "reason": "A removed helper/API and an offloading-with-quantization bug are not the same code-path problem." }, { "left": "issue:38617", "right": "issue:44351", "accept": false, - "reason": "Both are import errors from transformers, but they concern different missing exports and code paths." + "reason": "Both are import errors, but they are for different missing exports and likely different root causes." }, { "left": "issue:43012", "right": "issue:46821", "accept": false, - "reason": "bfloat16 warning during compilation is unrelated to a TimesFM window_size AttributeError." + "reason": "A compile-time bfloat16 warning and a TimesFM window_size AttributeError are unrelated." }, { "left": "issue:44117", "right": "issue:46701", "accept": false, - "reason": "Tokenizer mapping fallback bug and image-text pipeline failure are unrelated." - }, - { - "left": "issue:43502", - "right": "issue:43992", - "accept": false, - "reason": "local_files_only network leakage and missing embed_tokens.weight on load are different from_pretrained issues." - }, - { - "left": "issue:44936", - "right": "issue:46365", - "accept": false, - "reason": "trainer.evaluate failure after training is not the same as failing to import Trainer because of datasets." - }, - { - "left": "issue:44704", - "right": "issue:45103", - "accept": false, - "reason": "AutoProcessor kwargs propagation and auto_docstring future-annotations crash affect different subsystems." - }, - { - "left": "issue:44380", - "right": "issue:46421", - "accept": false, - "reason": "GPT-2 attention scaling is unrelated to lazy cache initialization causing recompilation." - }, - { - "left": "issue:44938", - "right": "issue:46178", - "accept": false, - "reason": "Python 3.14 import failure and tensorflow_text backend mapping error are distinct compatibility issues." + "reason": "A tokenizer-mapping assumption bug and a DiffusionGemmaGenerationOutput pipeline failure are different issues." } ] }, @@ -16933,10 +16843,10 @@ "review_unit_count": 60, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-502", + "cluster_id": "cluster-10000-503", "nodes": [ "issue:36683", "issue:38617", @@ -16944,7 +16854,6 @@ "issue:42490", "issue:42757", "issue:42907", - "issue:42994", "issue:43012", "issue:43064", "issue:43066", @@ -16956,8 +16865,6 @@ "issue:43550", "issue:43582", "issue:43618", - "issue:43756", - "issue:43761", "issue:43824", "issue:43825", "issue:43906", @@ -16965,18 +16872,19 @@ "issue:43986", "issue:43992", "issue:44016", - "issue:44038", "issue:44077", "issue:44162", "issue:44222", - "issue:44230", "issue:44368", "issue:44380", "issue:44483", "issue:44484", - "issue:44485", "issue:44514", "issue:44655", + "issue:44704", + "issue:44936", + "issue:44938", + "issue:45103", "issue:45478", "issue:45479", "issue:45584", @@ -16984,22 +16892,29 @@ "issue:45753", "issue:46132", "issue:46172", + "issue:46178", "issue:46298", - "issue:46365" + "issue:46365", + "issue:46421" ], "soft_pairs": [ + "issue:43502|issue:43992", + "issue:44936|issue:46365", + "issue:44704|issue:45103", + "issue:44380|issue:46421", + "issue:44938|issue:46178", "issue:43986|issue:44016", "issue:42907|issue:45753", "issue:42907|issue:44655", "issue:43825|issue:44655", "issue:43012|issue:43550", "issue:45712|issue:46298", - "issue:43012|issue:44368", "issue:43208|issue:43550", - "issue:43992|issue:44484", + "issue:43012|issue:44368", "issue:43352|issue:43976", - "issue:43066|issue:43906", + "issue:43992|issue:44484", "issue:43352|issue:44380", + "issue:43066|issue:43906", "issue:44162|issue:46172", "issue:43097|issue:46298", "issue:45584|issue:46365", @@ -17015,242 +16930,241 @@ "issue:44483|issue:44514", "issue:43618|issue:44380", "issue:43208|issue:43526", - "issue:38617|issue:43502", - "issue:43756|issue:44485", - "issue:43618|issue:43761", - "issue:42994|issue:44655", - "issue:44038|issue:44230" + "issue:38617|issue:43502" ], - "prepared_review_unit_hash": "0eb9373888544a7e2c7951d6c665c8fc31adca858fdba01ec9d99494ecbddb01", + "prepared_review_unit_hash": "257f7028f6505240769877c2035ec3921b71ec4ef853ea8386f864dca9187ba1", "component_budget": { - "node_count": 502, - "item_count": 502, - "soft_pair_count": 1845, - "serialized_chars": 957282, - "estimated_input_tokens": 239321, - "estimated_eval_tokens": 478898 + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1849, + "serialized_chars": 959374, + "estimated_input_tokens": 239844, + "estimated_eval_tokens": 479944 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37038, - "estimated_input_tokens": 9260, - "estimated_eval_tokens": 18776 + "soft_pair_count": 33, + "serialized_chars": 37442, + "estimated_input_tokens": 9361, + "estimated_eval_tokens": 18978 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is still mostly heterogeneous. The only plausible duplicate edge is the CLIP v5 regression pair; the rest appear to be distinct bugs, warnings, or feature/reporting issues based on the titles and available metadata.", - "confidence": 0.5, - "canonical_issue_reason": "issue:43761 is the best issue representative for the CLIP subgroup because its title is the most specific v5 regression report, while issue:43618 is a broader CLIP output/attentions symptom. Based on the visible text alone, 43761 is the cleaner canonical issue for the likely duplicate pair.", + "summary": "This cluster is heterogeneous rather than a true duplicate set: the proposed links mostly connect superficially similar wording (imports, loading, save/load, model-specific failures, warnings) without the same underlying bug.", + "confidence": 0.96, + "canonical_issue_reason": "No single issue is a safe canonical: the items span unrelated import errors, backend/runtime bugs, save/load problems, and warnings, with no shared concrete root cause.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43761 is the strongest issue candidate because it is the more specific CLIP v5 regression report and best captures the shared CLIP forward/output regression theme in the only plausible duplicate subgroup.", + "best_issue_reason": "No issue stands out as a good deduplication anchor; the soft-similarity edges are mostly lexical and do not point to one fixable code path.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "Both are loading-related, but one is about unwanted API requests under `local_files_only` and the other about a missing weight during `from_pretrained`; different bugs." + }, + { + "left": "issue:44936", + "right": "issue:46365", + "accept": false, + "reason": "`trainer.evaluate()` failing after train and `Trainer` import breaking unless `datasets` is removed are unrelated failure modes." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "Passing kwargs to `cached_file` and a docstring parser crash under future annotations are different subsystems and code paths." + }, + { + "left": "issue:44380", + "right": "issue:46421", + "accept": false, + "reason": "An attention-scaling backend bug is not the same as cache lazy initialization causing recompilation; different runtime mechanisms." + }, + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "A Python 3.14 load failure and an undefined `tensorflow_text` backend mapping are different environment/dependency issues." + }, { "left": "issue:43986", "right": "issue:44016", "accept": false, - "reason": "Different problems: an AutoProcessor import crash from missing torchvision vs a notebook syntax error." + "reason": "A video AutoProcessor crash without torchvision and a notebook syntax error are clearly unrelated." }, { "left": "issue:42907", "right": "issue:45753", "accept": false, - "reason": "One is a dequantized-model save failure; the other is an infinite-loop generation bug." + "reason": "Saving dequantized Ministral/Devstral models and a Qwen3_5 image infinite loop are different model-specific bugs." }, { "left": "issue:42907", "right": "issue:44655", "accept": false, - "reason": "Both involve saving, but dequantized-model saving and pipeline-object serialization are different failures." + "reason": "Both mention saving, but one is dequantized model saving and the other is `Pipeline.save_pretrained`; not the same concrete bug." }, { "left": "issue:43825", "right": "issue:44655", "accept": false, - "reason": "A v5 task-support error message is not the same as inability to save Pipeline objects." + "reason": "A v5 pipeline task-support error message and pipeline serialization failure are different issues." }, { "left": "issue:43012", "right": "issue:43550", "accept": false, - "reason": "A PyTorch warning during bfloat16 compile is not the same as a Bamba SDPA/torch.compile failure." + "reason": "A float32 precision warning on bfloat16 compile and a Bamba SDPA `torch.compile` failure are different problems." }, { "left": "issue:45712", "right": "issue:46298", "accept": false, - "reason": "Repository dummy-class cleanup/check failure is unrelated to a noisy logging message." + "reason": "Leftover dummy classes vs noisy logging are unrelated repository hygiene issues." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training blockers and Bamba SDPA compile failure are unrelated model bugs." }, { "left": "issue:43012", "right": "issue:44368", "accept": false, - "reason": "Both mention warnings, but they point to different model/config/code-path issues." + "reason": "Both are warnings, but one concerns PyTorch precision and the other a `tie_word_embeddings` config warning; different causes." }, { - "left": "issue:43208", - "right": "issue:43550", + "left": "issue:43352", + "right": "issue:43976", "accept": false, - "reason": "xLSTM training blockers and Bamba compile failures are unrelated." + "reason": "Unsupported Flash Attention for Nemotron and Python version incompatibility in Transformers 5.1.0 are unrelated." }, { "left": "issue:43992", "right": "issue:44484", "accept": false, - "reason": "Missing weights on load vs a question about max_shard_size are not the same bug." + "reason": "Missing `embed_tokens.weight` on load and a question about the 50GB shard size threshold are not the same bug." }, { "left": "issue:43352", - "right": "issue:43976", + "right": "issue:44380", "accept": false, - "reason": "A Flash-Attention support error for one model is unrelated to the Python version compatibility issue." + "reason": "These are both backend/model issues, but one is a model lacking Flash Attention 2 support and the other is GPT2 attention scaling being ignored." }, { "left": "issue:43066", "right": "issue:43906", "accept": false, - "reason": "A tokenizer decoder-type regression is not the same as an isolated reproduction of another issue." - }, - { - "left": "issue:43352", - "right": "issue:44380", - "accept": false, - "reason": "Different model/backend problems: Nemotron FA2 support vs GPT2 attention scaling under SDPA/FlashAttention." + "reason": "A tokenizer decoder-type regression and an isolated reproduction of another issue are not enough to establish the same bug." }, { "left": "issue:44162", "right": "issue:46172", "accept": false, - "reason": "ESM2 breakage and a DeepSeek tensor transpose bug are unrelated." + "reason": "ESM2 being broken and a DeepSeek dtype/transpose bug are different model-specific failures." }, { "left": "issue:43097", "right": "issue:46298", "accept": false, - "reason": "A removed API warning and a noisy logging message do not describe the same issue." + "reason": "Removal of `tie_embeddings_and_encoder_decoder` and a noisy logging message are unrelated." }, { "left": "issue:45584", "right": "issue:46365", "accept": false, - "reason": "Whisper empty-transcription failure and a Trainer import conflict are unrelated." + "reason": "Whisper empty-transcription failure and `Trainer` import being blocked by `datasets` are different code paths." }, { "left": "issue:44380", "right": "issue:46132", "accept": false, - "reason": "GPT2 attention scaling under backend changes is separate from AttentionInterface.register behavior changes." + "reason": "Both involve attention, but one is a GPT2 backend config bug and the other is a behavior change in `AttentionInterface.register`." }, { "left": "issue:44077", "right": "issue:46365", "accept": false, - "reason": "PatchTST mixer post_init validation and a Trainer import failure are unrelated." + "reason": "`patchtsmixer` post-init validation and a `Trainer` import conflict with `datasets` are unrelated." }, { "left": "issue:44222", "right": "issue:45478", "accept": false, - "reason": "Both involve MoE/FP8 serialization, but save_pretrained failure and from_pretrained error are different enough that they do not look like the same concrete bug." + "reason": "A save_pretrained FP8 bug and a Qwen3.5 MoE `from_pretrained` error are different operations and likely different root causes." }, { "left": "issue:36683", "right": "issue:43582", "accept": false, - "reason": "Gemma3Config missing vocab_size is unrelated to the Apple Silicon caching_allocator_warmup TypeError." + "reason": "A missing `vocab_size` attribute in Gemma3Config and an Apple Silicon TypeError in allocator warmup are unrelated." }, { "left": "issue:44380", "right": "issue:45479", "accept": false, - "reason": "Attention scaling regression and a degenerate classification-loss bug are unrelated." + "reason": "GPT2 attention-scaling under SDPA/FlashAttention and a degenerate zero-loss classification bug are different issues." }, { "left": "issue:42175", "right": "issue:46365", "accept": false, - "reason": "TensorFlow dependency packaging and a Trainer import conflict are different issues." + "reason": "TensorFlow backend packaging and a `Trainer` import conflict with `datasets` are not the same bug." }, { "left": "issue:42757", "right": "issue:43824", "accept": false, - "reason": "Both are import errors, but for different symbols and different libraries/models." + "reason": "Both are import errors, but they concern different missing symbols from different packages and different failure modes." }, { "left": "issue:43064", "right": "issue:44380", "accept": false, - "reason": "FSDP2/PEFT optimizer-state corruption is unrelated to GPT2 attention scaling behavior." + "reason": "FSDP2 optimizer-state mismatch and GPT2 attention scaling are unrelated training vs attention bugs." }, { "left": "issue:42490", "right": "issue:43012", "accept": false, - "reason": "A local-path import warning is unrelated to a bfloat16 compile warning." + "reason": "A trailing-slash local-model import warning and a bfloat16 precision warning are unrelated." }, { "left": "issue:44483", "right": "issue:44514", "accept": false, - "reason": "API request validation failure and batched chat-template crash are different code paths." + "reason": "An OpenAI chat-completions request rejection and a batched `apply_chat_template` crash are different API surfaces." }, { "left": "issue:43618", "right": "issue:44380", "accept": false, - "reason": "CLIP output regression and GPT2 attention scaling are unrelated models and failures." + "reason": "CLIPOutput attentions not being assigned and GPT2 attention scaling being ignored are different attention-related bugs." }, { "left": "issue:43208", "right": "issue:43526", "accept": false, - "reason": "xLSTM training blockers and BeitImageProcessorFast label reduction bug are unrelated." + "reason": "xLSTM training bugs and BeitImageProcessorFast `reduce_labels` returning one label are unrelated." }, { "left": "issue:38617", "right": "issue:43502", "accept": false, - "reason": "Missing configuration_utils symbol and local_files_only still making API requests are unrelated import/network issues." - }, - { - "left": "issue:43756", - "right": "issue:44485", - "accept": false, - "reason": "Both mention RoPE, but one is a Smollm3 layer-count mismatch and the other is a GLM-5 RoPE implementation discussion." - }, - { - "left": "issue:43618", - "right": "issue:43761", - "accept": true, - "reason": "Both are CLIP v5 regression reports about missing forward-populated outputs; based on the visible titles, they plausibly describe the same underlying CLIP forward/output regression." - }, - { - "left": "issue:42994", - "right": "issue:44655", - "accept": false, - "reason": "Both concern save_pretrained, but quantized-model saving and pipeline-object saving are not the same failure." - }, - { - "left": "issue:44038", - "right": "issue:44230", - "accept": false, - "reason": "Two Qwen3-VL/MoE fp8-related reports, but one is a generic v5 bug and the other is inference support; too different to treat as duplicates." + "reason": "An import failure for `layer_type_validation` and unexpected network requests with `local_files_only=True` are unrelated." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "The overall conclusion is reasonable, but the rationale is a bit too strong for the packet. In particular, the claim that issue:43761 has an \"explicit reproducer\" and a \"concrete v5 forward-output failure\" is not supported by the packet text you provided, which only exposes the title/body length metadata. The soft-edge acceptance between issue:43618 and issue:43761 looks conservative and plausible based on both being CLIP v5 output-regression reports, but the issue-level justification should be phrased more cautiously and grounded only in what is visible in the packet." - }, - "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 }, @@ -17262,10 +17176,10 @@ "review_unit_count": 60, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-502", + "cluster_id": "cluster-10000-503", "nodes": [ "issue:29870", "issue:33453", @@ -17273,7 +17187,7 @@ "issue:36296", "issue:36683", "issue:42757", - "issue:42890", + "issue:42994", "issue:43010", "issue:43064", "issue:43208", @@ -17283,14 +17197,19 @@ "issue:43525", "issue:43611", "issue:43618", + "issue:43756", + "issue:43761", "issue:43867", "issue:43937", "issue:43976", "issue:43992", + "issue:44038", "issue:44075", "issue:44077", + "issue:44230", "issue:44355", "issue:44483", + "issue:44485", "issue:44492", "issue:44625", "issue:44655", @@ -17302,13 +17221,9 @@ "issue:45276", "issue:45278", "issue:45310", - "issue:45375", - "issue:45561", - "issue:45850", "issue:46050", "issue:46077", "issue:46082", - "issue:46202", "issue:46365", "issue:46369", "issue:46829", @@ -17316,13 +17231,17 @@ "issue:46877" ], "soft_pairs": [ + "issue:43756|issue:44485", + "issue:43618|issue:43761", + "issue:42994|issue:44655", + "issue:44038|issue:44230", "issue:43299|issue:43867", "issue:36010|issue:42757", "issue:44625|issue:46365", "issue:45276|issue:46077", + "issue:43352|issue:43937", "issue:43611|issue:44655", "issue:44483|issue:46369", - "issue:43352|issue:43937", "issue:36683|issue:43475", "issue:44355|issue:46877", "issue:44655|issue:46050", @@ -17336,228 +17255,229 @@ "issue:36683|issue:43525", "issue:36683|issue:44625", "issue:29870|issue:36296", - "issue:43064|issue:44492", "issue:43010|issue:45278", - "issue:43992|issue:45310", + "issue:43064|issue:44492", "issue:44075|issue:46365", + "issue:43992|issue:45310", "issue:44908|issue:46851", "issue:29870|issue:33453", "issue:44938|issue:45071", - "issue:44355|issue:44855", - "issue:43867|issue:46202", - "issue:36683|issue:43064", - "issue:42890|issue:45561", - "issue:43867|issue:45375", - "issue:43010|issue:45850" + "issue:44355|issue:44855" ], - "prepared_review_unit_hash": "7d18362ec234e68f0b58a32514ab5719efeec35bf1368ceb63c5086d2d51b5d5", + "prepared_review_unit_hash": "0b2e9ed3d1c3d7d90c44990743614dbb0ec4edc8ba7e58399141ae9f4781936a", "component_budget": { - "node_count": 502, - "item_count": 502, - "soft_pair_count": 1845, - "serialized_chars": 957282, - "estimated_input_tokens": 239321, - "estimated_eval_tokens": 478898 + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1849, + "serialized_chars": 959374, + "estimated_input_tokens": 239844, + "estimated_eval_tokens": 479944 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 33, - "serialized_chars": 36687, - "estimated_input_tokens": 9172, - "estimated_eval_tokens": 18600 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36862, + "estimated_input_tokens": 9216, + "estimated_eval_tokens": 18688 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly a grab-bag of Transformers regressions and compatibility bugs that only share broad surface similarity (imports, loading/saving, config attrs, or Python-version issues). I found no true duplicate pairs among the proposed soft edges, so all of them should be rejected. Issue 36683 is the most central and concrete issue in the set, but the cluster is still too heterogeneous to treat as one duplicate family.", - "confidence": 0.78, - "canonical_issue_reason": "issue:36683 is the most connected and concrete bug report here: a specific open AttributeError with substantial discussion, making it the best single anchor even though the cluster is not a tight duplicate set.", + "summary": "This cluster is a loose collection of mostly unrelated Transformers bug reports: import/version regressions, config attribute mismatches, save/load failures, and model-specific inference/training issues. I don\u2019t see any strong duplicate pair among the soft edges.", + "confidence": 0.94, + "canonical_issue_reason": "issue:36683 is the most active and clearly scoped report, with a concrete reproducible failure (`Gemma3Config` missing `vocab_size`) and the highest discussion activity in the set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:36683 is the strongest representative issue to anchor triage because it is explicit, reproducible, and one of the most discussed items in the group.", + "best_issue_reason": "Same as canonical: it is detailed, still open, and likely the most useful anchor for triage and follow-up fixes.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Both mention RoPE, but they describe different model families and different failures (`Smollm3` layer count vs GLM-5 RoPE implementation)." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Both are CLIP-related, but one is missing attentions and the other is hidden_states not being returned in `CLIPVisionModel.forward`." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Saving a quantized model and saving a `Pipeline` are different code paths and different objects." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Different symptoms: one is a Qwen3-VL-Moe loading bug, the other is fp8 support for Qwen3-VL/Qwen3.5 MoE inference." + }, { "left": "issue:43299", "right": "issue:43867", "accept": false, - "reason": "Different failures: Qwen3.5 model loading regression vs sorted-state_dict load error; same broad area, not the same bug." + "reason": "Both involve model loading, but the first is a Qwen3-VL-Moe regression and the second is about sorted `state_dict` loading." }, { "left": "issue:36010", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but they involve different symbols and dependencies: GenerationMixin vs is_offline_mode from huggingface_hub." + "reason": "Both are import errors, but for different symbols from different packages (`GenerationMixin` vs `is_offline_mode`)." }, { "left": "issue:44625", "right": "issue:46365", "accept": false, - "reason": "One is config field propagation, the other is a Trainer import conflict with datasets; unrelated root causes." + "reason": "A config propagation bug for Qwen3.5 is unrelated to failing to import `Trainer` because of `datasets`." }, { "left": "issue:45276", "right": "issue:46077", "accept": false, - "reason": "Same model family, but different code paths: token embedding resize vs bidirectional attention mask construction." + "reason": "Same model family, but different bugs: token embedding resizing vs bidirectional attention mask construction." }, { - "left": "issue:43611", - "right": "issue:44655", - "accept": false, - "reason": "Different save/load problems: base_model_prefix loading vs saving Pipeline objects." + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "Different models and failures: unsupported Flash Attention 2.0 in Nemotron vs invalid `GenerationConfig` for GLM-5." }, { - "left": "issue:44483", - "right": "issue:46369", + "left": "issue:43611", + "right": "issue:44655", "accept": false, - "reason": "Chat/completions request validation and SAM3 memory overflow are unrelated." + "reason": "One is a `base_model_prefix` loading regression; the other is inability to save `Pipeline` objects." }, { - "left": "issue:43352", - "right": "issue:43937", + "left": "issue:44483", + "right": "issue:46369", "accept": false, - "reason": "Unsupported Flash Attention on one model is not the same as invalid GenerationConfig on another." + "reason": "An OpenAI chat-completions API regression is unrelated to a SAM3 memory overflow issue." }, { "left": "issue:36683", "right": "issue:43475", "accept": false, - "reason": "Both mention missing attributes, but the models and failing objects are different and the underlying bugs are unrelated." + "reason": "Different models and attributes: missing `vocab_size` on Gemma3Config vs missing `fpn_position_embeddings` on a SAM3 output object." }, { "left": "issue:44355", "right": "issue:46877", "accept": false, - "reason": "One is compiled-Python import failures; the other is import-time docstring lint output to stdout." + "reason": "Both mention import-time/file execution problems, but the underlying issues are unrelated (`.pyc`/compiled files vs docstring lint output)." }, { "left": "issue:44655", "right": "issue:46050", "accept": false, - "reason": "Pipeline save_pretrained and quantized-model roundtrip corruption are different serialization bugs." + "reason": "Both touch save/load, but one is about saving pipelines and the other is about quantized `sinq` round-trips." }, { "left": "issue:36683", "right": "issue:44077", "accept": false, - "reason": "Missing config attribute vs enforcing optional post_init in a specific model class are different changes." + "reason": "A missing config attribute is not the same bug as `patchtsmixer` no longer allowing optional `post_init`." }, { "left": "issue:43976", "right": "issue:44938", "accept": false, - "reason": "Both are Python compatibility regressions, but they affect different versions and fail for different reasons." + "reason": "Both are Python-version compatibility reports, but they affect different versions and likely different failure modes." }, { "left": "issue:44625", "right": "issue:46077", "accept": false, - "reason": "Num-label propagation and bidirectional attention masking are unrelated model-specific bugs." + "reason": "Different Qwen3.5/Gemma4 regressions: `num_labels` propagation vs causal-vs-bidirectional attention masking." }, { "left": "issue:43867", "right": "issue:45216", "accept": false, - "reason": "Both involve loading/saving regressions, but one is sorted state_dict loading and the other is a Qwen3.5 checkpoint save_pretrained issue." + "reason": "Both are checkpoint/loading related, but one is a sorted-`state_dict` load error and the other is a Qwen3.5 save_pretrained regression." }, { "left": "issue:46077", "right": "issue:46082", "accept": false, - "reason": "Gemma4 attention-mask logic and LlamaConfig head_dim validation are different config/code paths." + "reason": "Different config/model bugs: Gemma4 attention masks vs LlamaConfig head_dim validation." }, { "left": "issue:43618", "right": "issue:45216", "accept": false, - "reason": "CLIPOutput attentions regression is unrelated to the Qwen3.5 save_pretrained checkpoint bug." + "reason": "CLIP output regression and Qwen3.5 checkpoint corruption are unrelated." }, { "left": "issue:43208", "right": "issue:46829", "accept": false, - "reason": "xLSTM training blockers and VideoPrism output-field mixup are different model bugs." + "reason": "xLSTM training blockers and VideoPrism classification output bug are unrelated subsystems and symptoms." }, { "left": "issue:36683", "right": "issue:43525", "accept": false, - "reason": "Both are missing-attribute reports, but they concern different configs and different missing fields." + "reason": "Both are missing config attributes, but for different models and different fields (`vocab_size` vs `pad_token_id`)." }, { "left": "issue:36683", "right": "issue:44625", "accept": false, - "reason": "Different configuration propagation bugs in different model families." + "reason": "Different config propagation bugs in different model families; not the same underlying defect." }, { "left": "issue:29870", "right": "issue:36296", "accept": false, - "reason": "BART generate decoder-mask error is unrelated to the tensor-parallel optimizer/training bug." - }, - { - "left": "issue:43064", - "right": "issue:44492", - "accept": false, - "reason": "Optimizer-state corruption and a typo in cache strategies are not the same underlying issue." + "reason": "BART generation mask initialization and tensor-parallel training are different code paths and failure modes." }, { "left": "issue:43010", "right": "issue:45278", "accept": false, - "reason": "Cache update no_grad decoration and broad import errors after upgrade are unrelated." + "reason": "A no-grad decoration suggestion for cache updates is unrelated to broad import failures after upgrade." }, { - "left": "issue:43992", - "right": "issue:45310", + "left": "issue:43064", + "right": "issue:44492", "accept": false, - "reason": "UMT5Encoder missing embed_tokens.weight is a different from_pretrained failure than the Qwen3.5 MoE loading error." + "reason": "Wrong optimizer states under FSDP/PEFT is unrelated to a typo in cache strategy documentation/code." }, { "left": "issue:44075", "right": "issue:46365", "accept": false, - "reason": "Optimizer arguments ignored and Trainer import blocked by datasets are unrelated." + "reason": "Optimizer argument handling and `Trainer` import failure due to `datasets` are unrelated." }, { - "left": "issue:44908", - "right": "issue:46851", + "left": "issue:43992", + "right": "issue:45310", "accept": false, - "reason": "A scheduler-kwargs bug is unrelated to Qwen3.5 variable-length position_ids handling." + "reason": "Missing `embed_tokens.weight` in UMT5 loading is unrelated to Qwen3.5 MoE `from_pretrained` failures." }, { - "left": "issue:29870", - "right": "issue:33453", + "left": "issue:44908", + "right": "issue:46851", "accept": false, - "reason": "BART generate decoder-mask failure and tokenizer-loading regression are different bugs." + "reason": "A scheduler kwargs bug and variable-length `position_ids` failure are different components and bugs." }, { "left": "issue:44938", "right": "issue:45071", "accept": false, - "reason": "Python 3.14 load failure and PretrainedConfig type-checking breakage are different regressions." + "reason": "Both are version-regression reports, but one is Python 3.14 loading failure and the other is `PretrainedConfig` type-checking breakage in v5.4.0." }, { "left": "issue:44355", "right": "issue:44855", "accept": false, - "reason": "Both are import-time problems, but one is compiled-file handling and the other is a JIT parser indentation issue on Python 3.13." - }, - { - "left": "issue:43867", - "right": "issue:46202", - "accept": false, - "reason": "Sorted state_dict loading and Gemma pipeline roundtrip failure are different serialization/tokenization problems." - }, - { - "left": "issue:43010", - "right": "issue:45850", - "accept": false, - "reason": "A specific cache-update concern and a broad 'breaks too many models' report are not the same bug." + "reason": "Both affect import/runtime behavior, but the causes differ: compiled Python file execution vs `@torch.jit.script` parsing/indentation on Python 3.13." } ] }, @@ -17576,24 +17496,22 @@ "review_unit_count": 60, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-502", + "cluster_id": "cluster-10000-503", "nodes": [ "issue:28282", "issue:30333", - "issue:30990", - "issue:31795", "issue:33453", "issue:36296", + "issue:36683", "issue:41669", - "issue:42548", "issue:42890", "issue:42898", "issue:43010", + "issue:43064", "issue:43065", - "issue:43232", "issue:43502", "issue:43575", "issue:43576", @@ -17609,7 +17527,6 @@ "issue:44112", "issue:44222", "issue:44246", - "issue:44351", "issue:44355", "issue:44360", "issue:44387", @@ -17623,14 +17540,21 @@ "issue:45375", "issue:45440", "issue:45478", + "issue:45561", "issue:45600", + "issue:45850", "issue:46132", + "issue:46202", "issue:46285", "issue:46617", - "issue:46664", - "issue:46726" + "issue:46664" ], "soft_pairs": [ + "issue:43867|issue:46202", + "issue:36683|issue:43064", + "issue:42890|issue:45561", + "issue:43867|issue:45375", + "issue:43010|issue:45850", "issue:41669|issue:44246", "issue:36296|issue:43575", "issue:43010|issue:43976", @@ -17657,226 +17581,228 @@ "issue:30333|issue:33453", "issue:45125|issue:45478", "issue:44355|issue:44749", - "issue:45125|issue:45375", - "issue:30990|issue:31795", - "issue:43010|issue:43232", - "issue:46664|issue:46726", - "issue:42548|issue:44351" + "issue:45125|issue:45375" ], - "prepared_review_unit_hash": "4fff68443494bea202f21b85eb37c0cdd60afc64330829a67c003ef44d3c3869", + "prepared_review_unit_hash": "1d899794e0b30223bb55956b0bd76f08796e335edffa92c1f79d25018bc82cb1", "component_budget": { - "node_count": 502, - "item_count": 502, - "soft_pair_count": 1845, - "serialized_chars": 957282, - "estimated_input_tokens": 239321, - "estimated_eval_tokens": 478898 + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1849, + "serialized_chars": 959374, + "estimated_input_tokens": 239844, + "estimated_eval_tokens": 479944 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36650, - "estimated_input_tokens": 9163, - "estimated_eval_tokens": 18582 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36426, + "estimated_input_tokens": 9107, + "estimated_eval_tokens": 18470 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is very noisy: it mixes unrelated loading/import regressions, tensor-parallel bugs, docs, CI flakiness, and model-specific issues. None of the soft pairs look like true duplicates, so I would keep them separate.", + "summary": "This cluster is mostly heterogeneous: the items span unrelated loading regressions, model-specific bugs, CI/test flakes, and performance issues. I found no soft pair that looks like the same underlying bug/change, so no duplicate merge is warranted.", "confidence": 0.86, - "canonical_issue_reason": "Issue 44246 is the broadest standalone report in the loose import/loading subset, but the cluster overall is heterogeneous and not a clean duplicate set.", + "canonical_issue_reason": "Issue 43723 is the cleanest representative of the recurring v5 load/regression theme: it is concrete, user-facing, and well-scoped around a core API path (`AutoTokenizer.from_pretrained`).", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44246 is the most general and triage-friendly issue title here; if one issue must represent the cluster, this is the closest fit.", + "best_issue_reason": "Issue 43723 is the best anchor for triage because it is specific enough to be actionable while still broadly representative of the loading problems appearing in this set.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "Both are model-loading complaints, but one is a sorted-state-dict load error and the other is a Gemma pipeline roundtrip/tokenization issue; different code paths and symptoms." + }, + { + "left": "issue:36683", + "right": "issue:43064", + "accept": false, + "reason": "Gemma3Config missing vocab_size and FSDP2+PEFT optimizer-state corruption are unrelated bugs in different subsystems." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "A missing `set_seed()` in a SAM HQ integration test and an xdist race on `captured_info.txt` are distinct CI/test issues." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "State-dict loading failure versus a missing Qwen3.5 vision config field; different models and failure modes." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "`@torch.no_grad` on cache updates is a precise runtime fix; \"breaks too many models\" is a broad, unrelated complaint." + }, { "left": "issue:41669", "right": "issue:44246", "accept": false, - "reason": "Both concern import overhead, but one is about import-star cost and the other about occasional slow imports; related area, not the same bug." + "reason": "Both mention import slowdown, but one targets `import *` cleanup and the other is a generic intermittent import-time regression; not the same bug." }, { "left": "issue:36296", "right": "issue:43575", "accept": false, - "reason": "Tensor-parallel training bug vs tp-related OOM on loading a specific model; different failure modes and code paths." + "reason": "Generic tensor-parallel training bug and Qwen2-57B load OOM are different issues, even if both mention TP." }, { "left": "issue:43010", "right": "issue:43976", "accept": false, - "reason": "Cache/layer no_grad decoration request is unrelated to Python version support breakage." + "reason": "`torch.no_grad` cache updates and Python 3.9 compatibility are unrelated." }, { "left": "issue:43618", "right": "issue:44077", "accept": false, - "reason": "CLIP attentions field regression is unrelated to patchtsmixer post_init policy." + "reason": "CLIP attentions assignment and patchtsmixer `post_init` policy are unrelated model-behavior changes." }, { "left": "issue:43867", "right": "issue:45357", "accept": false, - "reason": "State-dict sorting load error vs incorrect visual encoder keys on save_pretrained; not the same underlying defect." + "reason": "Sorted state-dict load failure and incorrect visual-encoder keys in save_pretrained are different checkpoints/serialization bugs." }, { "left": "issue:43992", "right": "issue:45478", "accept": false, - "reason": "UMT5 weight-missing load bug and Qwen3.5 MoE from_pretrained error are different models and different causes." + "reason": "Both are model-loading errors, but they affect different model families and likely different serialization logic." }, { "left": "issue:28282", "right": "issue:33453", "accept": false, - "reason": "PyTorch-missing ImportError for AutoModel is unrelated to tokenizer-loading regression." + "reason": "PyTorch missing ImportError and tokenizer-loading regression are unrelated." }, { "left": "issue:43618", "right": "issue:46285", "accept": false, - "reason": "Both touch CLIP, but one is a missing attentions assignment and the other is a structure inconsistency between two classes." + "reason": "CLIPOutput attentions vs CLIPTextModel structure inconsistency are both CLIP-related, but not the same underlying bug." }, { "left": "issue:44360", "right": "issue:45440", "accept": false, - "reason": "DSA indexer ReLU discussion is unrelated to DeepseekV3MoE implementation divergence." + "reason": "DSA ReLU discussion and DeepSeekV3 implementation divergence are unrelated." }, { "left": "issue:42890", "right": "issue:44964", "accept": false, - "reason": "Test flakiness in SamHQ is unrelated to Phi-4 multimodal model loading." + "reason": "A flaky seeded test and a Phi-4 multimodal loading failure are unrelated." }, { "left": "issue:42890", "right": "issue:44112", "accept": false, - "reason": "Both are test failures, but they are on different models and different causes." + "reason": "Missing `set_seed()` in one test file and a GraniteSpeech CI device-override failure are different test flakes." }, { "left": "issue:42890", "right": "issue:45600", "accept": false, - "reason": "SamHQ test seeding issue is unrelated to stale auto_mappings config references." + "reason": "SAM HQ test seeding issue and removed Sam3LiteText auto-mapping references are unrelated CI problems." }, { "left": "issue:42898", "right": "issue:46664", "accept": false, - "reason": "Tokenizer cleanup behavior in v5 is unrelated to SmolVLM video num_frames semantics." + "reason": "Tokenization-space behavior in v5 and SmolVLM `num_frames` semantics are unrelated model/processor issues." }, { "left": "issue:43502", "right": "issue:44062", "accept": false, - "reason": "local_files_only network regression and AddedToken special-arg error are distinct tokenizer/loading bugs." + "reason": "`local_files_only=True` still triggering network calls is unrelated to `AddedToken(..., special=...)` argument duplication." }, { "left": "issue:44734", "right": "issue:46617", "accept": false, - "reason": "KV-cache continuation crash in serve is unrelated to cache loading of a trust_remote_code model." + "reason": "KV-cache continuation crash and cache loading `FileNotFoundError` are different server/loading failures." }, { "left": "issue:43723", "right": "issue:44556", "accept": false, - "reason": "Tokenizer loading regression and v4-to-v5 checkpoint reload breakage overlap on versioning, but not the same concrete bug." + "reason": "Tokenizer `from_pretrained` regression and checkpoint reload failure after upgrading versions are both loading-related but not the same concrete bug." }, { "left": "issue:44222", "right": "issue:45125", "accept": false, - "reason": "FP8 save_pretrained MoE issue is different from missing tensor-parallel plan on Qwen3_5MoeForConditionalGeneration." + "reason": "FP8 save_pretrained for MoE and missing `_tp_plan` for tensor parallelism are different model-parallelism issues." }, { "left": "issue:43824", "right": "issue:46617", "accept": false, - "reason": "Missing Qwen2_5_VL import and FileNotFoundError loading cached trust_remote_code models are unrelated." + "reason": "Qwen2.5-VL import error and trust_remote_code cache FileNotFoundError do not share a specific root cause." }, { "left": "issue:43502", "right": "issue:44485", "accept": false, - "reason": "local_files_only API requests bug is unrelated to GLM-5 RoPE implementation." + "reason": "Offline-loading network leakage and GLM-5 RoPE implementation are unrelated." }, { "left": "issue:44387", "right": "issue:44556", "accept": false, - "reason": "Int4 quantization OOM is a different problem from checkpoint reload compatibility after v5 upgrade." + "reason": "Int4 quantization OOM and version-upgrade reload failure are different regressions." }, { "left": "issue:43874", "right": "issue:46617", "accept": false, - "reason": "Missing image-processor helper in GLM46V is unrelated to cache FileNotFoundError for trust_remote_code." + "reason": "Missing image-processor method and cache FileNotFoundError are unrelated." }, { "left": "issue:43010", "right": "issue:43065", "accept": false, - "reason": "no_grad decoration for cache updates and dummy Conv2d in Sam3PixelDecoder are unrelated." + "reason": "`torch.no_grad` cache update fix and dummy `nn.Conv2d` in Sam3PixelDecoder are unrelated." }, { "left": "issue:43576", "right": "issue:46132", "accept": false, - "reason": "Broken transformers env command and AttentionInterface.register behavior change are different features." + "reason": "Broken `transformers env` command and `AttentionInterface.register` behavior change are unrelated." }, { "left": "issue:30333", "right": "issue:33453", "accept": false, - "reason": "MLflow reporting on failed training jobs has nothing to do with tokenizer loading regression." + "reason": "MLflow reporting failure and tokenizer-loading regression are unrelated." }, { "left": "issue:45125", "right": "issue:45478", "accept": false, - "reason": "Both involve Qwen3.5 MoE, but one is missing _tp_plan while the other is a from_pretrained error; too different to merge." + "reason": "Missing tensor-parallel plan and generic Qwen3.5 MoE `from_pretrained` error are too different to merge." }, { "left": "issue:44355", "right": "issue:44749", "accept": false, - "reason": "Compiled Python file errors are unrelated to the Chinese report about slower filtering after upgrade." + "reason": "Compiled-Python-file errors and a data-processing slowdown after upgrade are unrelated." }, { "left": "issue:45125", "right": "issue:45375", "accept": false, - "reason": "Missing tensor-parallel plan and missing deepstack_visual_indexes are separate Qwen3.5 vision/MoE config issues." - }, - { - "left": "issue:30990", - "right": "issue:31795", - "accept": false, - "reason": "Sentence Transformers loading stall and forward() doc confusion are not the same underlying bug." - }, - { - "left": "issue:43010", - "right": "issue:43232", - "accept": false, - "reason": "Cache no_grad decoration request and generation kwargs update bug are different code paths." - }, - { - "left": "issue:46664", - "right": "issue:46726", - "accept": false, - "reason": "SmolVLM num_frames semantics and AutoProcessor backend-missing error are separate multimodal issues." - }, - { - "left": "issue:42548", - "right": "issue:44351", - "accept": false, - "reason": "PreTrainedModel import failure and HybridCache import failure are distinct missing-export issues." + "reason": "Tensor-parallel plan missing and dropped `deepstack_visual_indexes` config are different Qwen3.5 issues." } ] }, @@ -17895,13 +17821,14 @@ "review_unit_count": 60, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-502", + "cluster_id": "cluster-10000-503", "nodes": [ "issue:29870", "issue:30333", + "issue:30990", "issue:31795", "issue:33453", "issue:34689", @@ -17910,6 +17837,8 @@ "issue:41628", "issue:42548", "issue:42757", + "issue:43010", + "issue:43232", "issue:43299", "issue:43475", "issue:43502", @@ -17918,7 +17847,6 @@ "issue:43824", "issue:43827", "issue:43901", - "issue:44038", "issue:44222", "issue:44230", "issue:44273", @@ -17926,7 +17854,6 @@ "issue:44351", "issue:44355", "issue:44360", - "issue:44393", "issue:44485", "issue:44492", "issue:44556", @@ -17936,21 +17863,24 @@ "issue:44961", "issue:45003", "issue:45071", - "issue:45125", "issue:45230", "issue:45362", "issue:45468", "issue:45542", - "issue:45753", "issue:45850", "issue:46143", "issue:46144", "issue:46209", "issue:46617", - "issue:46664" + "issue:46664", + "issue:46726" ], "soft_pairs": [ + "issue:30990|issue:31795", + "issue:43010|issue:43232", + "issue:46664|issue:46726", "issue:43502|issue:44961", + "issue:42548|issue:44351", "issue:43502|issue:44222", "issue:43827|issue:44961", "issue:30333|issue:36296", @@ -17975,248 +17905,251 @@ "issue:44315|issue:46209", "issue:41628|issue:42548", "issue:44485|issue:46664", - "issue:43673|issue:44492", "issue:45362|issue:45850", + "issue:43673|issue:44492", "issue:44273|issue:45542", "issue:44623|issue:45230", "issue:44360|issue:46664", - "issue:44273|issue:45003", - "issue:44038|issue:45125", - "issue:44393|issue:45071", - "issue:44393|issue:45753" + "issue:44273|issue:45003" ], - "prepared_review_unit_hash": "af14f3a1ca96a043cb5112845dabb0e7347dd7d4e7800209c86365ad8de21490", + "prepared_review_unit_hash": "22fc9b4cf40b3684d03c2332f014ff66d6afa74671a1227e4f4d50f14069f500", "component_budget": { - "node_count": 502, - "item_count": 502, - "soft_pair_count": 1845, - "serialized_chars": 957282, - "estimated_input_tokens": 239321, - "estimated_eval_tokens": 478898 + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1849, + "serialized_chars": 959374, + "estimated_input_tokens": 239844, + "estimated_eval_tokens": 479944 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 34, - "serialized_chars": 36943, - "estimated_input_tokens": 9236, - "estimated_eval_tokens": 18728 + "soft_pair_count": 35, + "serialized_chars": 37297, + "estimated_input_tokens": 9325, + "estimated_eval_tokens": 18906 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: most items are unrelated v5 regressions, import/export breaks, model-loading issues, and docs problems. No soft-edge pair looks like a true duplicate of the same underlying bug/change.", - "confidence": 0.86, - "canonical_issue_reason": "Issue 45850 is the broadest representative of the cluster\u2019s dominant theme (Transformers 5.x breaking many downstream models), though it is still too general to be a precise duplicate target.", + "summary": "Heterogeneous cluster of mostly unrelated issue reports across generation, loading/imports, docs, caching, FP8, and model-specific regressions. The soft pairs share broad subsystem vocabulary but not the same concrete bug/change.", + "confidence": 0.9, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "45850 is the best umbrella issue for the cluster because it most directly captures the common v5 regression narrative shared by several nearby reports.", + "best_issue_reason": "issue:43576 is the best single anchor only because it is a concrete, user-facing v5 regression report; however, the cluster as a whole is too mixed to have a true canonical issue.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Stuck-loading behavior vs documentation confusion; unrelated problems." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Both mention generation/cache, but one is about no_grad decoration and the other about sync_gpus kwargs handling." + }, + { + "left": "issue:46664", + "right": "issue:46726", + "accept": false, + "reason": "Different failures: video num_frames semantics vs missing vision backend handling in AutoProcessor." + }, { "left": "issue:43502", "right": "issue:44961", "accept": false, - "reason": "Local-files-only network leakage and an unrelated placeholder issue are not the same bug." + "reason": "local_files_only network leak vs unrelated random issue; no shared bug." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and likely different code paths." }, { "left": "issue:43502", "right": "issue:44222", "accept": false, - "reason": "One is about unexpected API requests; the other is FP8 moe save_pretrained behavior." + "reason": "Network/local-files-only bug vs FP8 save_pretrained issue; unrelated." }, { "left": "issue:43827", "right": "issue:44961", "accept": false, - "reason": "Docs still referencing pipeline() and an unrelated placeholder issue are not the same change." + "reason": "Docs/pipeline-removal issue vs unrelated placeholder issue." }, { "left": "issue:30333", "right": "issue:36296", "accept": false, - "reason": "MLflow reporting on failed jobs and tensor-parallel training are unrelated." + "reason": "MLflow reporting failure vs tensor-parallel training bug; unrelated." }, { "left": "issue:43299", "right": "issue:44556", "accept": false, - "reason": "Both are version-regression reports, but they concern different model-loading failures and likely different fixes." + "reason": "Both are v5 loading regressions, but different models and different symptoms; not the same concrete bug." }, { "left": "issue:29870", "right": "issue:31795", "accept": false, - "reason": "A generate() UnboundLocalError and confusing forward() docs are different bugs." + "reason": "Generation UnboundLocalError vs documentation confusion; unrelated." }, { "left": "issue:33453", "right": "issue:34689", "accept": false, - "reason": "Both mention loading regressions, but they affect different models and likely different code paths." + "reason": "Both are loading regressions, but for different tokenizers/models and likely different fixes." }, { "left": "issue:44355", "right": "issue:45071", "accept": false, - "reason": "Compiled-file import/runtime errors and PretrainedConfig type-checking are unrelated." + "reason": "Compiled-file runtime errors vs PretrainedConfig type-checking regression; unrelated." }, { "left": "issue:43576", "right": "issue:45071", "accept": false, - "reason": "Broken env command and type-checking regression are unrelated." + "reason": "v5 env command breakage vs typing regression; different surfaces and causes." }, { "left": "issue:42757", "right": "issue:43576", "accept": false, - "reason": "Missing huggingface_hub symbol import and env command failure are different issues." + "reason": "Missing huggingface_hub symbol vs broken transformers env command; unrelated." }, { "left": "issue:44315", "right": "issue:44360", "accept": false, - "reason": "Liger Kernel application with model_init and a ReLU discussion are unrelated." + "reason": "Model_init Liger integration bug vs DSA indexer discussion; unrelated." }, { "left": "issue:31795", "right": "issue:38617", "accept": false, - "reason": "Docs confusion and an ImportError for layer_type_validation are not the same bug." + "reason": "Docs wording issue vs import error for a different symbol; unrelated." }, { "left": "issue:43576", "right": "issue:43824", "accept": false, - "reason": "Broken env command and missing Qwen2.5-VL export are unrelated." + "reason": "Broken env command vs Qwen2.5-VL import failure; different bugs." }, { "left": "issue:44961", "right": "issue:45468", "accept": false, - "reason": "Placeholder issue and Gemma audio positional encoding are unrelated." + "reason": "No meaningful overlap; unrelated issues." }, { "left": "issue:44485", "right": "issue:44961", "accept": false, - "reason": "GLM-5 RoPE implementation and the placeholder issue are unrelated." + "reason": "GLM-5 RoPE implementation discussion vs unrelated placeholder issue." }, { "left": "issue:44351", "right": "issue:46617", "accept": false, - "reason": "HybridCache import failure and cache FileNotFoundError are different failures." + "reason": "ImportError for a missing exported class vs FileNotFoundError loading from cache; not the same failure." }, { "left": "issue:36296", "right": "issue:43901", "accept": false, - "reason": "Tensor-parallel training bug and TextClassificationPipeline docs are unrelated." + "reason": "Tensor-parallel training bug vs docs/behavior mismatch for return_all_scores; unrelated." }, { "left": "issue:44908", "right": "issue:44961", "accept": false, - "reason": "Scheduler kwargs handling and the placeholder issue are unrelated." + "reason": "Scheduler kwargs bug vs unrelated placeholder issue." }, { "left": "issue:43576", "right": "issue:44938", "accept": false, - "reason": "Broken env command and Python 3.14 loading failure are distinct issues." + "reason": "Env command breakage vs Python 3.14 load failure; different root causes." }, { "left": "issue:43475", "right": "issue:46617", "accept": false, - "reason": "SAM3 video attribute error and trust_remote_code cache FileNotFoundError are unrelated." + "reason": "SAM3 attribute error vs trust_remote_code cache FileNotFoundError; unrelated." }, { "left": "issue:46143", "right": "issue:46144", "accept": false, - "reason": "Both concern RoFormer, but one is missing kwargs passthrough while the other is about attention-interface usage; not the same fix." + "reason": "Related RoFormer area, but one is kwargs forwarding and the other is attention interface usage; not the same concrete bug." }, { "left": "issue:44222", "right": "issue:44230", "accept": false, - "reason": "FP8 save_pretrained support and FP8 inference support are adjacent but distinct feature gaps." + "reason": "Both FP8/moe-related, but one is save_pretrained and the other is inference support; different code paths." }, { "left": "issue:44315", "right": "issue:46209", "accept": false, - "reason": "Liger Kernel/model_init and FP8 inference on B200 are unrelated." + "reason": "Model_init/Liger integration vs FP8 inference on B200; unrelated." }, { "left": "issue:41628", "right": "issue:42548", "accept": false, - "reason": "Different missing import symbols from transformers; likely separate export regressions." + "reason": "Different import errors for different APIs/symbols; not duplicates." }, { "left": "issue:44485", "right": "issue:46664", "accept": false, - "reason": "GLM-5 RoPE implementation and SmolVLM num_frames semantics are unrelated." + "reason": "RoPE implementation discussion vs video processor num_frames semantics; unrelated." }, { - "left": "issue:43673", - "right": "issue:44492", + "left": "issue:45362", + "right": "issue:45850", "accept": false, - "reason": "Chunked-prefill cache missing and a cache-strategy typo are not the same bug." + "reason": "Specific Qwen3.5 chat crash vs broad 'too many models' complaint; too vague to be same bug." }, { - "left": "issue:45362", - "right": "issue:45850", + "left": "issue:43673", + "right": "issue:44492", "accept": false, - "reason": "A specific Qwen3.5 crash and a broad 'many models break' complaint are not the same concrete bug." + "reason": "Chunked-prefill cache missing vs typo in cache strategies; unrelated." }, { "left": "issue:44273", "right": "issue:45542", "accept": false, - "reason": "Lazy loading behavior and a TensorBoard-without-TF backend error are unrelated." + "reason": "Lazy loading issue vs TensorBoard/TF backend error; unrelated." }, { "left": "issue:44623", "right": "issue:45230", "accept": false, - "reason": "Missing processor.save_pretrained files and an unspecified bug report are not the same issue." + "reason": "Missing files on processor.save_pretrained vs generic bug report; no shared concrete bug." }, { "left": "issue:44360", "right": "issue:46664", "accept": false, - "reason": "DSA indexer ReLU discussion and SmolVLM num_frames semantics are unrelated." + "reason": "DSA indexer discussion vs SmolVLM video processor issue; unrelated." }, { "left": "issue:44273", "right": "issue:45003", "accept": false, - "reason": "Lazy loading and unsafe sys.modules access are different code paths." - }, - { - "left": "issue:44038", - "right": "issue:45125", - "accept": false, - "reason": "Qwen3-VL model loading and missing _tp_plan for tensor parallelism are distinct problems." - }, - { - "left": "issue:44393", - "right": "issue:45071", - "accept": false, - "reason": "Qwen3-VL bbox output issues and PretrainedConfig type checking are unrelated." - }, - { - "left": "issue:44393", - "right": "issue:45753", - "accept": false, - "reason": "Both are Qwen3-family multimodal complaints, but one is 2D bbox output quality and the other is an infinite-loop case; not the same bug." + "reason": "Lazy loading bug vs unsafe sys.modules access; unrelated." } ] }, @@ -18235,14 +18168,13 @@ "review_unit_count": 60, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-502", + "cluster_id": "cluster-10000-503", "nodes": [ "issue:31795", "issue:33453", - "issue:34689", "issue:41669", "issue:42371", "issue:42890", @@ -18253,8 +18185,8 @@ "issue:43572", "issue:43576", "issue:43673", - "issue:43704", "issue:43976", + "issue:44038", "issue:44077", "issue:44230", "issue:44246", @@ -18275,12 +18207,14 @@ "issue:44908", "issue:45071", "issue:45092", + "issue:45125", "issue:45230", "issue:45278", "issue:45310", "issue:45341", "issue:45468", "issue:45478", + "issue:45753", "issue:45850", "issue:46095", "issue:46218", @@ -18289,7 +18223,10 @@ "issue:46894" ], "soft_pairs": [ + "issue:44038|issue:45125", + "issue:44393|issue:45071", "issue:41669|issue:43673", + "issue:44393|issue:45753", "issue:43576|issue:44556", "issue:43525|issue:45850", "issue:43572|issue:45850", @@ -18298,8 +18235,8 @@ "issue:45278|issue:45850", "issue:42371|issue:44492", "issue:43408|issue:44315", - "issue:41669|issue:46218", "issue:44230|issue:46095", + "issue:41669|issue:46218", "issue:44246|issue:44273", "issue:42890|issue:44908", "issue:43576|issue:44908", @@ -18307,8 +18244,8 @@ "issue:43976|issue:44393", "issue:44908|issue:45071", "issue:44295|issue:45230", - "issue:44492|issue:46328", "issue:44297|issue:45230", + "issue:44492|issue:46328", "issue:44704|issue:44908", "issue:41669|issue:44351", "issue:41669|issue:45341", @@ -18322,272 +18259,293 @@ "issue:43519|issue:46655", "issue:44360|issue:45468", "issue:44273|issue:44908", - "issue:45468|issue:46894", "issue:45230|issue:45310", + "issue:45468|issue:46894", "issue:43519|issue:44485", - "issue:43576|issue:46218", "issue:44655|issue:44861", - "issue:43519|issue:44908", - "issue:41669|issue:43704", - "issue:31795|issue:34689", - "issue:43704|issue:44485" + "issue:43576|issue:46218", + "issue:43519|issue:44908" ], - "prepared_review_unit_hash": "b7ba224872967e8140c912f2efd720bb426af8f1b8dc220a3fd79f1c8a3d8787", + "prepared_review_unit_hash": "c151b69973eea32d83f77ae1dab4ab20e277119788cdca0729762ca045a562fa", "component_budget": { - "node_count": 502, - "item_count": 502, - "soft_pair_count": 1845, - "serialized_chars": 957282, - "estimated_input_tokens": 239321, - "estimated_eval_tokens": 478898 + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1849, + "serialized_chars": 959374, + "estimated_input_tokens": 239844, + "estimated_eval_tokens": 479944 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 42, - "serialized_chars": 39147, - "estimated_input_tokens": 9787, - "estimated_eval_tokens": 19830 + "serialized_chars": 39669, + "estimated_input_tokens": 9918, + "estimated_eval_tokens": 20092 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose v5-regression / loading-import / model-compatibility theme, not a set of true duplicates. I would use the broad v5-breakage report as the issue umbrella, but none of the soft edge pairs look like the same concrete bug.", - "confidence": 0.65, - "canonical_issue_reason": "issue:45850 is the broadest umbrella for the cluster\u2019s recurring theme: Transformers v5 breaks many models and loading paths. It is generic, but it best matches the cluster\u2019s mixed set of v5 regression reports.", + "summary": "This cluster is mostly a grab bag of Transformers v5 regression reports and model-specific bugs. The broadest umbrella issue is the general v5 breakage complaint, while the soft pairs are mostly same subsystem but not the same concrete bug.", + "confidence": 0.68, + "canonical_issue_reason": "issue:45850 is the broadest umbrella report in the set and can subsume many v5 migration regressions without being tied to one model or code path.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45850 is the best single representative because it spans the widest set of related complaints (model loading/import/config regressions after v5), even though it is not a precise bug report.", + "best_issue_reason": "issue:45850 is the best consolidation target because it is phrased as a general v5-wide breakage report rather than a narrow symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Both concern Qwen3.5/MoE behavior in v5, but one is a generic bug report and the other is a missing tensor-parallel plan; different concrete failures." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Qwen3-VL 2D box output bugs and PretrainedConfig type-checking regressions are unrelated code paths." + }, { "left": "issue:41669", "right": "issue:43673", "accept": false, - "reason": "One is import * / import-time bloat, the other is a missing generation cache in chunked prefill; related area, different bug." + "reason": "Both mention import/lazy-loading style regressions, but one is about import-star usage slowing imports and the other is a cache issue during chunked prefill." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Same model family, but 2D bounding-box hallucinations and an infinite loop on a specific image are different bugs." }, { "left": "issue:43576", "right": "issue:44556", "accept": false, - "reason": "CLI env command breakage and checkpoint reload incompatibility are both v5 regressions, but they affect different code paths." + "reason": "Both are v5 breakages, but one is the env command and the other is checkpoint reload compatibility." }, { "left": "issue:43525", "right": "issue:45850", "accept": false, - "reason": "Specific Llama4 pad_token_id AttributeError versus a generic 'many models break' report; not the same bug." + "reason": "A missing pad_token_id attribute in one config is not the same as a broad report that many models break in v5." }, { "left": "issue:43572", "right": "issue:45850", "accept": false, - "reason": "StableLm pad_token_idx missing is a concrete config-field regression, not the same as the broad v5 breakage umbrella." + "reason": "StableLmConfig pad_token_idx regression is a specific config issue, not the same underlying problem as a general v5 breakage umbrella." }, { "left": "issue:44556", "right": "issue:45092", "accept": false, - "reason": "Both are upgrade/loading incompatibilities, but one is checkpoint reload and the other is remote-code/meta-init incompatibility for a different model." + "reason": "Both are upgrade regressions, but checkpoint reload failures and remote-code meta-init incompatibility are distinct failures." }, { "left": "issue:44492", "right": "issue:45850", "accept": false, - "reason": "Cache-strategy typo is a narrow docs/code typo issue, not the same as a general v5 model-breakage report." + "reason": "A cache-strategy typo is too specific and unrelated to a general 'many models break in v5' report." }, { "left": "issue:45278", "right": "issue:45850", "accept": false, - "reason": "Import errors after upgrade are related to the broad regression theme, but this is a distinct concrete failure mode." + "reason": "Both are broad migration complaints, but one is specifically import errors after upgrade and the other is a general model-breakage umbrella." }, { "left": "issue:42371", "right": "issue:44492", "accept": false, - "reason": "TF32 behavior settings and cache-strategy typo are unrelated." + "reason": "TF32 settings guidance and a cache-strategy typo are unrelated issues." }, { "left": "issue:43408", "right": "issue:44315", "accept": false, - "reason": "Model-type warning in sam3_tracker and Liger Kernel not applied with model_init are different issues." + "reason": "A model-type warning for sam3_video/sam3_tracker is unrelated to Liger Kernel not being applied in model_init." }, { - "left": "issue:41669", - "right": "issue:46218", + "left": "issue:44230", + "right": "issue:46095", "accept": false, - "reason": "Import * slowdown is a performance/regression issue; Qwen3_5ForCausalLM import failure is a specific missing-module problem." + "reason": "FP8 support for Qwen3-VL/Qwen3.5 Moe is a feature request, while the other asks about a weight conversion script." }, { - "left": "issue:44230", - "right": "issue:46095", + "left": "issue:41669", + "right": "issue:46218", "accept": false, - "reason": "FP8 support request and weight-conversion-script question are not the same bug or change." + "reason": "Both involve imports, but 'remove import *' performance work and a missing Qwen3_5 module import are different problems." }, { "left": "issue:44246", "right": "issue:44273", "accept": false, - "reason": "Both mention import/lazy-loading pain, but one is intermittent import slowness and the other is a broader lazy-loading malfunction." + "reason": "Import slowness and lazy-loading correctness are related only at a high level, not the same bug." }, { "left": "issue:42890", "right": "issue:44908", "accept": false, - "reason": "Seed-related test flakiness and scheduler kwargs handling are unrelated." + "reason": "Missing set_seed in tests and inverse_sqrt scheduler kwargs being ignored are unrelated." }, { "left": "issue:43576", "right": "issue:44908", "accept": false, - "reason": "Env command breakage and inverse_sqrt scheduler kwargs are different subsystems." + "reason": "The env command regression and the inverse_sqrt scheduler ignoring kwargs affect different subsystems." }, { "left": "issue:43352", "right": "issue:44393", "accept": false, - "reason": "Flash Attention 2 support error and Qwen3-VL bbox hallucination are unrelated." + "reason": "Flash Attention 2 support gating for Nemotron is unrelated to Qwen3-VL bounding-box hallucinations." }, { "left": "issue:43976", "right": "issue:44393", "accept": false, - "reason": "Python version compatibility and a Qwen3-VL output bug are not the same issue." + "reason": "Python version compatibility and Qwen3-VL output errors are unrelated issues." }, { "left": "issue:44908", "right": "issue:45071", "accept": false, - "reason": "Scheduler kwarg propagation and PretrainedConfig type-checking regression are different code paths." + "reason": "A scheduler-kwargs bug is not the same as PretrainedConfig type-checking regressions." }, { "left": "issue:44295", "right": "issue:45230", "accept": false, - "reason": "Position_ids buffer access bug and a generic bug report have no clear overlap." + "reason": "Reading position_ids after buffer registration is a specific tensor/buffer bug, while the other is a generic placeholder bug report." }, { - "left": "issue:44492", - "right": "issue:46328", + "left": "issue:44297", + "right": "issue:45230", "accept": false, - "reason": "Cache-strategy typo and SequenceFeatureExtractor.pad inefficiency are unrelated." + "reason": "tokenizer.save_pretrained writing the wrong tokenizer_class is unrelated to a generic bug report." }, { - "left": "issue:44297", - "right": "issue:45230", + "left": "issue:44492", + "right": "issue:46328", "accept": false, - "reason": "Tokenizer save_pretrained mismatch is a concrete tokenizer bug, while 45230 is too generic to be the same issue." + "reason": "A typo in cache strategy strings and a NumPy conversion inefficiency in SequenceFeatureExtractor.pad are unrelated." }, { "left": "issue:44704", "right": "issue:44908", "accept": false, - "reason": "AutoProcessor kwargs forwarding and inverse_sqrt scheduler kwargs are unrelated." + "reason": "Missing kwargs in AutoProcessor.from_pretrained and inverse_sqrt scheduler kwargs are different API surfaces." }, { "left": "issue:41669", "right": "issue:44351", "accept": false, - "reason": "Import * usage slowdown and HybridCache import failure are both import-related but not the same underlying defect." + "reason": "Import-star cleanup/performance work is unrelated to HybridCache being unavailable from the top-level package." }, { "left": "issue:41669", "right": "issue:45341", "accept": false, - "reason": "Import * slowdown and a testing_utils bug are unrelated." + "reason": "A broad import-time cleanup issue is unrelated to a testing_utils bug." }, { "left": "issue:43976", "right": "issue:45850", "accept": false, - "reason": "Python3.9+/3.10+ compatibility is a separate environment issue, not the same as broad model breakage." + "reason": "Python compatibility breaks and broad model breakage in v5 are too coarse to treat as the same concrete bug." }, { "left": "issue:43976", "right": "issue:46218", "accept": false, - "reason": "Python version support and a model import failure are different problems." + "reason": "Python version support and a missing Qwen3_5 import are distinct failures." }, { "left": "issue:44393", "right": "issue:45478", "accept": false, - "reason": "Qwen3-VL bbox hallucination and Qwen3.5 MoE from_pretrained error are different model bugs." + "reason": "Qwen3-VL 2D box output bugs and Qwen3.5 Moe from_pretrained errors are separate model/runtime issues." }, { "left": "issue:44077", "right": "issue:44861", "accept": false, - "reason": "Optional post_init enforcement and tied-weight-key AttributeError are unrelated." + "reason": "post_init allowance in patchtsmixer and _tied_weights_keys list handling are unrelated config/internal attribute bugs." }, { "left": "issue:31795", "right": "issue:33453", "accept": false, - "reason": "Documentation confusion and tokenizer loading regression are not the same bug." + "reason": "Documentation confusion about forward args and tokenizer loading regression are unrelated." }, { "left": "issue:43576", "right": "issue:44273", "accept": false, - "reason": "Env command breakage and lazy-loading malfunction are both v5-related, but distinct behaviors." + "reason": "Broken env command and lazy-loading correctness are different code paths." }, { "left": "issue:44315", "right": "issue:44829", "accept": false, - "reason": "Liger Kernel application bug and flash_attention_3 degenerate training are different training/model-path issues." + "reason": "Liger Kernel application in model_init and flash_attention_3 training degeneration are not the same bug." }, { "left": "issue:43519", "right": "issue:46655", "accept": false, - "reason": "Qwen3VL timestamp calculation and SmolVLM video padding are both processor bugs, but on different models and code paths." + "reason": "Qwen3VL timestamp calculation and SmolVLM video padding are different processor bugs." }, { "left": "issue:44360", "right": "issue:45468", "accept": false, - "reason": "DSA indexer ReLU discussion and Gemma-4 audio positional encoding are unrelated." + "reason": "A DSA indexer ReLU complaint is unrelated to Gemma-4 audio relative positional encoding." }, { "left": "issue:44273", "right": "issue:44908", "accept": false, - "reason": "Lazy loading failure and scheduler kwargs propagation are unrelated." + "reason": "Lazy-loading correctness and scheduler kwargs handling are different issues." }, { - "left": "issue:45468", - "right": "issue:46894", + "left": "issue:45230", + "right": "issue:45310", "accept": false, - "reason": "Gemma-4 positional encoding and CohereASR double-shift training loss are different bugs." + "reason": "A generic bug report is not the same as the Qwen3.5 Moe from_pretrained regression." }, { - "left": "issue:45230", - "right": "issue:45310", + "left": "issue:45468", + "right": "issue:46894", "accept": false, - "reason": "Generic bug report and Qwen3.5 MoE from_pretrained error are not clearly the same issue." + "reason": "Gemma-4 audio positional encoding and CohereASR training-loss shift bug are unrelated model-specific problems." }, { "left": "issue:43519", "right": "issue:44485", "accept": false, - "reason": "Qwen3VL timestamp calculation and GLM-5 RoPE implementation are different model-specific algorithm bugs." + "reason": "Timestamp calculation in Qwen3VL and GLM-5 RoPE implementation are different model internals." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Pipeline save_pretrained serialization and _tied_weights_keys list handling are unrelated bugs." }, { "left": "issue:43576", "right": "issue:46218", "accept": false, - "reason": "Env command failure and Qwen3_5ForCausalLM import failure are different symptoms and code paths." + "reason": "The env command regression and missing Qwen3_5 import are different import-related failures." }, { - "left": "issue:44655", - "right": "issue:44861", - "accept": false, - "reason": "Pipeline save_pretrained and tied-weight-key AttributeError are unrelated." + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Qwen3VL timestamp math and inverse_sqrt scheduler kwargs are unrelated." } ] }, @@ -18606,19 +18564,21 @@ "review_unit_count": 60, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-502", + "cluster_id": "cluster-10000-503", "nodes": [ "issue:28348", "issue:29870", "issue:30333", "issue:31515", "issue:31795", + "issue:34689", "issue:36296", "issue:37934", "issue:38617", + "issue:41669", "issue:42371", "issue:42913", "issue:42936", @@ -18659,6 +18619,9 @@ "issue:46218" ], "soft_pairs": [ + "issue:41669|issue:43704", + "issue:31795|issue:34689", + "issue:43704|issue:44485", "issue:46018|issue:46172", "issue:44485|issue:45468", "issue:42371|issue:43704", @@ -18698,291 +18661,315 @@ "issue:42936|issue:44031", "issue:42936|issue:46144", "issue:42936|issue:43813", - "issue:43240|issue:43668", "issue:43668|issue:43813", + "issue:43240|issue:43668", "issue:37934|issue:43668", "issue:42936|issue:43668" ], - "prepared_review_unit_hash": "30b44f7bc91e74d638f84ad371617980f3411c8564adba2f1152df331396976d", + "prepared_review_unit_hash": "093d20d59135af40e4cd61ab505da8a6e3c565e85b1e2cf4eb42939c383a2d48", "component_budget": { - "node_count": 502, - "item_count": 502, - "soft_pair_count": 1845, - "serialized_chars": 957282, - "estimated_input_tokens": 239321, - "estimated_eval_tokens": 478898 + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1849, + "serialized_chars": 959374, + "estimated_input_tokens": 239844, + "estimated_eval_tokens": 479944 }, "budget": { - "node_count": 46, - "item_count": 46, - "soft_pair_count": 43, - "serialized_chars": 38567, - "estimated_input_tokens": 9642, - "estimated_eval_tokens": 19540 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 46, + "serialized_chars": 40603, + "estimated_input_tokens": 10151, + "estimated_eval_tokens": 20558 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is very heterogeneous: most items are unrelated model/config/import/regression issues that only share broad transformer-version or model-family similarity. I found no safe duplicate merges among the soft pairs.", - "confidence": 0.71, - "canonical_issue_reason": "issue:45850 is the broadest umbrella-style complaint in the set (\u201c5.0 version breaks too many models\u201d), so it is the closest thing to a cluster representative, though the cluster is not truly cohesive.", + "summary": "This cluster is highly heterogeneous: most items are unrelated Transformers bugs, feature requests, docs issues, or version-specific regressions. The soft edges are mostly superficial similarity rather than the same underlying defect.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue is a good duplicate target here; the cluster spans many unrelated subsystems and the apparent matches are mostly loose topical similarity.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45850 is the most general and cluster-like issue; it can serve as the least-specific representative even though it is not a true duplicate target for the rest.", + "best_issue_reason": "If forced to pick one representative, issue:45850 is the broadest umbrella about widespread v5 breakage, but it is too vague to serve as a strong duplicate anchor.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "import-star cleanup/perf issue vs Qwen3 VRAM leak; unrelated bugs." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "documentation confusion vs a Llama 3.2 vision model-loading regression." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak in dataloader threads vs GLM-5 RoPE discussion; different code paths." + }, { "left": "issue:46018", "right": "issue:46172", "accept": false, - "reason": "Different DeepSeek-V4 bugs: gated shared expert logic vs a dtype/transpose problem in comb tensor handling." + "reason": "DeepSeek shared-expert gating bug vs DeepSeek weight transpose/casting issue." }, { "left": "issue:44485", "right": "issue:45468", "accept": false, - "reason": "Both are architecture-related, but one is about GLM-5 RoPE design and the other about Gemma-4 audio positional encoding; not the same bug." + "reason": "GLM-5 RoPE discussion vs Gemma-4 audio positional encoding bug; different models." }, { "left": "issue:42371", "right": "issue:43704", "accept": false, - "reason": "TF32 API behavior and VRAM leakage in multi-dataloader threads are unrelated problems." + "reason": "TF32 config API guidance vs Qwen3 VRAM leak; not the same bug." }, { "left": "issue:43502", "right": "issue:43519", "accept": false, - "reason": "Local-files-only network access and Qwen3VL timestamp calculation are unrelated." + "reason": "local_files_only network access vs Qwen3VL timestamp calculation; unrelated." }, { "left": "issue:45850", "right": "issue:46218", "accept": false, - "reason": "One is a broad v5 regression complaint, the other is a specific Qwen3_5 import failure; different failure modes." + "reason": "broad v5 breakage report vs a specific import failure for Qwen3_5; too different." }, { "left": "issue:43519", "right": "issue:44623", "accept": false, - "reason": "Processor timestamp math and processor.save_pretrained missing files are different processor bugs." + "reason": "timestamp computation bug vs missing files on processor.save_pretrained; different failures." }, { "left": "issue:44263", "right": "issue:45468", "accept": false, - "reason": "torch.split return values in GlmMoeDsaIndexer is unrelated to Gemma-4 audio positional encoding." + "reason": "torch.split return-value handling vs Gemma-4 audio positional encoding." }, { "left": "issue:43606", "right": "issue:45468", "accept": false, - "reason": "CPU offload device mismatch is unrelated to Gemma-4 audio positional encoding." + "reason": "CPU offload device mismatch vs Gemma-4 audio encoding; unrelated." }, { "left": "issue:43519", "right": "issue:43704", "accept": false, - "reason": "Timestamp calculation and VRAM leakage in threaded inference are unrelated." + "reason": "Qwen3VL timestamp bug vs VRAM leak in Qwen3ForCausalLM." }, { "left": "issue:43298", "right": "issue:46095", "accept": false, - "reason": "Audio continuous batching support and DeepSeek-V4 weight conversion are different feature requests." + "reason": "continuous batching audio-model support vs DeepSeek-V4 weight conversion question." }, { "left": "issue:43352", "right": "issue:46218", "accept": false, - "reason": "Flash-Attention-2 support for NemotronH is unrelated to Qwen3_5 import errors." + "reason": "Flash Attention 2.0 support request vs import failure for a different model." }, { "left": "issue:44351", "right": "issue:46218", "accept": false, - "reason": "Both are import errors, but for different missing symbols/modules and likely different root causes." + "reason": "different import errors for different modules/models; not the same defect." }, { "left": "issue:42913", "right": "issue:43066", "accept": false, - "reason": "Both concern tokenizer v5 changes, but one is a broad behavior drift report and the other is a specific decoder-type bug; too loose to merge." + "reason": "both tokenizer-v5 related, but one is behavior drift and the other is wrong decoder type; not the same bug." }, { "left": "issue:28348", "right": "issue:45250", "accept": false, - "reason": "GPT2LMHeadModel FA2 support request and a generic Flash Attention 2.0 issue are not the same concrete bug/change." + "reason": "GPT2 Flash Attention 2.0 support request vs generic Flash Attention 2.0 topic; too broad." }, { "left": "issue:44908", "right": "issue:44998", "accept": false, - "reason": "Scheduler kwargs handling and an unrelated joke issue." + "reason": "scheduler kwargs bug vs irrelevant spam issue; no overlap." }, { "left": "issue:44492", "right": "issue:44998", "accept": false, - "reason": "Cache-strategy typo and an unrelated joke issue." + "reason": "cache-strategy typo vs irrelevant spam; unrelated." }, { "left": "issue:43618", "right": "issue:44998", "accept": false, - "reason": "CLIPOutput attention assignment regression and an unrelated joke issue." + "reason": "CLIPOutput attentions regression vs irrelevant spam; unrelated." }, { "left": "issue:44998", "right": "issue:45850", "accept": false, - "reason": "The latter is a broad version-regression complaint; the former is unrelated." + "reason": "irrelevant spam vs broad breakage report; not a duplicate pair." }, { "left": "issue:44938", "right": "issue:44998", "accept": false, - "reason": "Python 3.14 load failure and an unrelated joke issue." + "reason": "Python 3.14 load failure vs irrelevant spam; unrelated." }, { "left": "issue:44861", "right": "issue:45290", "accept": false, - "reason": "Tied-weights key handling and chat-template tool-call crashes are different code paths." + "reason": "tied-weights attribute crash vs chat-template tool-call crash; different code paths." }, { "left": "issue:31515", "right": "issue:38617", "accept": false, - "reason": "Slow from_pretrained checkpoint loading and an import error are unrelated." + "reason": "slow from_pretrained loading vs missing import for layer_type_validation." }, { "left": "issue:43572", "right": "issue:44861", "accept": false, - "reason": "Missing StableLmConfig pad_token_idx and tied-weights key handling are unrelated." + "reason": "missing pad_token_idx after v5 update vs tied-weights key crash." }, { "left": "issue:43525", "right": "issue:44861", "accept": false, - "reason": "Llama4Config pad_token_id missing and tied-weights key handling are unrelated." + "reason": "missing pad_token_id on Llama4Config vs tied-weights key crash." }, { "left": "issue:44230", "right": "issue:44623", "accept": false, - "reason": "FP8 inference support and processor.save_pretrained file omission are different issues." + "reason": "fp8 inference support request vs missing files on processor.save_pretrained." }, { "left": "issue:28348", "right": "issue:43352", "accept": false, - "reason": "Both mention Flash Attention 2.0, but they target different models and different fixes." + "reason": "both mention Flash Attention 2.0, but for different models and different asks; not mergeable as one fix." }, { "left": "issue:29870", "right": "issue:31515", "accept": false, - "reason": "BART generate() decoder mask bug and slow checkpoint loading are unrelated." + "reason": "BART generate decoder mask bug vs slow checkpoint loading; unrelated." }, { "left": "issue:30333", "right": "issue:31515", "accept": false, - "reason": "MLFlow reporting on failed jobs and checkpoint loading speed are unrelated." + "reason": "MLflow reporting on training failure vs slow from_pretrained loading." }, { "left": "issue:31515", "right": "issue:36296", "accept": false, - "reason": "Checkpoint loading performance and tensor-parallel training bugs are different problems." + "reason": "slow model loading vs tensor-parallel training bug; different subsystems." }, { "left": "issue:31515", "right": "issue:31795", "accept": false, - "reason": "Loading speed and forward() documentation confusion are unrelated." + "reason": "performance complaint on loading vs documentation clarity issue." }, { "left": "issue:44230", "right": "issue:45310", "accept": false, - "reason": "FP8 inference support and Qwen3.5 from_pretrained errors are not the same bug." + "reason": "fp8 support request vs Qwen3.5 MoE from_pretrained regression; different issues." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "audio continuous batching limitation vs fp8 inference support; unrelated." }, { "left": "issue:43717", "right": "issue:46144", "accept": false, - "reason": "Mamba init_weights behavior and RoFormer attention interface usage are unrelated." + "reason": "Mamba init_weights behavior vs RoFormer attention interface; different models and fixes." }, { "left": "issue:42936", "right": "issue:46018", "accept": false, - "reason": "Mask2former ignore_value usage and DeepSeek-V4 shared expert gating are unrelated." + "reason": "Mask2former ignore_value bug vs DeepSeek shared-expert gating bug." }, { "left": "issue:43668", "right": "issue:44031", "accept": false, - "reason": "Incorrect type hint on ModernBERTConfig and tokenizer regex warnings are unrelated." + "reason": "wrong type hint vs tokenizer regex warning; unrelated." }, { "left": "issue:42936", "right": "issue:43240", "accept": false, - "reason": "Mask2former ignore_value handling and loss-function kwargs propagation are unrelated." + "reason": "Mask2former ignore_value bug vs kwargs not passed to loss calculation." }, { "left": "issue:43240", "right": "issue:46144", "accept": false, - "reason": "Loss kwargs propagation and RoFormer attention interface usage are unrelated." + "reason": "loss kwargs issue vs RoFormer attention-interface issue; different code paths." }, { "left": "issue:42936", "right": "issue:44031", "accept": false, - "reason": "Mask2former ignore_value handling and tokenizer regex warnings are unrelated." + "reason": "Mask2former ignore_value bug vs tokenizer regex warning; unrelated." }, { "left": "issue:42936", "right": "issue:46144", "accept": false, - "reason": "Mask2former ignore_value handling and RoFormer attention interface usage are unrelated." + "reason": "Mask2former ignore_value bug vs RoFormer attention-interface issue." }, { "left": "issue:42936", "right": "issue:43813", "accept": false, - "reason": "Mask2former ignore_value handling and a typo in quantization conversion text are unrelated." + "reason": "Mask2former ignore_value bug vs typo in quantization-operation text; unrelated." }, { - "left": "issue:43240", - "right": "issue:43668", + "left": "issue:43668", + "right": "issue:43813", "accept": false, - "reason": "Loss kwargs propagation and a config type-hint issue are unrelated." + "reason": "ModernBERT type-hint bug vs quantization typo; different fixes." }, { - "left": "issue:43668", - "right": "issue:43813", + "left": "issue:43240", + "right": "issue:43668", "accept": false, - "reason": "ModernBERT norm_eps typing and a quantization typo are unrelated." + "reason": "loss kwargs propagation bug vs ModernBERT type-hint bug." }, { "left": "issue:37934", "right": "issue:43668", "accept": false, - "reason": "Llama4TextL2Norm semantics and ModernBERT norm_eps typing are unrelated." + "reason": "question about Llama4 normalization vs ModernBERT type hint; unrelated." }, { "left": "issue:42936", "right": "issue:43668", "accept": false, - "reason": "Mask2former ignore_value handling and ModernBERT norm_eps typing are unrelated." + "reason": "Mask2former ignore_value bug vs ModernBERT type-hint bug; different areas." } ] }, @@ -19001,8 +18988,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10519-3", "nodes": [ @@ -19015,12 +19002,12 @@ "issue:10519|issue:11005", "issue:11005|issue:11307" ], - "prepared_review_unit_hash": "4067988de618ebe9cb10cb9484df7bf5886551d4ad800a954eed04563ea4c043", + "prepared_review_unit_hash": "a3e678493e0d5b199b497a04b7533eb4d8dfba62bf560769b2cd1330b6ee632b", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2876, + "serialized_chars": 2875, "estimated_input_tokens": 719, "estimated_eval_tokens": 1694 }, @@ -19028,7 +19015,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 2876, + "serialized_chars": 2875, "estimated_input_tokens": 719, "estimated_eval_tokens": 1694 }, @@ -19037,8 +19024,8 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These issues are about three unrelated feature requests: tokenizer truncation behavior, a ReduceLROnPlateau-like scheduler, and Wav2Vec2 word time offsets. The similarity is only superficial, so they should not be clustered as duplicates.", - "confidence": 0.98, + "summary": "No duplicate relationship is apparent: the three issues cover unrelated feature requests in tokenization truncation, learning-rate scheduling, and Wav2Vec2 word-timestamp extraction.", + "confidence": 0.99, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, @@ -19048,19 +19035,19 @@ "left": "issue:10519", "right": "issue:11307", "accept": false, - "reason": "Different domains and problems: truncation strategy for token sequences vs extracting word timing offsets in Wav2Vec2." + "reason": "Different problems and code paths: tokenizer truncation behavior vs. Wav2Vec2 word offset timing." }, { "left": "issue:10519", "right": "issue:11005", "accept": false, - "reason": "One is about sequence truncation options, the other is a training scheduler feature request; no shared underlying bug/change." + "reason": "Unrelated feature requests: truncation-from-beginning in tokenization vs. ReduceLROnPlateau-like scheduler behavior." }, { "left": "issue:11005", "right": "issue:11307", "accept": false, - "reason": "Completely different functionality requests: learning-rate scheduling vs speech model word boundary timings." + "reason": "No shared underlying bug or change: learning-rate scheduling functionality vs. ASR word alignment/timestamp extraction." } ] }, @@ -19079,8 +19066,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-13244-3", "nodes": [ @@ -19092,12 +19079,12 @@ "issue:13244|issue:16618", "issue:15980|issue:16618" ], - "prepared_review_unit_hash": "7944fe93d02efed5d32eb6193fb6bae643426a6e43c9694e4fc57e1d9e356060", + "prepared_review_unit_hash": "65cdcc483569553ff331492d0acf6d9a62e000cf29669c3f2f28828dcb583092", "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 }, @@ -19105,7 +19092,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2479, + "serialized_chars": 2478, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -19114,24 +19101,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These look like three different issues in the model-loading/tokenization area, with no strong evidence that any pair is the same underlying bug. The closest match is the generic model-load failure report (#16618), but the other two are about unrelated tokenization behavior and private-model auth/error messaging.", - "confidence": 0.89, - "canonical_issue_reason": "#16618 is the broadest and most central report in this cluster: it concerns a concrete model-loading failure for a specific model, which is the closest fit to the shared theme of load/tokenization problems.", + "summary": "These issues do not describe the same bug: one is about Tapas tokenization, one about a private-model auth/error-message problem, and one is a generic model-loading failure for bert-base-uncased. The only overlap is a broad \"model loading\" theme between the last two, but not the same underlying cause.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 16618 is the broadest and most representative of the cluster\u2019s loose model-loading theme, with the highest discussion activity among the set. It is still not a true duplicate of the others, but it is the best single issue to anchor the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "#16618 is the best representative issue because it is a user-facing model loading failure and is broader/more canonical than the other two, which are narrower and less related to each other.", + "best_issue_reason": "16618 is the best overall issue candidate because its title is the most general and closest to the shared surface theme of loading failures, making it the most plausible representative despite the lack of true duplication.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:13244", "right": "issue:16618", "accept": false, - "reason": "Different problems: tokenization differences vs. a model-loading failure. They do not appear to describe the same code-path or bug." + "reason": "Tapas tokenization mismatch is a different subsystem and problem from a bert-base-uncased model loading failure; they do not share the same underlying bug." }, { "left": "issue:15980", "right": "issue:16618", "accept": false, - "reason": "#15980 is specifically about the error message when downloading a private model without login, while #16618 is a general inability to load bert-base-uncased. Same broad subsystem, but not the same concrete bug." + "reason": "15980 is specifically about the error message when downloading a private model while logged out, while 16618 is a generic inability to load bert-base-uncased; same broad area, different root cause." } ] }, @@ -19150,8 +19137,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-26350-2", "nodes": [ @@ -19161,12 +19148,12 @@ "soft_pairs": [ "issue:26350|issue:33260" ], - "prepared_review_unit_hash": "920ab54568cba584ab1096ee3dd0bf4b671d86298aedf3bce585c1f0deeaf200", + "prepared_review_unit_hash": "92b4c733a28eebd18ba61052996fb7a50bb606e93ccd6eaddcb4f726116b2b09", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1589, + "serialized_chars": 1590, "estimated_input_tokens": 398, "estimated_eval_tokens": 1052 }, @@ -19174,7 +19161,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1589, + "serialized_chars": 1590, "estimated_input_tokens": 398, "estimated_eval_tokens": 1052 }, @@ -19183,18 +19170,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are unrelated community-contribution tracking issues for different features: Flash Attention 2 support vs GGUF support. They do not describe the same underlying bug or change.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "These are not duplicates: one tracks Flash Attention 2 support for more architectures, the other tracks GGUF support for more architectures. They share a broad \u201ccommunity contribution / more architectures\u201d theme, but the underlying code paths and deliverables are different.", + "confidence": 0.98, + "canonical_issue_reason": "Issue 26350 is the stronger anchor because it is older and has substantially more discussion activity, making it the more established thread.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue 26350 is the best representative issue for the cluster due to its higher engagement and earlier creation date.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "Community contribution: Adding Flash Attention 2 support for more architectures", - "right": "Community contribution: Adding GGUF support for more architectures", + "left": "issue:26350", + "right": "issue:33260", "accept": false, - "reason": "Different feature requests for different backends/formats; no shared underlying change or bug." + "reason": "Different feature requests: Flash Attention 2 support versus GGUF support. They target different integration paths and are not the same underlying bug/change." } ] }, @@ -19213,8 +19200,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-27088-9", "nodes": [ @@ -19259,214 +19246,214 @@ "issue:46222|issue:46931", "issue:46226|issue:46931" ], - "prepared_review_unit_hash": "ac0b4113aca4c8cb180acff00d8033c958aca85e8f7fa19cd4d6b153233f06e2", + "prepared_review_unit_hash": "5345f89e21b5d60a74033de59f508f69efdba360b58b9fa85ad9f5fcfa49482c", "component_budget": { "node_count": 9, "item_count": 9, "soft_pair_count": 29, - "serialized_chars": 15985, - "estimated_input_tokens": 3997, - "estimated_eval_tokens": 8250 + "serialized_chars": 15984, + "estimated_input_tokens": 3996, + "estimated_eval_tokens": 8248 }, "budget": { "node_count": 9, "item_count": 9, "soft_pair_count": 29, - "serialized_chars": 15985, - "estimated_input_tokens": 3997, - "estimated_eval_tokens": 8250 + "serialized_chars": 15984, + "estimated_input_tokens": 3996, + "estimated_eval_tokens": 8248 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster mixes distinct i18n translation requests for different languages with a small set of near-identical placeholder/template issues. Only the template-like issues look like true duplicates; the language-specific requests should stay separate.", - "confidence": 0.59, - "canonical_issue_reason": "issue:43834 is the earliest of the near-identical generic template issues and is the best representative of that small duplicate set; the language-specific translation requests are separate issues.", + "summary": "This cluster is mostly shared i18n/translation templates, but the locale-specific translation requests are not duplicates of each other. I only merged the exact/near-exact duplicate subgroups where the titles and bodies line up tightly.", + "confidence": 0.71, + "canonical_issue_reason": "issue:43834 is the best representative of the clearest duplicate subgroup: it has the generic placeholder title and is the earliest of the near-identical placeholder issues. The language-specific translation requests are separate tasks, not duplicates.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43834 is the cleanest canonical representative for the duplicate template subgroup because its title matches the other generic placeholder issues and it predates them.", + "best_issue_reason": "issue:43834 is the strongest overall issue candidate because it sits in the most clearly duplicate set and is the most generic/earliest representative among the accepted issue duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:27088", "right": "issue:44370", "accept": false, - "reason": "Different target language/request; shared translation boilerplate is not enough to make these the same issue." + "reason": "Different locale-specific translation requests; similarity appears to come from a shared template, not the same underlying issue." }, { "left": "issue:27088", "right": "issue:44365", "accept": false, - "reason": "Turkish vs a generic template issue; not the same underlying translation request." + "reason": "Different locale-specific translation requests; same template body is not enough to merge them." }, { "left": "issue:27088", "right": "issue:43834", "accept": false, - "reason": "One is a concrete Turkish translation request, the other is a generic placeholder title." + "reason": "Turkish translation request vs generic placeholder issue; not the same concrete task." }, { "left": "issue:27088", "right": "issue:38435", "accept": false, - "reason": "Different language requests (Turkish vs Romanian), so not duplicates." + "reason": "Different target language (Turkish vs Romanian); these are distinct translation requests." }, { "left": "issue:27088", "right": "issue:28936", "accept": false, - "reason": "Different language requests (Turkish vs Spanish), despite similar i18n template wording." + "reason": "Different target language (Turkish vs Spanish); same boilerplate does not make them duplicates." }, { "left": "issue:28936", "right": "issue:43834", "accept": false, - "reason": "Spanish translation request is distinct from the generic placeholder issue." + "reason": "Spanish translation request vs generic placeholder issue; not the same underlying change." }, { "left": "issue:28936", "right": "issue:44365", "accept": false, - "reason": "Different language request versus generic placeholder; not the same issue." + "reason": "Different locale-specific translation requests; template similarity is not enough." }, { "left": "issue:28936", "right": "issue:38435", "accept": false, - "reason": "Spanish and Romanian translation requests are separate issues." + "reason": "Different target languages (Spanish vs Romanian); keep separate." }, { "left": "issue:28936", "right": "issue:44370", "accept": false, - "reason": "Different language request versus generic placeholder; similar boilerplate only." + "reason": "Different locale-specific translation requests; do not merge on shared template text alone." }, { "left": "issue:38435", "right": "issue:44370", "accept": false, - "reason": "Romanian translation request is distinct from the generic template issue." + "reason": "Romanian translation request vs generic placeholder issue; not the same task." }, { "left": "issue:38435", "right": "issue:44365", "accept": false, - "reason": "Romanian translation request is distinct from the generic template issue." + "reason": "Romanian translation request vs generic placeholder issue; shared boilerplate is insufficient." }, { "left": "issue:38435", "right": "issue:43834", "accept": false, - "reason": "Concrete Romanian translation request vs generic placeholder title; not the same underlying issue." + "reason": "Romanian translation request vs generic placeholder issue; distinct issues." }, { "left": "issue:38435", "right": "issue:46222", "accept": false, - "reason": "Different actual request text; shared i18n boilerplate is insufficient to merge." + "reason": "High text similarity, but the titles do not indicate the same request and the translation task is different." }, { "left": "issue:38435", "right": "issue:46226", "accept": false, - "reason": "Different actual request text; shared i18n boilerplate is insufficient to merge." + "reason": "High text similarity alone is not enough here; this does not clearly match the Romanian translation request." }, { "left": "issue:43834", "right": "issue:44370", "accept": true, - "reason": "Same generic placeholder translation issue with near-identical title/body; looks like a duplicate." + "reason": "Same generic placeholder title and near-identical issue body; looks like a duplicate report." }, { "left": "issue:43834", "right": "issue:44365", "accept": true, - "reason": "Same generic placeholder translation issue with near-identical title/body; looks like a duplicate." + "reason": "Same generic placeholder title and near-identical issue body; duplicate of the same template issue." }, { "left": "issue:43834", "right": "issue:46222", "accept": false, - "reason": "Titles differ substantially and appear to be different requests, even if the body template is similar." + "reason": "Body similarity is high, but the titles/content indicate different issues and not the same concrete change." }, { "left": "issue:43834", "right": "issue:46226", "accept": false, - "reason": "Titles differ substantially and appear to be different requests, even if the body template is similar." + "reason": "Body boilerplate is similar, but the report content is not clearly the same issue." }, { "left": "issue:43834", "right": "issue:46931", "accept": false, - "reason": "Different issue text/title; similar translation-template boilerplate is not enough." + "reason": "Similar template text, but the title/content differ enough that this is not clearly the same issue." }, { "left": "issue:44365", "right": "issue:44370", "accept": true, - "reason": "Same generic placeholder translation issue with near-identical title/body; looks like a duplicate." + "reason": "Identical generic placeholder title and near-identical body; clear duplicate." }, { "left": "issue:44365", "right": "issue:46222", "accept": false, - "reason": "Different issue titles and likely different requests; boilerplate similarity alone is not enough." + "reason": "Different issue content; shared boilerplate does not justify merging." }, { "left": "issue:44365", "right": "issue:46226", "accept": false, - "reason": "Different issue titles and likely different requests; boilerplate similarity alone is not enough." + "reason": "Different issue content; not the same underlying report." }, { "left": "issue:44365", "right": "issue:46931", "accept": false, - "reason": "Different title/request text; not clearly the same underlying issue." + "reason": "High similarity likely comes from a reused template, but the issues are not clearly the same." }, { "left": "issue:44370", "right": "issue:46222", "accept": false, - "reason": "Different issue titles and likely different requests; similar template content is not enough." + "reason": "Different issue content; do not merge based on template similarity alone." }, { "left": "issue:44370", "right": "issue:46226", "accept": false, - "reason": "Different issue titles and likely different requests; similar template content is not enough." + "reason": "Different issue content; not clearly the same report." }, { "left": "issue:44370", "right": "issue:46931", "accept": false, - "reason": "Different title/request text; not clearly the same underlying issue." + "reason": "Body similarity is not enough to establish the same underlying issue." }, { "left": "issue:46222", "right": "issue:46226", "accept": true, - "reason": "Identical title and near-identical issue content; this is a clear duplicate pair." + "reason": "Same title and effectively identical body; clear duplicate." }, { "left": "issue:46222", "right": "issue:46931", "accept": false, - "reason": "Both are Thai-titled issues but the request text differs; not enough evidence they are the same issue." + "reason": "The titles differ and the similarity looks more like shared boilerplate than the same issue." }, { "left": "issue:46226", "right": "issue:46931", "accept": false, - "reason": "Both are Thai-titled issues but the request text differs; not enough evidence they are the same issue." + "reason": "High body similarity alone is insufficient; these are not clearly the same report." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet. The duplicate call on the three generic template issues is supported by identical titles and close creation times, and the Thai pair 46222/46226 is clearly identical. The language-specific Turkish/Spanish/Romanian issues are conservatively kept separate, which matches the available evidence." + "feedback": "The clustering is conservative and grounded in the packet. The analyst only accepts the clearly exact/near-exact duplicate subgroups, and the refusals are appropriately cautious given the heavy template similarity and differing titles/locales. The canonical/representative choice for issue:43834 is also defensible as the earliest generic placeholder in its duplicate subgroup." }, "evaluator_used": true, "retried": false, @@ -19482,8 +19469,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-36718-19", "nodes": [ @@ -19549,12 +19536,12 @@ "issue:42503|issue:46653", "issue:45027|issue:46653" ], - "prepared_review_unit_hash": "93954304372319d45ff0c0fdb6f022572c6a87c562e159395722b87fcfea27b3", + "prepared_review_unit_hash": "b9aa4b6a25f7719e6e509f7e792b05345abae1e002c3f16d36a5dd1a00db60b6", "component_budget": { "node_count": 19, "item_count": 19, "soft_pair_count": 40, - "serialized_chars": 24675, + "serialized_chars": 24673, "estimated_input_tokens": 6169, "estimated_eval_tokens": 12594 }, @@ -19562,7 +19549,7 @@ "node_count": 19, "item_count": 19, "soft_pair_count": 40, - "serialized_chars": 24675, + "serialized_chars": 24673, "estimated_input_tokens": 6169, "estimated_eval_tokens": 12594 }, @@ -19571,246 +19558,252 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are mostly independent model-request issues that only share broad wording like \u201cAdd model support\u201d or \u201cBERT-like/TTS/ASR\u201d; they are not true duplicates of the same underlying change.", - "confidence": 0.93, - "canonical_issue_reason": null, + "summary": "This is not a duplicate cluster in the strict sense: the issues are mostly separate model-request tickets spanning different model families, modalities, and tasks. The soft similarities come from generic wording like \"add support\" or from being in adjacent ML areas, not from the same underlying bug/change.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue fits the group: these requests target different models and capabilities (BERT variants, detection, ASR/TTS, vision-language, sparse transformers), so they should not be collapsed into one issue.", "canonical_pr_reason": null, - "best_issue_reason": "issue:42738 is the broadest umbrella request, but the set is too heterogeneous for it to serve as a true canonical duplicate target.", + "best_issue_reason": "issue:43837 is the most central/specific item in the densest soft-similarity neighborhood, but only as a loose representative of speech-model requests; it is not a valid canonical duplicate target for the whole cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36718", "right": "issue:41115", "accept": false, - "reason": "Different requests: a keypoint matcher versus a MiniCPM3 architecture addition." + "reason": "Different requests: a RoMa keypoint matcher vs adding Model Architecture for MiniCPM3." }, { "left": "issue:36817", "right": "issue:41211", "accept": false, - "reason": "EuroBert config support and DEIMv2 are unrelated model additions." + "reason": "Different model additions: EuroBert config vs DEIMv2." }, { "left": "issue:36817", "right": "issue:43671", "accept": false, - "reason": "A config update for EuroBert is not the same change as Qwen3-TTS support." + "reason": "EuroBert config and Qwen3-TTS support are unrelated model requests." }, { "left": "issue:36817", "right": "issue:36879", "accept": false, - "reason": "Different model families: EuroBert config versus RF-DETR." + "reason": "EuroBert config vs RF-DETR model; different architectures/tasks." }, { "left": "issue:36879", "right": "issue:41211", "accept": false, - "reason": "Both are vision-model requests, but they target different architectures and code paths." + "reason": "RF-DETR and DEIMv2 are distinct model requests." }, { "left": "issue:36879", "right": "issue:43909", "accept": false, - "reason": "RF-DETR detection support and LFM2.5 audio support are unrelated changes." + "reason": "Object detection model request vs LFM2.5 Audio request; different modalities." }, { "left": "issue:36879", "right": "issue:44121", "accept": false, - "reason": "A detection model request is not the same as adding a weight-sparse transformer architecture." + "reason": "RF-DETR vs OpenAI weight-sparse transformer; unrelated changes." }, { "left": "issue:36879", "right": "issue:43837", "accept": false, - "reason": "RF-DETR and Qwen3-ASR affect different model families and tasks." + "reason": "RF-DETR model addition and Qwen3-ASR support are different code paths and model families." }, { "left": "issue:36879", "right": "issue:43671", "accept": false, - "reason": "RF-DETR and Qwen3-TTS are distinct model-support requests." + "reason": "RF-DETR and Qwen3-TTS are unrelated requests." }, { "left": "issue:37015", "right": "issue:43837", "accept": false, - "reason": "NeoBERT and Qwen3-ASR are unrelated model additions." + "reason": "NeoBERT addition vs Qwen3-ASR support; different models and tasks." }, { "left": "issue:37015", "right": "issue:44121", "accept": false, - "reason": "NeoBERT support and the weight-sparse transformer request do not describe the same change." + "reason": "NeoBERT and weight-sparse transformer requests are unrelated." }, { "left": "issue:37015", "right": "issue:43909", "accept": false, - "reason": "NeoBERT and LFM2.5 Audio 1.5B target different model types." + "reason": "NeoBERT vs LFM2.5 Audio 1.5B; different modalities." }, { "left": "issue:36879", "right": "issue:37015", "accept": false, - "reason": "RF-DETR and NeoBERT are different model families, not one underlying bug or feature." + "reason": "RF-DETR and NeoBERT are separate model additions." }, { "left": "issue:37015", "right": "issue:42503", "accept": false, - "reason": "NeoBERT and ModernVBERT are both text-encoder requests, but they are distinct models and patches." + "reason": "NeoBERT vs ModernVBERT models; same broad naming pattern, different targets." }, { "left": "issue:41115", "right": "issue:43837", "accept": false, - "reason": "MiniCPM3 architecture support and Qwen3-ASR support are unrelated changes." + "reason": "MiniCPM3 architecture work vs ASR support for Qwen3; not the same change." }, { "left": "issue:41115", "right": "issue:44121", "accept": false, - "reason": "MiniCPM3 architecture work is not the same as adding a weight-sparse transformer." + "reason": "MiniCPM3 architecture and sparse transformer support are unrelated." }, { "left": "issue:41115", "right": "issue:42503", "accept": false, - "reason": "MiniCPM3 architecture and ModernVBERT model support are separate requests." + "reason": "MiniCPM3 and ModernVBERT models are distinct requests." }, { "left": "issue:41115", "right": "issue:45027", "accept": false, - "reason": "MiniCPM3 architecture support is unrelated to Voxtral TTS support." + "reason": "MiniCPM3 architecture vs Voxtral TTS support; different model families." }, { "left": "issue:41211", "right": "issue:43671", "accept": false, - "reason": "DEIMv2 and Qwen3-TTS are different model-support tasks." + "reason": "DEIMv2 and Qwen3-TTS are unrelated requests." }, { "left": "issue:42503", "right": "issue:43837", "accept": false, - "reason": "ModernVBERT models and Qwen3-ASR are different model families and tasks." + "reason": "ModernVBERT models vs Qwen3-ASR support; different tasks/models." }, { "left": "issue:42503", "right": "issue:43671", "accept": false, - "reason": "ModernVBERT and Qwen3-TTS are unrelated requests." + "reason": "ModernVBERT models and Qwen3-TTS support are unrelated." }, { "left": "issue:42503", "right": "issue:42738", "accept": false, - "reason": "They are thematically related (BERT-like), but one is a specific model request and the other is a broad class request, so not the same change." + "reason": "ModernVBERT models vs BERT-like models with RoPE; related naming but not the same model or fix." }, { "left": "issue:42738", "right": "issue:45027", "accept": false, - "reason": "BERT-like models with RoPE and Voxtral TTS are unrelated." + "reason": "BERT-like models with RoPE vs Voxtral TTS support; different subsystems." }, { "left": "issue:42738", "right": "issue:46653", "accept": false, - "reason": "A model-architecture request and a person-name issue are clearly unrelated." + "reason": "BERT-like models with RoPE has no relation to the Mirko Privitera issue." }, { "left": "issue:43671", "right": "issue:43837", "accept": false, - "reason": "Qwen3-TTS and Qwen3-ASR are sibling requests, but they are separate model integrations." + "reason": "TTS support and ASR support are adjacent but distinct model requests." }, { "left": "issue:43671", - "right": "issue:44121", + "right": "issue:45027", "accept": false, - "reason": "Qwen3-TTS support and the weight-sparse transformer request do not overlap." + "reason": "Qwen3-TTS and Voxtral TTS are different models, not the same underlying change." }, { "left": "issue:43671", - "right": "issue:45027", + "right": "issue:45177", "accept": false, - "reason": "Both mention TTS, but they are different models with different implementation paths." + "reason": "Qwen3-TTS support vs DeepSeek-OCR2; unrelated modalities." }, { "left": "issue:43671", - "right": "issue:45177", + "right": "issue:44121", "accept": false, - "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated model requests." + "reason": "TTS support vs weight-sparse transformer; unrelated." }, { "left": "issue:43837", "right": "issue:43909", "accept": false, - "reason": "Qwen3-ASR and LFM2.5 Audio 1.5B are different audio-model additions." + "reason": "Qwen3-ASR support and LFM2.5 Audio 1.5B are different speech-model requests." }, { "left": "issue:43837", "right": "issue:45322", "accept": false, - "reason": "Qwen3-ASR support and EUPE are unrelated model changes." + "reason": "ASR support vs EUPE perception encoder; different models and tasks." }, { "left": "issue:43837", "right": "issue:44121", "accept": false, - "reason": "ASR support and a weight-sparse transformer change are not the same code path." + "reason": "ASR support vs OpenAI weight-sparse transformer; not the same code path." }, { "left": "issue:43909", "right": "issue:44205", "accept": false, - "reason": "LFM2.5 Audio 1.5B and SAM3-LiteText are different model domains." + "reason": "Audio model support vs SAM3-LiteText; unrelated." }, { "left": "issue:43909", "right": "issue:46645", "accept": false, - "reason": "An audio model request and a Granite SWA+sink option are unrelated." + "reason": "Audio model request vs Granite SWA+sink option; different change request." }, { "left": "issue:44121", "right": "issue:45322", "accept": false, - "reason": "Weight-sparse transformer support and EUPE are different model requests." + "reason": "Weight-sparse transformer request vs Meta EUPE encoder; unrelated." }, { "left": "issue:43837", "right": "issue:45027", "accept": false, - "reason": "Qwen3-ASR and Voxtral TTS are different speech-model integrations." + "reason": "Qwen3-ASR support vs Voxtral-4B-TTS support; different speech models and likely different code paths." }, { "left": "issue:37015", "right": "issue:45027", "accept": false, - "reason": "NeoBERT and Voxtral TTS are unrelated." + "reason": "NeoBERT vs Voxtral TTS; unrelated model requests." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "ASR support vs DeepSeek-OCR2; different modality and model family." }, { "left": "issue:45322", "right": "issue:46133", "accept": false, - "reason": "EUPE and TIPSv2 are distinct model requests, even if both are vision-language related." + "reason": "EUPE and TIPSv2 are both vision-language related, but they are distinct model proposals and not the same change." }, { "left": "issue:42503", "right": "issue:46653", "accept": false, - "reason": "ModernVBERT models and a person-name issue are unrelated." + "reason": "ModernVBERT models vs an unrelated personal-name issue." }, { "left": "issue:45027", "right": "issue:46653", "accept": false, - "reason": "Voxtral TTS support and a person-name issue are unrelated." + "reason": "Voxtral TTS support is unrelated to the Mirko Privitera issue." } ] }, @@ -19829,8 +19822,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-38740-2", "nodes": [ @@ -19840,7 +19833,7 @@ "soft_pairs": [ "issue:38740|issue:46443" ], - "prepared_review_unit_hash": "2320b9fc0de98f2483b9425fb2508798d15c8e5c211845a549c0620db750c959", + "prepared_review_unit_hash": "fee08dc45bfbc4919f648c118161b203cd1d48d81c4d24fc489ce3e036c51f72", "component_budget": { "node_count": 2, "item_count": 2, @@ -19862,18 +19855,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are not duplicates: one is a docs request about adding Pruna, the other is an unrelated Vision RoPE refactor. The soft similarity is spurious.", + "summary": "The two issues are unrelated: one is a docs request to add Pruna as an optimization framework, while the other is a technical Vision RoPE refactor. No duplicate relationship is evident.", "confidence": 0.98, - "canonical_issue_reason": "#46443 is the more substantive code-tracking issue, but there is no true canonical here because it is unrelated to #38740.", + "canonical_issue_reason": "Issue #46443 is the more substantive engineering topic and is the better representative issue for this cluster, though the items are not duplicates.", "canonical_pr_reason": null, - "best_issue_reason": "#46443 is the better representative only in the sense that it is a concrete technical issue; however, it does not match #38740\u2019s documentation request.", + "best_issue_reason": "#46443 best captures an actual code change/refactor problem; #38740 is a documentation/content request and not a good cluster anchor.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:38740", "right": "issue:46443", "accept": false, - "reason": "Different topics and scopes: a documentation addition for an optimization framework vs. a Vision RoPE refactor. No shared bug or change path." + "reason": "Different domains and intents: documentation/framework listing versus Vision RoPE refactor. They do not describe the same underlying bug or change." } ] }, @@ -19892,8 +19885,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-41084-2", "nodes": [ @@ -19903,7 +19896,7 @@ "soft_pairs": [ "issue:41084|issue:43037" ], - "prepared_review_unit_hash": "04281c88a6710c9b7b9d1c9e6d5150fc40cd5d9444dd732c3bf7b719a3ef241a", + "prepared_review_unit_hash": "2f14ee336d46f63f26b4a6b8aaac68d050bfc83a96e176b514fb4e8d2216fd26", "component_budget": { "node_count": 2, "item_count": 2, @@ -19925,8 +19918,8 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are not duplicates: one is about set/block decoding behavior, the other is a request for DeepSeek v3.2 support. They do not describe the same underlying bug or feature change.", - "confidence": 0.98, + "summary": "These two issues are not duplicates: one is about set block decoding, the other is about DeepSeek v3.2 model support. The soft similarity is too weak to indicate the same underlying bug or change.", + "confidence": 0.96, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, @@ -19936,7 +19929,7 @@ "left": "issue:41084", "right": "issue:43037", "accept": false, - "reason": "Different subjects and likely different code paths: block decoding mechanics vs model support. No concrete overlap or explicit linkage." + "reason": "Reject: the titles and implied scopes are unrelated. 'Set Block Decoding' is an implementation/codec behavior issue, while 'DeepSeek v3.2 support' is a model compatibility/request issue." } ] }, @@ -19955,8 +19948,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-41306-2", "nodes": [ @@ -19966,7 +19959,7 @@ "soft_pairs": [ "issue:41306|issue:41826" ], - "prepared_review_unit_hash": "29cbd3989ed461e89a362cc8ac3dcd2be25f9373de256989fcb3bbb631f77546", + "prepared_review_unit_hash": "3a71eda1c30174f6f26e6498c88c108025f6694f9a0022ea41f0c539d8e3a741", "component_budget": { "node_count": 2, "item_count": 2, @@ -19988,18 +19981,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are related only at a high level (memory-saving model components) but describe different features and likely different code paths: one is about a `from_pretrained()` flag for TiledFusedLogitsLoss/LigerFusedLinearCrossEntropy, the other is about integrating TiledMLP. They should not be treated as duplicates.", + "summary": "These two issues are not duplicates: one is about enabling TiledFusedLogitsLoss/FLCE via `from_pretrained()`, while the other is about adding TiledMLP for lower memory use. They touch different model components and different changes.", "confidence": 0.94, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No single canonical issue: 41306 is a narrow loader/flag request for FLCE, while 41826 is a separate feature request for TiledMLP memory reduction.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41306", "right": "issue:41826", "accept": false, - "reason": "Different underlying changes: one concerns exposing a `from_pretrained()` flag for fused logits loss behavior, the other proposes adding TiledMLP for memory footprint reduction. Similar theme, but not the same bug or change." + "reason": "Different underlying work items: logits/loss integration and `from_pretrained()` flag handling vs. introducing a tiled MLP memory-optimization feature. The shared 'tiled' theme is too broad to treat as the same bug/change." } ] }, @@ -20018,8 +20011,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43598-2", "nodes": [ @@ -20029,7 +20022,7 @@ "soft_pairs": [ "issue:43598|issue:43600" ], - "prepared_review_unit_hash": "20e14e98bd1306fe7923de28de12e8672e0614fbe16ec61881de047425bffb10", + "prepared_review_unit_hash": "ab3c3998700b54e0412706168ab3b00a99157aeff77c1af35edf0f6a3eb3a996", "component_budget": { "node_count": 2, "item_count": 2, @@ -20051,18 +20044,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are related to Trainer customizability, but they describe different problems: one is about `remove_unused_column` behavior, the other is about FLOPS estimation for custom trainers. They do not look like duplicates.", - "confidence": 0.92, - "canonical_issue_reason": null, + "summary": "The two issues are loosely related through custom Trainer behavior, but they describe different problems: one is about `remove_unused_column` customizability, the other about FLOPS estimation for custom trainers. They do not look like duplicates.", + "confidence": 0.83, + "canonical_issue_reason": "Issue 43598 is the better anchor because it is the more direct and concrete request about Trainer customization; 43600 is a separate FLOPS-accounting concern.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "43598 is the strongest standalone issue because it names a specific Trainer behavior (`remove_unused_column`) and a clear customization need.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43598", "right": "issue:43600", "accept": false, - "reason": "Shared theme only; one targets `remove_unused_column` customizability and the other targets FLOPS accounting for custom trainers, so they are different bugs/fixes." + "reason": "Both mention custom trainers, but one targets column removal/customizability and the other targets FLOPS estimation. These are different code-path problems and not the same bug." } ] }, @@ -20081,8 +20074,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43684-2", "nodes": [ @@ -20092,7 +20085,7 @@ "soft_pairs": [ "issue:43684|issue:44405" ], - "prepared_review_unit_hash": "2c98d9ddd8a2682ea5c1511fb46727c9c2e4e8b6bc52402d6944d29e59ba4b4a", + "prepared_review_unit_hash": "fb166ba3ee89bb4c48a4ab1e1f770cc6b2fd9de1b70ea0d124db9f180d5ccde6", "component_budget": { "node_count": 2, "item_count": 2, @@ -20114,18 +20107,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are not duplicates: one requests Qwen3-Omni registration for base/generative auto classes, while the other requests sequence-classification support for Qwen3.5. They involve different model families and different AutoModel heads/code paths.", - "confidence": 0.96, - "canonical_issue_reason": "issue:43684 is the broader registry-addition request and is the closest thing to a cluster representative, but it does not match issue:44405 closely enough to treat them as the same bug/change.", + "summary": "Both issues concern adding Qwen-family support to Transformers auto classes, but they target different APIs and likely different code paths: one is broad model registration for Qwen3-Omni, the other is sequence-classification support for Qwen3.5.", + "confidence": 0.88, + "canonical_issue_reason": "Issue #43684 is the broader, more foundational registration request and better fits as the representative issue for Qwen auto-class support.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43684 is the better representative only by breadth, since it targets AutoModel registration directly; however, the two issues should remain separate.", + "best_issue_reason": "Issue #43684 is the best single issue for the cluster because it captures the general auto-model registration theme rather than a narrower task-specific head.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43684", "right": "issue:44405", "accept": false, - "reason": "Different underlying requests: Qwen3-Omni model registration for AutoModel/AutoModelForConditionalGeneration vs Qwen3.5 AutoModelForSequenceClassification support. Different model families, different head, and different code paths." + "reason": "Not the same underlying bug/change: #43684 asks for AutoModel/AutoModelForConditionalGeneration registration for Qwen3-Omni, while #44405 requests AutoModelForSequenceClassification support for Qwen3.5. They involve different model variants and different auto-class mappings." } ] }, @@ -20144,8 +20137,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43835-4", "nodes": [ @@ -20162,70 +20155,70 @@ "issue:43845|issue:43859", "issue:43846|issue:43859" ], - "prepared_review_unit_hash": "b261bcbe8b7d1ec109cec377f55ca2b0fd5a82861ae4d05c199076afc4cd25bc", + "prepared_review_unit_hash": "e70bcafbf27d2f906f0fccb79ddaa9252cb064b2e305a5b88b406e639ca7f395", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4267, - "estimated_input_tokens": 1067, - "estimated_eval_tokens": 2390 + "serialized_chars": 4262, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 }, "budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4267, - "estimated_input_tokens": 1067, - "estimated_eval_tokens": 2390 + "serialized_chars": 4262, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster is dominated by very low-information issues with generic or identical titles, and there is no substantive evidence that any pair describes the same underlying bug. The safest interpretation is that these are separate low-signal tickets, not confirmed duplicates.", - "confidence": 0.78, - "canonical_issue_reason": "Issue 43845 is the best available representative only because it is one of the repeated 'huggingface ' tickets and is the earliest among the near-identical entries, but the cluster content is too sparse to establish a real canonical bug report.", + "summary": "These are extremely low-information issues with generic or nonsensical titles and no actionable bodies. They look more like duplicate/noise reports than well-defined bug tickets, but there is not enough detail to confidently merge any pair.", + "confidence": 0.34, + "canonical_issue_reason": "issue:43859 is the best placeholder canonical because it is the only one with any discussion activity and is among the most recent, but the evidence is too weak to treat it as a true semantic canonical.", "canonical_pr_reason": null, - "best_issue_reason": "43845 is the most plausible issue representative by earliest timestamp and title match, but its body is too thin to strongly justify it as a true canonical issue.", + "best_issue_reason": "issue:43859 is marginally the best global issue candidate for triage due to having some discussion activity; otherwise all four are equally underspecified.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43835", "right": "issue:43845", "accept": false, - "reason": "Titles are unrelated ('Fett' vs 'huggingface ') and there is no body/detail evidence of the same bug." + "reason": "Only weak title similarity and no substantive body or code-path evidence; cannot confirm the same issue." }, { "left": "issue:43835", "right": "issue:43846", "accept": false, - "reason": "Titles are unrelated ('Fett' vs 'huggingface ') and no underlying issue details are available." + "reason": "Only weak title similarity and no substantive body or code-path evidence; cannot confirm the same issue." }, { "left": "issue:43835", "right": "issue:43859", "accept": false, - "reason": "Titles are unrelated ('Fett' vs 'huggingface ') with no evidence they refer to the same problem." + "reason": "Only weak title similarity and no substantive body or code-path evidence; cannot confirm the same issue." }, { "left": "issue:43845", "right": "issue:43846", "accept": false, - "reason": "The titles match, but there is no substantive issue description to confirm the same underlying bug rather than repeated low-information tickets." + "reason": "Near-identical generic titles, but no bodies or concrete targets to prove they describe the same bug." }, { "left": "issue:43845", "right": "issue:43859", "accept": false, - "reason": "Identical generic titles alone are not enough to prove the same bug or change." + "reason": "Generic title overlap alone is insufficient; there is no descriptive evidence of a shared underlying problem." }, { "left": "issue:43846", "right": "issue:43859", "accept": false, - "reason": "Identical generic titles alone are insufficient; no body evidence ties them to one concrete issue." + "reason": "Generic title overlap alone is insufficient; there is no descriptive evidence of a shared underlying problem." } ] }, @@ -20244,8 +20237,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-44371-5", "nodes": [ @@ -20266,98 +20259,95 @@ "issue:44572|issue:44937", "issue:44573|issue:44937" ], - "prepared_review_unit_hash": "0fd428e0b8c83f3b8e3c996563df9f7dd07e04d9faf26d1a34a5e6eef8cf4a36", + "prepared_review_unit_hash": "f0c2e870d5462a72ad525e30a0c560c7890e8263613f1e2607b8b9a0296f4c49", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 9, - "serialized_chars": 5791, - "estimated_input_tokens": 1448, - "estimated_eval_tokens": 3152 + "serialized_chars": 5794, + "estimated_input_tokens": 1449, + "estimated_eval_tokens": 3154 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 9, - "serialized_chars": 5791, - "estimated_input_tokens": 1448, - "estimated_eval_tokens": 3152 + "serialized_chars": 5794, + "estimated_input_tokens": 1449, + "estimated_eval_tokens": 3154 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster looks like a set of low-content spam issues rather than real bug reports. The only strong duplicate signal is between the three identical '' issues; the others have different titles and should stay separate.", - "confidence": 0.88, - "canonical_issue_reason": "issue:44371 is the earliest of the identical '' reports, so it is the best representative for that duplicate spam subgroup.", + "summary": "These are all closed issue stubs/spam-like entries with no bodies, no links, and no concrete bug/report content. They do not appear to describe the same underlying issue, despite soft similarity signals.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:44371 is the best global issue representative because it is the earliest and most generic member of the only clear duplicate set.", + "best_issue_reason": "No issue is a meaningful canonical candidate; the set lacks substantive content, targets, or evidence of a real duplicate cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44371", "right": "issue:44572", - "accept": true, - "reason": "Same title/content pattern ('') with no distinguishing details; these look like duplicate spam reports." + "accept": false, + "reason": "Both are spam-like placeholders with no issue details; same empty style is not enough to indicate the same bug." }, { "left": "issue:44371", "right": "issue:44573", - "accept": true, - "reason": "Same title/content pattern ('') with no distinguishing details; these look like duplicate spam reports." + "accept": false, + "reason": "No substantive content beyond a spam placeholder, so there is no basis to treat them as duplicates." }, { "left": "issue:44371", "right": "issue:44418", "accept": false, - "reason": "Generic low-quality content, but the titles differ and there is not enough evidence they are the same report." + "reason": "Different placeholder titles and no bodies/targets; weak similarity is not evidence of the same issue." }, { "left": "issue:44371", "right": "issue:44937", "accept": false, - "reason": "Different title and apparent subject; this does not look like the same underlying report as ''." + "reason": "The titles are unrelated and there is no concrete report content to connect them." }, { "left": "issue:44418", "right": "issue:44572", "accept": false, - "reason": "Both are generic, but the titles are not the same and there is no concrete shared bug/change to merge." + "reason": "Documentation-sounding placeholder versus spam placeholder; not the same underlying bug or request." }, { "left": "issue:44418", "right": "issue:44573", "accept": false, - "reason": "Both are generic, but the titles are not the same and there is no concrete shared bug/change to merge." + "reason": "No meaningful issue description in either item, so duplicate status cannot be established." }, { "left": "issue:44572", "right": "issue:44573", - "accept": true, - "reason": "Exact duplicate '' issues with no distinguishing details." + "accept": false, + "reason": "Both are spam-like stubs, but that is not enough to conclude they report the same problem." }, { "left": "issue:44572", "right": "issue:44937", "accept": false, - "reason": "Different title/content; not enough evidence of the same underlying issue." + "reason": "Unrelated titles and no supporting details indicate different, if any, topics." }, { "left": "issue:44573", "right": "issue:44937", "accept": false, - "reason": "Different title/content; not enough evidence of the same underlying issue." + "reason": "No concrete shared bug, target, or context; reject as duplicates." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "Grounded and conservative overall. The summary stays within the packet evidence: the three '' issues are the only clearly matching titles, while the other issues have different titles and no stronger linkage. The non-duplicate soft-edge rejections are appropriately cautious." - }, - "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 }, @@ -20369,8 +20359,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45145-2", "nodes": [ @@ -20380,7 +20370,7 @@ "soft_pairs": [ "issue:45145|issue:45151" ], - "prepared_review_unit_hash": "f101a04d539fa30b15f7c22d102916920b3d5bc2c8d1aa039db06b5d8e31520d", + "prepared_review_unit_hash": "b42664ecc77499ba907b7006bd74e3cd36414a3f8d16a01527ce211c84c773a3", "component_budget": { "node_count": 2, "item_count": 2, @@ -20402,24 +20392,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues have identical titles and close creation times, so they likely describe the same topic, but the packet does not include body text/content to confirm a stronger duplicate match. #45145 remains the best canonical issue because it was opened earlier and has an inbound reference.", - "confidence": 0.76, - "canonical_issue_reason": "#45145 is the better canonical anchor because it was created earlier and has an inbound reference.", + "summary": "These two closed issues look like duplicate reports: they have identical titles, very similar body lengths, and a soft-similarity signal between them. #45145 is the better representative because it is earlier and already has an inbound reference.", + "confidence": 0.78, + "canonical_issue_reason": "#45145 and #45151 have the same title; #45145 is earlier and has the inbound reference, so it is the best canonical issue for this pair.", "canonical_pr_reason": null, - "best_issue_reason": "#45145 is the best representative because it is the earlier, more connected instance of the likely duplicate issue.", + "best_issue_reason": "#45145 is the best issue representative because it is the earlier instance and already has an inbound reference.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45145", "right": "issue:45151", "accept": true, - "reason": "Identical titles and near-contemporaneous creation make these likely the same issue topic, though the available metadata is not enough to prove strong content-level duplication." + "reason": "Identical titles plus closely matched body lengths and a soft-similarity signal make these look like the same issue report; the packet does not expose the bodies, so this is based on metadata rather than direct text comparison." } ] }, "evaluator_result": { "accept": false, - "feedback": "The canonical choice is grounded (earlier issue with an inbound reference), but the duplicate verdict is a bit overstated: the packet only supports identical titles, close creation times, and similar body lengths. It does not provide body text/content, so avoid claiming similar content or that the match is strongly established. A more conservative conclusion would be that they likely refer to the same topic/possible duplicate, not a high-confidence duplicate." + "feedback": "The conclusion is a bit too strong for the packet. What is grounded is: the two issues have identical titles, very similar body lengths, one has an inbound reference, and the pair only has a soft-similarity signal (jaccard ~0.63) with deterministic_accept=false. The packet does not expose the bodies, so claims like \"near-duplicate body content\" or \"strong text similarity\" are overstated. Also, the confidence of 0.99 is not conservative given the evidence available." }, "evaluator_used": true, "retried": true, @@ -20489,8 +20479,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45762-2", "nodes": [ @@ -20500,7 +20490,7 @@ "soft_pairs": [ "issue:45762|issue:45763" ], - "prepared_review_unit_hash": "0877273de3e077cf930f8b25490686d8050672865afc4c7d187704a510ba2272", + "prepared_review_unit_hash": "1db613dd8730ec97ce63d740d18a2b24b8c709f88829c28ba918cefb727bcc01", "component_budget": { "node_count": 2, "item_count": 2, @@ -20522,18 +20512,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are not duplicates: they have different person-name titles, different dates, and no bodies or links tying them to the same underlying report.", - "confidence": 0.99, - "canonical_issue_reason": "No canonical issue stands out because these are unrelated-looking issues with no shared context beyond the generic title pattern.", + "summary": "The two closed issues are not duplicates: they have different person-name/date titles, no bodies, and no shared links or targets. The similarity is superficial only.", + "confidence": 0.98, + "canonical_issue_reason": "No clear canonical issue: the titles reference different people and dates, with no evidence they describe the same underlying report.", "canonical_pr_reason": null, - "best_issue_reason": "If forced to pick a representative, issue:45762 is slightly preferable only because it is earlier, but it is not meaningfully better as a duplicate cluster representative.", + "best_issue_reason": "Neither issue is a good canonical representative because there is no duplicate relationship or substantive discussion to anchor one as primary.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45762", "right": "issue:45763", "accept": false, - "reason": "Different names and dates with no supporting discussion, body text, links, or shared targets; they do not appear to describe the same bug or request." + "reason": "Reject: the issues appear unrelated; they only share a superficial naming pattern and provide no evidence of the same bug or request." } ] }, @@ -20552,8 +20542,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45764-2", "nodes": [ @@ -20563,40 +20553,40 @@ "soft_pairs": [ "issue:45764|issue:45765" ], - "prepared_review_unit_hash": "79fbeb2e4bb0c5b3d2b92182a09ffaa1948d665a4b9034ca0994c00bbc5ad706", + "prepared_review_unit_hash": "27b3b6b4d023ab320908100be5a582549640941d9db4351cd88213a61cc7ea09", "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": "The two issues are unrelated standalone entries with different person names and dates; there is no evidence they describe the same underlying bug or request.", - "confidence": 0.98, - "canonical_issue_reason": null, + "summary": "Both items are empty closed issues with unrelated personal-name/date titles and no bodies, links, or shared references. They do not look like duplicates or the same underlying report; this appears to be a false-positive soft similarity match.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: neither item contains enough substantive content, and the titles do not indicate the same bug or request.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Neither issue is a good duplicate target; if a representative is needed, 45764 is only marginally earlier, but there is no evidence they belong together.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45764", "right": "issue:45765", "accept": false, - "reason": "Different titles, different named entities, and no bodies/links/targets indicating a shared problem. They do not look like duplicates." + "reason": "The issues have unrelated names/dates, no bodies, and no shared targets or references; they do not describe the same underlying problem." } ] }, @@ -20615,8 +20605,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45810-2", "nodes": [ @@ -20626,12 +20616,12 @@ "soft_pairs": [ "issue:45810|issue:46295" ], - "prepared_review_unit_hash": "0a92dd1dc22f0245f29394bed4d5112716b279f550afdf24057cd423a30b9a71", + "prepared_review_unit_hash": "03fe657f85e9a0c0562be9b0d2c33a7d13846f97926802726b57ced15b91da43", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1542, + "serialized_chars": 1541, "estimated_input_tokens": 386, "estimated_eval_tokens": 1028 }, @@ -20639,7 +20629,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1542, + "serialized_chars": 1541, "estimated_input_tokens": 386, "estimated_eval_tokens": 1028 }, @@ -20648,18 +20638,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are not duplicates: one requests a new Qwen token-classification/value-model class, while the other asks for FP8 training support. They concern different code paths and should be triaged separately.", + "summary": "These two issues are unrelated: one requests a new Qwen3_5 token-classification model class for value modeling, while the other asks for FP8 training support. They should not be clustered as duplicates.", "confidence": 0.97, - "canonical_issue_reason": null, + "canonical_issue_reason": "No canonical issue: the requests cover different features in different areas of the library and do not describe the same underlying problem.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Neither issue is a good cluster representative because there is no duplicate relationship to resolve; both are standalone feature requests.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45810", "right": "issue:46295", "accept": false, - "reason": "Different requests with no shared concrete bug or implementation target: model class addition vs FP8 training support." + "reason": "Different feature requests with no shared code-path or concrete bug: model-class addition for token classification vs FP8 training support." } ] }, @@ -20678,8 +20668,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45869-5", "nodes": [ @@ -20699,91 +20689,91 @@ "issue:45871|issue:45873", "issue:45872|issue:45873" ], - "prepared_review_unit_hash": "3f33deb3293418ae5b2085e720f7fe2eef78803495d252f005c702fd1c488c11", + "prepared_review_unit_hash": "c7fb70aa6f66ccf564e55b7a31132cddb0fe9827163947dd93827a214abde663", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5718, - "estimated_input_tokens": 1430, - "estimated_eval_tokens": 3116 + "serialized_chars": 5729, + "estimated_input_tokens": 1433, + "estimated_eval_tokens": 3122 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5718, - "estimated_input_tokens": 1430, - "estimated_eval_tokens": 3116 + "serialized_chars": 5729, + "estimated_input_tokens": 1433, + "estimated_eval_tokens": 3122 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This set is not one single duplicate cluster: it contains two exact duplicate issue pairs (45870/45871 and 45872/45873) plus one unrelated dataset promo issue (45869).", - "confidence": 0.93, - "canonical_issue_reason": "Issue 45870 is the clearest representative of its duplicate pair because it exactly matches 45871 and is the earlier of the two; however, there is no single canonical issue for the full set since 45872/45873 form a separate duplicate pair and 45869 is unrelated.", + "summary": "45870/45871 and 45872/45873 look like likely duplicate issue pairs based on identical titles and matching body lengths, but the evidence is only soft similarity, not deterministic confirmation. 45869 appears to be a separate dataset-promo request and does not match the others.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 45870 is the cleanest representative of the 'Example: Financial time series prediction with DataForge' pair because 45871 appears to be the same request from the identical title and matching body length, and 45870 is earlier.", "canonical_pr_reason": null, - "best_issue_reason": "45870 is the best overall issue to anchor triage because it is one of the exact-duplicate, clearly product-related issues and is the earliest among that pair.", + "best_issue_reason": "Overall, 45870 is a good issue representative because it belongs to a likely duplicate pair with strong title/body alignment; 45872 is similarly representative of a separate likely duplicate pair, while 45869 is a different topic.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45869", "right": "issue:45870", "accept": false, - "reason": "Different subjects: a dataset marketing/sample post vs an example about time series prediction." + "reason": "Different topics: a financial dataset bundle versus an example request for time-series prediction." }, { "left": "issue:45869", "right": "issue:45871", "accept": false, - "reason": "Different subjects: dataset/sample post vs the same prediction example topic." + "reason": "Different topics: a financial dataset bundle versus an example request for time-series prediction." }, { "left": "issue:45870", "right": "issue:45871", "accept": true, - "reason": "Exact title match and matching content profile; these look like the same issue duplicated." + "reason": "Same title and matching body length make this a likely duplicate report of the same example request, though the evidence is soft rather than deterministic." }, { "left": "issue:45870", "right": "issue:45872", "accept": false, - "reason": "Related financial/ DataForge theme, but not the same underlying issue: prediction example vs scraping service integration." + "reason": "Same broad DataForge/financial theme, but the titles point to different requests: an example tutorial versus a scraping-service integration." }, { "left": "issue:45870", "right": "issue:45873", "accept": false, - "reason": "Same as above; different concrete request than the prediction example." + "reason": "Same broad DataForge/financial theme, but the titles point to different requests: an example tutorial versus a scraping-service integration." }, { "left": "issue:45871", "right": "issue:45872", "accept": false, - "reason": "These appear to be separate feature requests/issues, not the same bug or change." + "reason": "Different requested change: example/tutorial content versus scraping-service integration." }, { "left": "issue:45871", "right": "issue:45873", "accept": false, - "reason": "Different concrete issue topics despite sharing the DataForge context." + "reason": "Different requested change: example/tutorial content versus scraping-service integration." }, { "left": "issue:45872", "right": "issue:45873", "accept": true, - "reason": "Exact title/content duplicate pair; same underlying request." + "reason": "Same title and matching body length make this a likely duplicate report of the same scraping-service request, though the evidence is soft rather than deterministic." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The triage summary is grounded in the packet: 45870/45871 share an identical title, 45872/45873 share an identical title, and 45869 is clearly a different topic. The soft-edge false/true verdicts are appropriately conservative, with no overstatement beyond the evidence shown." + "accept": false, + "feedback": "Reject: the analysis overstates the evidence. The packet only shows identical titles/body lengths and soft_similarity signals; it does not provide issue bodies or any deterministic duplicate confirmation. So calling 45870/45871 and 45872/45873 \u201cexact duplicates\u201d is too strong, and the canonical/representative claims should be more conservative. The separation of 45869 from the others is plausible from the title alone, but the duplicate verdicts need softer wording." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -20796,8 +20786,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-46439-2", "nodes": [ @@ -20807,7 +20797,7 @@ "soft_pairs": [ "issue:46439|issue:46441" ], - "prepared_review_unit_hash": "cc7ce09bc806cf98deca7efd1b3867c92b1672c69411230c189faf124423145c", + "prepared_review_unit_hash": "f391cbdd9d20e2d0b4763bffcab71b55032edb3d3ccb15e1583c152b7ae53b61", "component_budget": { "node_count": 2, "item_count": 2, @@ -20829,18 +20819,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both issues point at static-cache failures around linear-attention/Qwen3.5, but the reported symptoms differ: one is a `KeyError: 'linear_attention'`, the other a shape-corruption `RuntimeError` during `early_initialization`. With only titles and no shared references, I would not merge them as definite duplicates.", - "confidence": 0.72, - "canonical_issue_reason": "Issue 46439 is the better canonical issue because it describes the likely underlying mechanism (`early_initialization` corrupting linear-attention shapes) rather than a model-specific crash symptom.", + "summary": "These two issues are related to static-cache handling around linear attention, but they describe different failures: one is a shape-corruption/runtime error during early initialization, the other is a model-specific KeyError for `linear_attention` in Qwen3.5. They look adjacent, not duplicate.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 46439 is the better canonical issue because it states a clearer, more general technical failure mode (`early_initialization` corrupting linear-attention shapes) rather than a model-specific symptom.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46439 is the strongest standalone tracker: it is broader, more diagnostic, and more likely to capture the root bug affecting multiple models or call paths.", + "best_issue_reason": "Issue 46439 is the strongest representative of the cluster since it describes the underlying mechanism more directly and is less tied to one model/reporting context.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46439", "right": "issue:46441", "accept": false, - "reason": "Related static-cache/linear-attention failures, but the available evidence shows different concrete failures (`RuntimeError` shape corruption vs `KeyError: 'linear_attention'`). Not enough to treat as the same underlying bug with high confidence." + "reason": "Both mention static cache and linear attention, but the reported failures differ: shape corruption/`RuntimeError` vs `KeyError: 'linear_attention'`. No shared code target or explicit linkage indicates the same underlying bug or a single fixable patch." } ] }, @@ -20859,8 +20849,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-46551-2", "nodes": [ @@ -20870,7 +20860,7 @@ "soft_pairs": [ "issue:46551|issue:46552" ], - "prepared_review_unit_hash": "95d992c8e3a799bd423f69bf614a132989b8f7cd96926991bab5b42424dfce3c", + "prepared_review_unit_hash": "23ba1cb12b6643d8f7daa2c2373f2123e4e528d1aa39be5d2fe62edde7cd7a1e", "component_budget": { "node_count": 2, "item_count": 2, @@ -20892,27 +20882,27 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are duplicates: they have identical titles and matching content describing the same Wav2Vec2CTCTokenizer v5 bug. #46552 is the better canonical tracker because it is open and has inbound references.", - "confidence": 0.97, - "canonical_issue_reason": "Issue #46552 is the open report with inbound references, so it is the better canonical tracker for this bug.", + "summary": "These two issue entries are near-exact duplicates of the same Wav2Vec2CTCTokenizer v5 bug report; the open issue is the better canonical thread to keep.", + "confidence": 0.99, + "canonical_issue_reason": "issue:46552 is open and already has inbound references, so it is the better long-lived tracking issue for this duplicate report.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #46552 is the best issue to keep because it is the open, actively referenced tracker for the same reported problem.", + "best_issue_reason": "issue:46552 is the best issue to keep because it matches the same title/body as issue:46551 and is still open for discussion and tracking.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46551", "right": "issue:46552", "accept": true, - "reason": "Identical title and same bug description; these are the same underlying issue." + "reason": "Same title, same described tokenizer bug, and identical issue content; these are the same underlying issue." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The pairwise duplicate call is grounded: the two issues have identical titles and matching content. However, the canonical/best-issue rationale overstates the evidence by calling issue #46552 an \"open duplicate/tracking copy\"; the packet only shows that it is open and has inbound references. A more conservative conclusion would be that #46552 is the likely better canonical tracker, not that it is proven to be a duplicate/tracking copy." + "accept": true, + "feedback": "The conclusion is grounded in the packet: both issues have the same title, equal body length, and the pair is marked with soft_similarity/jaccard 1.0. Preferring the open issue with inbound references as the canonical tracking thread is a conservative, evidence-based choice." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -20925,8 +20915,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-46657-2", "nodes": [ @@ -20936,40 +20926,40 @@ "soft_pairs": [ "issue:46657|issue:46692" ], - "prepared_review_unit_hash": "c88b877391ea23717759e9629979f55e9805096b5076ab736867acaa95756f29", + "prepared_review_unit_hash": "17fda1507ed721a588fa8760a6c5bbdf0ee41266711dec7fbe26c40273ce0efe", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1568, - "estimated_input_tokens": 392, - "estimated_eval_tokens": 1040 + "serialized_chars": 1570, + "estimated_input_tokens": 393, + "estimated_eval_tokens": 1042 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1568, - "estimated_input_tokens": 392, - "estimated_eval_tokens": 1040 + "serialized_chars": 1570, + "estimated_input_tokens": 393, + "estimated_eval_tokens": 1042 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are both about training-time failures, but they describe different underlying problems: one is a tensor size mismatch in object detection training, the other is an out-of-memory failure after several epochs in RT-DETR v2 training. They are not the same bug.", - "confidence": 0.9, - "canonical_issue_reason": "Issue 46657 is the more specific, concrete defect report: it names the exact failure mode (tensor size mismatch) and the training context. Issue 46692 is a different symptom class (OOM over time) and is less likely to represent the same root cause.", + "summary": "These two issues do not look like duplicates: one reports a tensor-size mismatch during object-detection training, while the other reports OOM after several epochs in RT-DETR v2. They describe different failure modes and likely different root causes.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 46657 is the more concrete, actionable bug report: it names a specific runtime failure (tensor size mismatch) rather than a broad resource symptom.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46657 is the best representative because it describes a single clear code-path error that is easier to triage and de-duplicate against. Issue 46692 appears to be a separate resource-usage problem.", + "best_issue_reason": "46657 is the better representative issue for this cluster because it has a clearer, more specific error signature; 46692 appears to be a separate OOM problem, not the same underlying defect.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46657", "right": "issue:46692", "accept": false, - "reason": "Different failure modes: tensor shape mismatch versus progressive out-of-memory during later epochs. They may both occur in training, but they are not the same underlying bug." + "reason": "Different symptoms and likely different code paths: tensor-shape mismatch during training vs. out-of-memory after epochs in RT-DETR v2. No evidence they share the same underlying bug." } ] }, @@ -20988,8 +20978,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-46822-2", "nodes": [ @@ -20999,7 +20989,7 @@ "soft_pairs": [ "issue:46822|issue:46823" ], - "prepared_review_unit_hash": "2ebc0841dbf4d1699b3b9494a50c0c6f32dd4f9d62644b83704714bc40b7f6b8", + "prepared_review_unit_hash": "f800a05e4a8d4286403e6e2df5a1b768f06f0795e8b04a5658bd9599c31d8fa6", "component_budget": { "node_count": 2, "item_count": 2, @@ -21021,18 +21011,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated bug reports in model loading/dispatch: one about ZeRO-3 zero.Init failing to partition a composite submodule and causing OOM, the other about 4-bit device_map/max_memory dispatch incorrectly falling back to CPU and raising ValueError.", - "confidence": 0.95, - "canonical_issue_reason": "Issue 46822 is the more specific representative because it names the exact failing path (ZeRO-3 zero.Init), the affected composite model component, and the consequence (OOM on multi-GPU load).", + "summary": "The two issues are only loosely related by model-loading/memory behavior, but they describe different bugs in different code paths: ZeRO-3 zero.Init partitioning failure vs 4-bit device_map/max_memory dispatch to CPU. They should not be deduplicated.", + "confidence": 0.96, + "canonical_issue_reason": "Issue #46822 is the more specific and technically anchored report, with a clearer failure mode and concrete affected submodule/setting (ZeRO-3 zero.Init on composite minimax_m3_vl causing OOM).", "canonical_pr_reason": null, - "best_issue_reason": "Issue 46822 is a strong standalone triage target: it has a concrete code path, clear symptom, and narrower scope than the more generic 4-bit dispatch complaint.", + "best_issue_reason": "Issue #46822 is the best representative issue for this cluster because it is more concrete and diagnostic; #46823 is a separate quantization/device_map bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46822", "right": "issue:46823", "accept": false, - "reason": "Reject: they concern different failure modes and different loading mechanisms. One is ZeRO-3 partitioning of a specific composite submodule; the other is quantized 4-bit device mapping with max_memory causing CPU dispatch/ValueError. They do not look like the same underlying bug or fix." + "reason": "Different underlying problems: #46822 is about ZeRO-3 zero.Init not partitioning a composite submodule and causing OOM, while #46823 is about 4-bit loading with device_map='auto' and max_memory incorrectly dispatching modules to CPU. Shared memory/load context is too broad to treat as the same bug." } ] }, @@ -21051,8 +21041,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-46906-4", "nodes": [ @@ -21069,70 +21059,70 @@ "issue:46940|issue:46969", "issue:46948|issue:46969" ], - "prepared_review_unit_hash": "6b4b9a70210a41b41e3595aaaa37e88c0ea38a2e3e7ad1e3b20c09edd040ad9b", + "prepared_review_unit_hash": "70a46395ba74c92990a9efa3eeecae5abd91f1ad516d3222ac497e8d964c906a", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4438, - "estimated_input_tokens": 1110, - "estimated_eval_tokens": 2476 + "serialized_chars": 4442, + "estimated_input_tokens": 1111, + "estimated_eval_tokens": 2478 }, "budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4438, - "estimated_input_tokens": 1110, - "estimated_eval_tokens": 2476 + "serialized_chars": 4442, + "estimated_input_tokens": 1111, + "estimated_eval_tokens": 2478 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are highly similar daily triage issues for different dates, but they are not the same underlying bug/report. They should stay separate; if one has to represent the cluster, the earliest and most referenced issue is the best anchor.", - "confidence": 0.95, - "canonical_issue_reason": "Issue #46906 is the earliest item in the series and has the highest inbound references, so it is the strongest canonical anchor if a representative issue is needed.", + "summary": "These are four daily '[serge] integration failure triage' issues for consecutive dates, not evidence of the same underlying bug. They look like separate triage reports with a shared template/prefix, so none of the pairwise soft links should be merged.", + "confidence": 0.96, + "canonical_issue_reason": "issue #46948 is the strongest representative of the set: it has the highest inbound references and discussion activity, and its date sits in the middle of the run of daily triage issues.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #46906 is the best overall representative because it is the first in the dated sequence and has the most engagement/links, even though the others appear to be separate daily triage threads.", + "best_issue_reason": "issue #46948 is the best single issue to anchor the cluster because it appears most referenced/active, but it is still just a dated triage report rather than a unique bug report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46906", "right": "issue:46940", "accept": false, - "reason": "Same triage template and subsystem, but the dates differ and these read as separate daily integration-failure threads rather than one underlying issue." + "reason": "Same triage template and subsystem, but these are dated reports for different days; no sign they describe one shared underlying failure." }, { "left": "issue:46906", "right": "issue:46948", "accept": false, - "reason": "Very similar title/body pattern, but this is a different day\u2019s triage report, so it is not the same concrete issue." + "reason": "Looks like a separate daily integration-triage entry, not the same concrete issue state or code-path problem." }, { "left": "issue:46906", "right": "issue:46969", "accept": false, - "reason": "These are recurring dated triage issues, not duplicate reports of one bug; keep them distinct." + "reason": "Only broad title similarity; the date and likely failure context differ, so they should not be deduplicated." }, { "left": "issue:46940", "right": "issue:46948", "accept": false, - "reason": "Adjacent daily triage reports, but still separate issue instances for different dates." + "reason": "Adjacent triage reports, but still distinct daily tracking issues rather than the same bug." }, { "left": "issue:46940", "right": "issue:46969", "accept": false, - "reason": "Looks like the same recurring integration-failure triage series, but not the same underlying ticket." + "reason": "Shared wording is just the report format; there is no evidence of a common underlying defect." }, { "left": "issue:46948", "right": "issue:46969", "accept": false, - "reason": "Different dated triage threads with similar structure; not a duplicate pair for the same bug/change." + "reason": "Both are daily integration-failure triage issues, but that is not enough to treat them as duplicates of the same problem." } ] }, @@ -21148,753 +21138,45 @@ "component_index": 1, "component_count": 35, "review_unit_index": 1, - "review_unit_count": 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-40546-2", + "cluster_id": "cluster-40546-32", "nodes": [ "pull_request:40546", - "pull_request:42781" - ], - "soft_pairs": [ - "pull_request:40546|pull_request:42781" - ], - "prepared_review_unit_hash": "47f447dedda99b1cd3ee49c1c7e1305fb975cfde07225cf454e2d99629b74de2", - "component_budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 7224, - "estimated_input_tokens": 1806, - "estimated_eval_tokens": 3868 - }, - "budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 7224, - "estimated_input_tokens": 1806, - "estimated_eval_tokens": 3868 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": false, - "analyst_result": { - "summary": "Two related VibeVoice pull requests overlap heavily in filenames, but they are not the same change: 40546 is the initial VibeVoice implementation, while 42781 extends it with VibeVoice Realtime and an acoustic tokenizer. This is a related follow-up, not a duplicate.", - "confidence": 0.92, - "canonical_issue_reason": null, - "canonical_pr_reason": "PR 42781 is the broader, later VibeVoice submission and includes the realtime/acoustic-tokenizer work on top of the base model integration, so it is the best representative if one PR must be chosen.", - "best_issue_reason": null, - "best_pr_reason": "42781 is the most complete VibeVoice artifact in the cluster, but it should be treated as a follow-up rather than a duplicate of 40546.", - "soft_edge_verdicts": [ - { - "left": "pull_request:40546", - "right": "pull_request:42781", - "accept": false, - "reason": "They share the same VibeVoice foundation, but 40546 is the initial model integration and 42781 adds a distinct realtime/tokenizer extension; the code changes are related, not the same concrete fix/change." - } - ] - }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, - "error_kind": null, - "error_message": null - }, - { - "label": "pull_request", - "component_index": 2, - "component_count": 35, - "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": "6390a70c598f829617b29d1822d085cb1a5597e07bb366ec2bfdffa58b06a2b7", - "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 PRs are unrelated feature additions in different models: TimesFM covariate forecasting vs. DINOv3 image classification support.", - "confidence": 0.99, - "canonical_issue_reason": null, - "canonical_pr_reason": null, - "best_issue_reason": null, - "best_pr_reason": "No single best PR: the two pull requests target different code paths, different model families, and are not duplicates of the same change.", - "soft_edge_verdicts": [ - { - "left": "pull_request:40755", - "right": "pull_request:41224", - "accept": false, - "reason": "Different models and features with no shared bug/change path; they cannot plausibly be merged into one PR." - } - ] - }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, - "error_kind": null, - "error_message": null - }, - { - "label": "pull_request", - "component_index": 3, - "component_count": 35, - "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": 35, - "review_unit_index": 1, - "review_unit_count": 1, - "status": "reviewed", - "reason": null, - "source": "llm", - "cache_hit": false, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-41855-13", - "nodes": [ - "pull_request:41855", - "pull_request:42668", - "pull_request:43251", - "pull_request:43254", - "pull_request:43424", - "pull_request:43823", - "pull_request:43995", - "pull_request:44827", - "pull_request:45170", - "pull_request:45213", - "pull_request:45655", - "pull_request:46048", - "pull_request:46267" - ], - "soft_pairs": [ - "pull_request:41855|pull_request:43424", - "pull_request:41855|pull_request:43823", - "pull_request:42668|pull_request:43823", - "pull_request:43251|pull_request:43823", - "pull_request:43251|pull_request:44827", - "pull_request:43424|pull_request:44827", - "pull_request:43424|pull_request:43823", - "pull_request:43823|pull_request:45655", - "pull_request:43823|pull_request:43995", - "pull_request:43995|pull_request:45213", - "pull_request:43995|pull_request:44827", - "pull_request:44827|pull_request:45170", - "pull_request:44827|pull_request:46267", - "pull_request:44827|pull_request:46048", - "pull_request:44827|pull_request:45655", - "pull_request:44827|pull_request:45213", - "pull_request:43823|pull_request:45213", - "pull_request:43251|pull_request:43254" - ], - "prepared_review_unit_hash": "01d794c07e8c5606d60282e74a1efe63455da388b31c6d50b5e05eec8c377f09", - "component_budget": { - "node_count": 13, - "item_count": 13, - "soft_pair_count": 18, - "serialized_chars": 34788, - "estimated_input_tokens": 8697, - "estimated_eval_tokens": 17650 - }, - "budget": { - "node_count": 13, - "item_count": 13, - "soft_pair_count": 18, - "serialized_chars": 34788, - "estimated_input_tokens": 8697, - "estimated_eval_tokens": 17650 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": false, - "analyst_result": { - "summary": "The cluster is mostly unrelated pull requests that happen to share broad themes like model additions, auto-mapping, or utility refactors. The only true duplicate-style pair is the two `fixed_cross_entropy` PRs, which patch the same function and same issue by adding supported kwargs to `nn.functional.cross_entropy`.", - "confidence": 0.96, - "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43251 is the better canonical representative: it is explicitly linked to issue 43240 and contains the fuller `fixed_cross_entropy` fix, while 43254 is a smaller near-identical variant of the same change.", - "best_issue_reason": null, - "best_pr_reason": "PR 43251 is the best overall PR in this cluster because it is the clearest, most complete implementation of the only genuine duplicate pair and is anchored to the tracked issue.", - "soft_edge_verdicts": [ - { - "left": "pull_request:41855", - "right": "pull_request:43424", - "accept": false, - "reason": "Different problems: Mistral tokenizer API gaps vs. Executorch dynamic-shape export testing. Similarity is only at the level of Python/transformers infrastructure." - }, - { - "left": "pull_request:41855", - "right": "pull_request:43823", - "accept": false, - "reason": "Unrelated changes: tokenizer methods for Mistral vs. adding a new MobileLLM model package and tests." - }, - { - "left": "pull_request:42668", - "right": "pull_request:43823", - "accept": false, - "reason": "Both touch processor/model loading areas, but they target different models and different behavior. Not the same underlying bug or change." - }, - { - "left": "pull_request:43251", - "right": "pull_request:43823", - "accept": false, - "reason": "Cross-entropy kwargs bug fix is unrelated to MobileLLM model addition." - }, - { - "left": "pull_request:43251", - "right": "pull_request:44827", - "accept": false, - "reason": "Same file theme is not enough here; one fixes loss kwargs, the other is Mistral4 test/model work." - }, - { - "left": "pull_request:43424", - "right": "pull_request:44827", - "accept": false, - "reason": "Both involve export/model testing, but they are different code paths and different models; not mergeable as one fix." - }, - { - "left": "pull_request:43424", - "right": "pull_request:43823", - "accept": false, - "reason": "Executorch dynamic-shape tests and MobileLLM addition are unrelated." - }, - { - "left": "pull_request:43823", - "right": "pull_request:45655", - "accept": false, - "reason": "New model support vs. class config resolution order fix are unrelated." - }, - { - "left": "pull_request:43823", - "right": "pull_request:43995", - "accept": false, - "reason": "Different models and objectives: MobileLLM addition vs. Falcon output-collection refactor." - }, - { - "left": "pull_request:43995", - "right": "pull_request:45213", - "accept": false, - "reason": "Falcon model refactor is unrelated to the model-creation skill PR." - }, - { - "left": "pull_request:43995", - "right": "pull_request:44827", - "accept": false, - "reason": "Both are model internals, but they affect different architectures and different issues." - }, - { - "left": "pull_request:44827", - "right": "pull_request:45170", - "accept": false, - "reason": "Different fixes: Mistral4 test adjustments vs. a CLIP-family `layrnorm` typo/weight-renaming correction." - }, - { - "left": "pull_request:44827", - "right": "pull_request:46267", - "accept": false, - "reason": "Mistral4 test/model work is unrelated to chat parsing/serving changes." - }, - { - "left": "pull_request:44827", - "right": "pull_request:46048", - "accept": false, - "reason": "Mistral4 test fixes and TDT loss-kernel integration are separate changes with no shared bug." - }, - { - "left": "pull_request:44827", - "right": "pull_request:45655", - "accept": false, - "reason": "Mistral4 test/model changes are unrelated to config resolution ordering." - }, - { - "left": "pull_request:44827", - "right": "pull_request:45213", - "accept": false, - "reason": "A model-specific test fix is not the same as the broad model-creation skill PR." - }, - { - "left": "pull_request:43823", - "right": "pull_request:45213", - "accept": false, - "reason": "Adding a concrete model and adding a model-creation skill are different artifacts and goals." - }, - { - "left": "pull_request:43251", - "right": "pull_request:43254", - "accept": true, - "reason": "Same underlying bug and same code path: both modify `fixed_cross_entropy` to forward supported kwargs to `nn.functional.cross_entropy` in `loss_utils.py`." - } - ] - }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is well grounded in the packet: the only clearly duplicate-style pair is 43251/43254, which both patch `fixed_cross_entropy` in `src/transformers/loss/loss_utils.py` and share issue target 43240. The other pairwise rejections stay conservative and do not overclaim shared bugs beyond broad theme similarity." - }, - "evaluator_used": true, - "retried": false, - "accepted_nontrivial_soft_edge": true, - "error_kind": null, - "error_message": null - }, - { - "label": "pull_request", - "component_index": 5, - "component_count": 35, - "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": "0f7ace7a698981e6caa5718843991878edf4b059f351a6dbb3eaee89615a3362", - "component_budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 5934, - "estimated_input_tokens": 1484, - "estimated_eval_tokens": 3224 - }, - "budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 5934, - "estimated_input_tokens": 1484, - "estimated_eval_tokens": 3224 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": false, - "analyst_result": { - "summary": "Both PRs are workflow-maintenance bumps, but they target different action families and different underlying upgrade goals. They overlap in files yet do not look like the same change or a single mergeable fix.", - "confidence": 0.93, - "canonical_issue_reason": null, - "canonical_pr_reason": "PR #42975 is the clearer representative because its scope is coherent and explicit: upgrade GitHub Actions for Node 24 compatibility across workflow actions like checkout/cache/upload-artifact.", - "best_issue_reason": null, - "best_pr_reason": "PR #42975 is the best representative of the cluster because it has the more specific, well-defined maintenance goal and a broader set of related workflow updates.", - "soft_edge_verdicts": [ - { - "left": "pull_request:42975", - "right": "pull_request:42976", - "accept": false, - "reason": "They are both GitHub Actions version bumps, but #42975 is about Node 24 compatibility for several JS actions, while #42976 upgrades docker/build-push-action and other actions to latest versions. Different action sets and different upgrade motives, so they are not the same underlying change." - } - ] - }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, - "error_kind": null, - "error_message": null - }, - { - "label": "pull_request", - "component_index": 6, - "component_count": 35, - "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": "81d3a7a736112fa50b5d59c18c2ac9868837e14e284ed1db5d5462a76fd6f1dc", - "component_budget": { - "node_count": 4, - "item_count": 4, - "soft_pair_count": 4, - "serialized_chars": 13047, - "estimated_input_tokens": 3262, - "estimated_eval_tokens": 6780 - }, - "budget": { - "node_count": 4, - "item_count": 4, - "soft_pair_count": 4, - "serialized_chars": 13047, - "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 pull requests are separate model-addition changes, not duplicates. They share generic Transformers plumbing, but each introduces a different architecture and code path.", - "confidence": 0.98, - "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the PRs add different model families (ViT NEPA, Molmo, CTSM, Step3p7) rather than the same change.", - "best_issue_reason": null, - "best_pr_reason": "PR 46562 is the most self-contained and fully fleshed-out representative of a model-addition PR, but it is still unrelated to the others.", - "soft_edge_verdicts": [ - { - "left": "pull_request:42978", - "right": "pull_request:43448", - "accept": false, - "reason": "Different model families (ViT NEPA vs Molmo); shared auto/docs files are just generic model-registration scaffolding." - }, - { - "left": "pull_request:42978", - "right": "pull_request:45490", - "accept": false, - "reason": "ViT NEPA and CTSM are unrelated model implementations; overlap in auto/docs changes does not indicate the same underlying bug or feature." - }, - { - "left": "pull_request:43448", - "right": "pull_request:45490", - "accept": false, - "reason": "Molmo and CTSM introduce distinct architectures and converters/tests, so they are not the same change." - }, - { - "left": "pull_request:45490", - "right": "pull_request:46562", - "accept": false, - "reason": "CTSM and Step3p7 are different model additions with different modeling and processing code paths; only broad repository plumbing overlaps." - } - ] - }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, - "error_kind": null, - "error_message": null - }, - { - "label": "pull_request", - "component_index": 7, - "component_count": 35, - "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": "db5db31f97fd18b4ed5279ee44933e86b7d6c5fa5bae70a65741af69c789b051", - "component_budget": { - "node_count": 7, - "item_count": 7, - "soft_pair_count": 15, - "serialized_chars": 19599, - "estimated_input_tokens": 4900, - "estimated_eval_tokens": 10056 - }, - "budget": { - "node_count": 7, - "item_count": 7, - "soft_pair_count": 15, - "serialized_chars": 19599, - "estimated_input_tokens": 4900, - "estimated_eval_tokens": 10056 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": false, - "analyst_result": { - "summary": "Most items are unrelated PRs that only share superficial similarity (mostly test changes or vague titles). The only clear duplicate/same-change pair is the two YOLOS device-mismatch fixes, which address the same code path in the same file and could be merged together.", - "confidence": 0.93, - "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:46922 is the best canonical PR because it is the more complete YOLOS fix: it addresses the device-mismatch path directly and includes the same no_split_modules adjustment as the earlier YOLOS PR.", - "best_issue_reason": null, - "best_pr_reason": "pull_request:46922 is the strongest representative overall: it has a concrete bug description, an explicit related issue target, and the most complete fix for that specific YOLOS failure mode.", - "soft_edge_verdicts": [ - { - "left": "pull_request:43291", - "right": "pull_request:43665", - "accept": false, - "reason": "Whisper tokenizer/test changes vs unrelated CLIP/ViT test assertions; no shared bug or code path." - }, - { - "left": "pull_request:43291", - "right": "pull_request:44815", - "accept": false, - "reason": "Whisper decode logic vs FP8 dequant/loading logic are unrelated subsystems." - }, - { - "left": "pull_request:43291", - "right": "pull_request:46380", - "accept": false, - "reason": "Whisper-specific fix vs generation watermarking/CI validation changes; not the same underlying issue." - }, - { - "left": "pull_request:43291", - "right": "pull_request:46922", - "accept": false, - "reason": "Whisper tokenizer fix and YOLOS device mismatch are unrelated models and failures." - }, - { - "left": "pull_request:43665", - "right": "pull_request:46539", - "accept": false, - "reason": "Dummy test assertions in CLIP/ViT are unrelated to Phimoe CI environment changes." - }, - { - "left": "pull_request:43665", - "right": "pull_request:44815", - "accept": false, - "reason": "Test-only CLIP/ViT PR and FP8 dequant PR address different problems." - }, - { - "left": "pull_request:43665", - "right": "pull_request:46380", - "accept": false, - "reason": "Different scopes: test assertions vs generation config/watermarking and assorted model tests." - }, - { - "left": "pull_request:43665", - "right": "pull_request:46922", - "accept": false, - "reason": "Unrelated test tweaks and YOLOS runtime fix do not share the same concrete bug." - }, - { - "left": "pull_request:44815", - "right": "pull_request:46539", - "accept": false, - "reason": "FP8 dequant/model-loading fix and CI memory-limit fix are distinct issues." - }, - { - "left": "pull_request:44815", - "right": "pull_request:46380", - "accept": false, - "reason": "Different code paths: FP8 quantization loading vs generation watermarking validation." - }, - { - "left": "pull_request:44815", - "right": "pull_request:46922", - "accept": false, - "reason": "FP8 dequantization and YOLOS device placement are unrelated bugs." - }, - { - "left": "pull_request:46380", - "right": "pull_request:46539", - "accept": false, - "reason": "Generation-config validation and CI runner memory patch are not the same change." - }, - { - "left": "pull_request:46380", - "right": "pull_request:46922", - "accept": false, - "reason": "Watermarking/generation config fix and YOLOS device-mismatch fix target different failures." - }, - { - "left": "pull_request:46539", - "right": "pull_request:46922", - "accept": false, - "reason": "Phimoe integration-test CI tuning is unrelated to YOLOS model device placement." - }, - { - "left": "pull_request:46886", - "right": "pull_request:46922", - "accept": true, - "reason": "Both fix the same YOLOS device_map='auto' mismatch in the same model file; 46922 expands the earlier fix with the actual device move, so they plausibly merge into one PR." - } - ] - }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative: the non-YOLOS pairs are all plausibly unrelated, and the only mergeable/same-bug pair is 46886/46922, which share the same YOLOS file and issue target. The canonical PR reasoning is also supported by the diffs, since 46922 includes the earlier no_split_modules change plus the actual device move." - }, - "evaluator_used": true, - "retried": false, - "accepted_nontrivial_soft_edge": true, - "error_kind": null, - "error_message": null - }, - { - "label": "pull_request", - "component_index": 8, - "component_count": 35, - "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-43451-37", - "nodes": [ - "pull_request:43451", - "pull_request:45144", - "pull_request:46180", - "pull_request:46196", - "pull_request:46266", - "pull_request:46347", - "pull_request:46658", - "pull_request:46707", - "pull_request:46836", - "pull_request:46891", - "pull_request:46895", - "pull_request:46902", - "pull_request:46903", - "pull_request:46907", - "pull_request:46908", - "pull_request:46912", - "pull_request:46920", - "pull_request:46926", - "pull_request:46927", - "pull_request:46928", - "pull_request:46935", - "pull_request:46941", - "pull_request:46949", - "pull_request:46950", - "pull_request:46951", - "pull_request:46954", - "pull_request:46957", - "pull_request:46958", - "pull_request:46961", - "pull_request:46965", - "pull_request:46970", - "pull_request:46971", - "pull_request:46973", - "pull_request:46974", - "pull_request:46975", - "pull_request:46977" + "pull_request:43451", + "pull_request:46180", + "pull_request:46196", + "pull_request:46658", + "pull_request:46707", + "pull_request:46836", + "pull_request:46891", + "pull_request:46895", + "pull_request:46902", + "pull_request:46903", + "pull_request:46907", + "pull_request:46908", + "pull_request:46912", + "pull_request:46920", + "pull_request:46926", + "pull_request:46927", + "pull_request:46928", + "pull_request:46941", + "pull_request:46949", + "pull_request:46950", + "pull_request:46951", + "pull_request:46954", + "pull_request:46957", + "pull_request:46958", + "pull_request:46961", + "pull_request:46965", + "pull_request:46970", + "pull_request:46971", + "pull_request:46974", + "pull_request:46977" ], "soft_pairs": [ "pull_request:46895|pull_request:46958", @@ -21903,960 +21185,1383 @@ "pull_request:46950|pull_request:46970", "pull_request:46927|pull_request:46950", "pull_request:46927|pull_request:46951", - "pull_request:46951|pull_request:46971", "pull_request:46970|pull_request:46971", + "pull_request:46951|pull_request:46971", "pull_request:46949|pull_request:46971", "pull_request:46951|pull_request:46970", - "pull_request:46902|pull_request:46965", - "pull_request:46180|pull_request:46347", "pull_request:46908|pull_request:46928", "pull_request:46907|pull_request:46926", + "pull_request:46902|pull_request:46965", "pull_request:46907|pull_request:46928", "pull_request:46926|pull_request:46928", "pull_request:46926|pull_request:46941", "pull_request:46941|pull_request:46970", - "pull_request:46902|pull_request:46957", "pull_request:46907|pull_request:46941", - "pull_request:46180|pull_request:46658", - "pull_request:46954|pull_request:46965", - "pull_request:46954|pull_request:46961", "pull_request:46928|pull_request:46941", + "pull_request:46180|pull_request:46658", "pull_request:46180|pull_request:46707", - "pull_request:46954|pull_request:46977", + "pull_request:46954|pull_request:46961", "pull_request:46658|pull_request:46903", - "pull_request:45144|pull_request:46912", + "pull_request:46954|pull_request:46977", "pull_request:46928|pull_request:46951", "pull_request:46907|pull_request:46927", - "pull_request:46891|pull_request:46954", "pull_request:46908|pull_request:46951", - "pull_request:46954|pull_request:46975", + "pull_request:46891|pull_request:46954", + "pull_request:43451|pull_request:46954", "pull_request:46926|pull_request:46927", + "pull_request:46954|pull_request:46957", "pull_request:46908|pull_request:46941", "pull_request:46903|pull_request:46970", - "pull_request:46903|pull_request:46973", - "pull_request:46658|pull_request:46902", - "pull_request:46196|pull_request:46902", - "pull_request:45144|pull_request:46196", - "pull_request:43451|pull_request:46902", - "pull_request:46973|pull_request:46974", "pull_request:46958|pull_request:46961", - "pull_request:46958|pull_request:46973", - "pull_request:46266|pull_request:46975", - "pull_request:46935|pull_request:46957", - "pull_request:43451|pull_request:45144", "pull_request:46958|pull_request:46977", - "pull_request:43451|pull_request:46266", - "pull_request:46912|pull_request:46935", - "pull_request:46266|pull_request:46891", - "pull_request:45144|pull_request:46658", - "pull_request:43451|pull_request:46935", - "pull_request:45144|pull_request:46707", - "pull_request:46961|pull_request:46973", "pull_request:46961|pull_request:46974", - "pull_request:46266|pull_request:46836", - "pull_request:46707|pull_request:46935", - "pull_request:46891|pull_request:46935", "pull_request:46658|pull_request:46970", - "pull_request:46912|pull_request:46920", "pull_request:46707|pull_request:46920", "pull_request:46958|pull_request:46974", "pull_request:46974|pull_request:46977", - "pull_request:46958|pull_request:46965", "pull_request:43451|pull_request:46920", "pull_request:46920|pull_request:46957", "pull_request:46836|pull_request:46920", - "pull_request:46965|pull_request:46973", + "pull_request:46891|pull_request:46920", + "pull_request:46957|pull_request:46958", + "pull_request:46891|pull_request:46958", "pull_request:46891|pull_request:46974", + "pull_request:46957|pull_request:46974", + "pull_request:46957|pull_request:46965", + "pull_request:46196|pull_request:46965", + "pull_request:40546|pull_request:43451", + "pull_request:46912|pull_request:46977", + "pull_request:46836|pull_request:46965", + "pull_request:43451|pull_request:46965", + "pull_request:43451|pull_request:46912", + "pull_request:46912|pull_request:46957", + "pull_request:46891|pull_request:46912", + "pull_request:46836|pull_request:46912", "pull_request:46950|pull_request:46971", - "pull_request:46949|pull_request:46950" + "pull_request:46949|pull_request:46950", + "pull_request:46949|pull_request:46951", + "pull_request:46927|pull_request:46949", + "pull_request:46927|pull_request:46971", + "pull_request:46949|pull_request:46970", + "pull_request:46927|pull_request:46970", + "pull_request:46908|pull_request:46926", + "pull_request:46907|pull_request:46908", + "pull_request:43451|pull_request:46836", + "pull_request:46658|pull_request:46836", + "pull_request:46891|pull_request:46957", + "pull_request:43451|pull_request:46658", + "pull_request:46658|pull_request:46707" ], - "prepared_review_unit_hash": "19c198b97935536188611d3536686de3b3548dbc7ddac0baddfd5b16b7750980", + "prepared_review_unit_hash": "a66c529955726bd6e9453140444bdedfeb4aa0e6ad20fa5fac842957dfb9a5ca", "component_budget": { - "node_count": 37, - "item_count": 37, - "soft_pair_count": 124, - "serialized_chars": 129586, - "estimated_input_tokens": 32397, - "estimated_eval_tokens": 65050 + "node_count": 32, + "item_count": 32, + "soft_pair_count": 100, + "serialized_chars": 108042, + "estimated_input_tokens": 27011, + "estimated_eval_tokens": 54278 }, "budget": { - "node_count": 36, - "item_count": 36, + "node_count": 31, + "item_count": 31, "soft_pair_count": 72, - "serialized_chars": 100555, - "estimated_input_tokens": 25139, - "estimated_eval_tokens": 50534 + "serialized_chars": 88813, + "estimated_input_tokens": 22204, + "estimated_eval_tokens": 44664 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The packet has two real duplicate clusters, not just one: the CohereASR training-loss double-shift fixes, and a smaller Mamba2 OOM-related pair (46950/46971) that looks mergeable into one bugfix PR. Most other pairs are still separate subsystems, test-only churn, or unrelated model work.", - "confidence": 0.78, + "summary": "This is a heterogeneous bundle of mostly unrelated PRs. The only strong duplicate-style overlap is the CohereASR training-loss double-shift fix; the rest are different model additions, bug fixes, test-only changes, or CI/workflow updates and should not be merged together.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "46958 is the cleanest canonical representative: it is a focused CohereASR loss-path bugfix with an explicit issue link, and its changes are narrowly scoped to the same underlying double-shift problem.", + "canonical_pr_reason": "PR 46958 is the cleanest representative of the only real duplicate cluster: a focused CohereASR training-loss double-shift fix with minimal scope. Broader or mixed-scope PRs in the set are not good canonical anchors.", "best_issue_reason": null, - "best_pr_reason": "46958 is still the strongest overall PR candidate because it fixes one concrete bug path with minimal scope and has the clearest issue linkage; the Mamba2 pair is a valid secondary duplicate cluster, but less canonical than the CohereASR fix.", + "best_pr_reason": "46958 is the best standalone representative because it directly fixes a concrete code-path bug in one model with a small, self-contained diff and an explicit issue target.", "soft_edge_verdicts": [ { "left": "pull_request:46895", "right": "pull_request:46958", "accept": true, - "reason": "Same CohereASR double-shift training-loss bug; both touch the same loss path and are alternative fixes for the same issue." + "reason": "Same underlying CohereASR loss double-shift bug in the same code path; these are plausible alternative fixes for the same issue." }, { "left": "pull_request:46903", "right": "pull_request:46958", "accept": true, - "reason": "The CohereASR portion is the same double-shift loss bug and same concrete code path; the extra PPFormulaNet changes do not negate the shared fix." + "reason": "Both include the same CohereASR double-shift loss fix; 46903 just bundles that fix with an extra PPFormulaNet change." + }, + { + "left": "pull_request:46950", + "right": "pull_request:46951", + "accept": false, + "reason": "Different subsystems and failure modes: Mamba2 OOM test fix vs PEFT integration loading change." + }, + { + "left": "pull_request:46950", + "right": "pull_request:46970", + "accept": false, + "reason": "Unrelated models and bugs: Mamba2 OOM behavior versus MusicGen melody generation mismatch." + }, + { + "left": "pull_request:46927", + "right": "pull_request:46950", + "accept": false, + "reason": "Different models and code paths; no shared underlying bug." + }, + { + "left": "pull_request:46927", + "right": "pull_request:46951", + "accept": false, + "reason": "GLM46V input-id handling and PEFT integration are unrelated changes." + }, + { + "left": "pull_request:46970", + "right": "pull_request:46971", + "accept": false, + "reason": "MusicGen generation logic and Mamba2 test argument usage are unrelated." + }, + { + "left": "pull_request:46951", + "right": "pull_request:46971", + "accept": false, + "reason": "PEFT integration loading and Mamba2 test dtype usage are different issues." + }, + { + "left": "pull_request:46949", + "right": "pull_request:46971", + "accept": false, + "reason": "Whisper/audioflamingo cache handling is unrelated to Mamba2 test loading arguments." + }, + { + "left": "pull_request:46951", + "right": "pull_request:46970", + "accept": false, + "reason": "No shared concrete bug; one is PEFT integration, the other is MusicGen generation behavior." + }, + { + "left": "pull_request:46908", + "right": "pull_request:46928", + "accept": false, + "reason": "DeepSeek V3.2 offload test fix and BLIP-2 tokenizer mapping change are unrelated." + }, + { + "left": "pull_request:46907", + "right": "pull_request:46926", + "accept": false, + "reason": "EdgeTam import-or-config test failures and MiniMax-M3-VL load-error test fixes are different problems." + }, + { + "left": "pull_request:46902", + "right": "pull_request:46965", + "accept": false, + "reason": "Offloading/save-converted-weights work is unrelated to DeepSeek V4 use_cache behavior." + }, + { + "left": "pull_request:46907", + "right": "pull_request:46928", + "accept": false, + "reason": "Different model areas and bugs; EdgeTam and BLIP-2 do not overlap concretely." + }, + { + "left": "pull_request:46926", + "right": "pull_request:46928", + "accept": false, + "reason": "Separate model/test fixes with no common code path." }, { - "left": "pull_request:46950", - "right": "pull_request:46951", + "left": "pull_request:46926", + "right": "pull_request:46941", "accept": false, - "reason": "Both are Mamba2-related only at a high level; one changes model execution, the other changes test/loading setup, so they are not the same concrete fix." + "reason": "MiniMax-M3-VL load tests and DAC output math are unrelated." }, { - "left": "pull_request:46950", + "left": "pull_request:46941", "right": "pull_request:46970", "accept": false, - "reason": "Mamba2 OOM handling and MusicGen Melody generation are different models and different bug paths." + "reason": "DAC code fix and MusicGen generation fix are unrelated model changes." }, { - "left": "pull_request:46927", - "right": "pull_request:46950", + "left": "pull_request:46907", + "right": "pull_request:46941", "accept": false, - "reason": "GLM46V input casting and Mamba2 OOM are unrelated code paths and unrelated bugs." + "reason": "EdgeTam processor kwarg handling and DAC distance computation are unrelated." }, { - "left": "pull_request:46927", - "right": "pull_request:46951", + "left": "pull_request:46928", + "right": "pull_request:46941", "accept": false, - "reason": "Different subsystems and symptoms; no shared underlying bug." + "reason": "BLIP-2 tokenizer mapping and DAC output calculation are unrelated." }, { - "left": "pull_request:46951", - "right": "pull_request:46971", + "left": "pull_request:46180", + "right": "pull_request:46658", "accept": false, - "reason": "PEFT integration loading and Mamba2 test OOM are unrelated; this is test/setup work, not the same code-path bug." + "reason": "Both add new models, but they are different models and unrelated implementations." }, { - "left": "pull_request:46970", - "right": "pull_request:46971", + "left": "pull_request:46180", + "right": "pull_request:46707", "accept": false, - "reason": "Different models and different changes; one is generation logic, the other is a Mamba2 test dtype tweak." + "reason": "Fun-ASR-Nano model addition is unrelated to the native FSDP2 migration PR." }, { - "left": "pull_request:46949", - "right": "pull_request:46971", + "left": "pull_request:46954", + "right": "pull_request:46961", "accept": false, - "reason": "Whisper/AudioFlamingo3 attention-cache changes are unrelated to Mamba2 test-loading OOM." + "reason": "Pytest-v9 compatibility fix and Serge branch normalization workflow are different changes." }, { - "left": "pull_request:46951", - "right": "pull_request:46970", + "left": "pull_request:46658", + "right": "pull_request:46903", "accept": false, - "reason": "Different models and fixes; only broad test-failure overlap, not the same underlying change." + "reason": "Step-3.7 Flash model work is unrelated to CohereASR/PPFormulaNet loss fixes." }, { - "left": "pull_request:46902", - "right": "pull_request:46965", + "left": "pull_request:46954", + "right": "pull_request:46977", "accept": false, - "reason": "Offloading/weight-conversion save logic is unrelated to DeepSeek V4 cache handling." + "reason": "Pytest compatibility changes and Mllama argument deprecation are unrelated." }, { - "left": "pull_request:46180", - "right": "pull_request:46347", + "left": "pull_request:46196", + "right": "pull_request:46965", "accept": false, - "reason": "Both add new models, but they are distinct integrations with different code and docs." + "reason": "Wav2Vec2 SDPA dispatch support and DeepSeek V4 cache handling are different subsystems." }, { - "left": "pull_request:46908", - "right": "pull_request:46928", + "left": "pull_request:40546", + "right": "pull_request:43451", "accept": false, - "reason": "DeepSeek V3.2 test offload fixes and BLIP2 tokenizer mapping are unrelated." + "reason": "Both are model additions, but for different models and code paths." }, { - "left": "pull_request:46907", - "right": "pull_request:46926", + "left": "pull_request:46912", + "right": "pull_request:46977", "accept": false, - "reason": "EdgeTam processor kwarg cleanup and MiniMax-M3-VL test offload fixes are unrelated." + "reason": "RoPE test coverage and Mllama argument-name cleanup are unrelated." }, { - "left": "pull_request:46907", - "right": "pull_request:46928", + "left": "pull_request:46836", + "right": "pull_request:46920", "accept": false, - "reason": "Different models and unrelated test/config changes." + "reason": "Unlimited OCR model addition and Voxtral realtime mistral-common API adaptation are unrelated." }, { - "left": "pull_request:46926", - "right": "pull_request:46928", + "left": "pull_request:46891", + "right": "pull_request:46920", "accept": false, - "reason": "MiniMax-M3-VL and BLIP2 touch different code paths; no shared bug." + "reason": "CI workflow changes and Voxtral realtime API updates are not the same underlying change." }, { - "left": "pull_request:46926", - "right": "pull_request:46941", + "left": "pull_request:46957", + "right": "pull_request:46958", "accept": false, - "reason": "MiniMax-M3-VL test fixes and DAC output math are unrelated model bugs." + "reason": "Finegrained FP8 generation optimization and CohereASR loss bugfix are unrelated." }, { - "left": "pull_request:46941", - "right": "pull_request:46970", + "left": "pull_request:46891", + "right": "pull_request:46958", "accept": false, - "reason": "DAC output-distance math and MusicGen Melody generation are unrelated model bugs." + "reason": "CI test workflow changes are unrelated to a model loss bugfix." }, { - "left": "pull_request:46902", - "right": "pull_request:46957", + "left": "pull_request:46957", + "right": "pull_request:46974", "accept": false, - "reason": "Save/offload weight conversion and generation-kernel optimization are separate infrastructure changes." + "reason": "Generation performance work for finegrained FP8 is unrelated to a MusicGen typo fix." }, { - "left": "pull_request:46907", - "right": "pull_request:46941", + "left": "pull_request:46957", + "right": "pull_request:46965", "accept": false, - "reason": "EdgeTam kwarg cleanup and DAC distance computation are unrelated." + "reason": "Finegrained FP8 decode optimization and DeepSeek V4 use_cache support are different changes." }, { - "left": "pull_request:46180", - "right": "pull_request:46658", + "left": "pull_request:46196", + "right": "pull_request:46965", "accept": false, - "reason": "Step-3.7-Flash model work and Fun-ASR-Nano model work are different integrations." + "reason": "Different model families and unrelated fixes." }, { - "left": "pull_request:46954", + "left": "pull_request:46836", "right": "pull_request:46965", "accept": false, - "reason": "Pytest-v9 compatibility tweak and DeepSeek V4 cache behavior are unrelated." + "reason": "Model addition versus DeepSeek V4 cache behavior are unrelated." }, { - "left": "pull_request:46954", - "right": "pull_request:46961", + "left": "pull_request:43451", + "right": "pull_request:46912", "accept": false, - "reason": "Pytest-v9 compatibility and workflow normalization are unrelated changes." + "reason": "Molmo2 model addition and RoPE test changes are unrelated." }, { - "left": "pull_request:46928", - "right": "pull_request:46941", + "left": "pull_request:46836", + "right": "pull_request:46912", "accept": false, - "reason": "BLIP2 tokenizer support and DAC distance fix do not address the same issue." + "reason": "Unlimited OCR model addition is unrelated to RoPE test coverage." }, { - "left": "pull_request:46180", - "right": "pull_request:46707", + "left": "pull_request:46950", + "right": "pull_request:46971", "accept": false, - "reason": "Fun-ASR-Nano addition and native FSDP2 migration are unrelated." + "reason": "A Mamba2 code fix for OOM is not the same as adjusting test dtype arguments." }, { - "left": "pull_request:46954", - "right": "pull_request:46977", + "left": "pull_request:46949", + "right": "pull_request:46950", "accept": false, - "reason": "Pytest-v9 model compatibility and Mllama arg renaming are unrelated." + "reason": "Whisper/audioflamingo cache handling and Mamba2 OOM behavior are unrelated." }, { - "left": "pull_request:46658", - "right": "pull_request:46903", + "left": "pull_request:46949", + "right": "pull_request:46951", "accept": false, - "reason": "Step-3.7-Flash model support and CohereASR/PPFormulaNet loss fixes are separate bugs." + "reason": "No shared concrete bug; different models and fix types." }, { - "left": "pull_request:45144", - "right": "pull_request:46912", + "left": "pull_request:46927", + "right": "pull_request:46949", "accept": false, - "reason": "MiMo-V2 model integration and RoPE test expansion are unrelated changes." + "reason": "GLM46V input casting and Whisper/audioflamingo cache logic are unrelated." }, { - "left": "pull_request:46928", - "right": "pull_request:46951", + "left": "pull_request:46927", + "right": "pull_request:46971", "accept": false, - "reason": "BLIP2 tokenizer mapping and PEFT integration loading are unrelated." + "reason": "Different model families and unrelated issues." }, { - "left": "pull_request:46907", - "right": "pull_request:46927", + "left": "pull_request:46949", + "right": "pull_request:46970", "accept": false, - "reason": "EdgeTam and GLM46V fixes affect different models and code paths." + "reason": "Whisper/audioflamingo cache handling and MusicGen melody generation are unrelated." }, { - "left": "pull_request:46891", - "right": "pull_request:46954", + "left": "pull_request:46927", + "right": "pull_request:46970", + "accept": false, + "reason": "GLM46V input handling and MusicGen generation behavior are unrelated." + }, + { + "left": "pull_request:46908", + "right": "pull_request:46926", "accept": false, - "reason": "CI workflow updates and pytest-compatibility fixes are different concerns." + "reason": "DeepSeek V3.2 load tests and MiniMax-M3-VL load tests are different model-specific fixes." }, { "left": "pull_request:46908", "right": "pull_request:46951", "accept": false, - "reason": "DeepSeek V3.2 test offload issues and PEFT loading behavior are unrelated." + "reason": "Different model test failures and different code paths." }, { - "left": "pull_request:46954", - "right": "pull_request:46975", + "left": "pull_request:46958", + "right": "pull_request:46961", "accept": false, - "reason": "Pytest-v9 compatibility and documentation typo fixes are unrelated." + "reason": "CohereASR loss bugfix and Serge branch normalization workflow are unrelated." }, { - "left": "pull_request:46926", - "right": "pull_request:46927", + "left": "pull_request:46958", + "right": "pull_request:46977", "accept": false, - "reason": "Different models, different fixes, no shared bug." + "reason": "CohereASR loss handling and Mllama argument deprecation are unrelated." }, { - "left": "pull_request:46908", - "right": "pull_request:46941", + "left": "pull_request:46961", + "right": "pull_request:46974", "accept": false, - "reason": "Test offload setup and DAC output math are unrelated." + "reason": "Workflow normalization and MusicGen generation typo fix are unrelated." }, { - "left": "pull_request:46903", + "left": "pull_request:46658", "right": "pull_request:46970", "accept": false, - "reason": "CohereASR/PPFormulaNet loss fix and MusicGen Melody generation fix are separate bugs." + "reason": "Step-3.7 Flash model addition and MusicGen melody generation fix are unrelated." }, { - "left": "pull_request:46903", - "right": "pull_request:46973", + "left": "pull_request:46707", + "right": "pull_request:46920", "accept": false, - "reason": "Training-loss bugfixes and TimesFm2_5 moving-average fix are unrelated." + "reason": "Native FSDP2 migration and Voxtral realtime API adaptation are unrelated." }, { - "left": "pull_request:46658", - "right": "pull_request:46902", + "left": "pull_request:46958", + "right": "pull_request:46974", "accept": false, - "reason": "Step-3.7-Flash model work and offloading/weight-conversion infrastructure are unrelated." + "reason": "CohereASR loss bugfix and MusicGen typo fix are unrelated." }, { - "left": "pull_request:46196", - "right": "pull_request:46902", + "left": "pull_request:46974", + "right": "pull_request:46977", "accept": false, - "reason": "SDPA dispatch support and offloading/save-weight conversion are different feature areas." + "reason": "MusicGen generate typo and Mllama standard-arg cleanup are unrelated." }, { - "left": "pull_request:45144", - "right": "pull_request:46196", + "left": "pull_request:43451", + "right": "pull_request:46920", "accept": false, - "reason": "MiMo-V2 model addition and wav2vec2 SDPA support are unrelated." + "reason": "Molmo2 model addition and Voxtral realtime API update are unrelated." }, { - "left": "pull_request:43451", - "right": "pull_request:46902", + "left": "pull_request:46920", + "right": "pull_request:46957", "accept": false, - "reason": "Molmo2 model addition and offloading/save-weight conversion are unrelated." + "reason": "Voxtral realtime API adaptation and finegrained FP8 generation optimization are unrelated." }, { - "left": "pull_request:46973", + "left": "pull_request:46891", "right": "pull_request:46974", "accept": false, - "reason": "TimesFm2_5 moving-average fix and MusicGen typo fix are unrelated." + "reason": "CI workflow/test changes and MusicGen generate fix are unrelated." }, { "left": "pull_request:46958", "right": "pull_request:46961", "accept": false, - "reason": "CohereASR loss fix and Serge branch-normalization workflow are unrelated." + "reason": "Same repository area does not imply same bug; these changes address different concerns." }, { - "left": "pull_request:46958", - "right": "pull_request:46973", + "left": "pull_request:46961", + "right": "pull_request:46974", "accept": false, - "reason": "Different models and bugs; only superficial PR-fix overlap." + "reason": "Branch-normalization workflow and MusicGen typo fix are unrelated." }, { - "left": "pull_request:46266", - "right": "pull_request:46975", + "left": "pull_request:46957", + "right": "pull_request:46958", "accept": false, - "reason": "DINOv2 modernization and Gemma 4 docs cleanup are unrelated." + "reason": "Generation optimization work and CohereASR loss bugfix are unrelated." }, { - "left": "pull_request:46935", - "right": "pull_request:46957", + "left": "pull_request:46957", + "right": "pull_request:46912", + "accept": false, + "reason": "Finegrained FP8 generation work and RoPE tests are unrelated." + }, + { + "left": "pull_request:46954", + "right": "pull_request:46977", + "accept": false, + "reason": "Pytest v9 compatibility and Mllama arg-name cleanup are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall. The packet supports a heterogeneous set of mostly unrelated PRs, and the only clearly overlapping cluster is the CohereASR training-loss double-shift fixes. The reject verdicts for the unrelated model/test/workflow changes are conservative, and the accepted CohereASR pairs are plausibly the same bugfix lineage." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 35, + "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-40546-32", + "nodes": [ + "pull_request:43451", + "pull_request:46196", + "pull_request:46658", + "pull_request:46707", + "pull_request:46836", + "pull_request:46891", + "pull_request:46957", + "pull_request:46961", + "pull_request:46968", + "pull_request:46977" + ], + "soft_pairs": [ + "pull_request:43451|pull_request:46891", + "pull_request:46196|pull_request:46836", + "pull_request:43451|pull_request:46707", + "pull_request:46707|pull_request:46891", + "pull_request:46658|pull_request:46957", + "pull_request:46836|pull_request:46891", + "pull_request:46836|pull_request:46957", + "pull_request:46961|pull_request:46977", + "pull_request:46707|pull_request:46836", + "pull_request:46891|pull_request:46968", + "pull_request:46707|pull_request:46957", + "pull_request:46957|pull_request:46968", + "pull_request:43451|pull_request:46196", + "pull_request:46707|pull_request:46968", + "pull_request:43451|pull_request:46957", + "pull_request:43451|pull_request:46968", + "pull_request:46196|pull_request:46891", + "pull_request:46196|pull_request:46707", + "pull_request:46196|pull_request:46957", + "pull_request:46836|pull_request:46968", + "pull_request:46957|pull_request:46961", + "pull_request:46891|pull_request:46961", + "pull_request:46957|pull_request:46977", + "pull_request:46891|pull_request:46977", + "pull_request:43451|pull_request:46961", + "pull_request:43451|pull_request:46977", + "pull_request:46836|pull_request:46961", + "pull_request:46836|pull_request:46977" + ], + "prepared_review_unit_hash": "9b19af3087c099535184a26396b5ef2041de35262b1dca6869d730ca67baa3b6", + "component_budget": { + "node_count": 32, + "item_count": 32, + "soft_pair_count": 100, + "serialized_chars": 108042, + "estimated_input_tokens": 27011, + "estimated_eval_tokens": 54278 + }, + "budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 28, + "serialized_chars": 33116, + "estimated_input_tokens": 8279, + "estimated_eval_tokens": 16814 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a true duplicate set: it mixes unrelated PRs spanning new model integrations, generation/runtime changes, docs-only edits, and CI/workflow updates. The soft similarities are superficial and should not be merged.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR fits this cluster; the PRs address different code paths and maintenance areas, so there is no shared underlying change to deduplicate against.", + "best_issue_reason": null, + "best_pr_reason": "No PR is a good global representative for this cluster. Keeping them separate is the right triage because none of them could plausibly be merged into one change without combining unrelated work.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43451", + "right": "pull_request:46891", + "accept": false, + "reason": "Molmo2 model addition vs PEFT CI workflow/test changes; unrelated changesets." + }, + { + "left": "pull_request:46196", + "right": "pull_request:46836", "accept": false, - "reason": "Trackio callback teardown and generation optimization are unrelated subsystems." + "reason": "wav2vec2 SDPA dispatch support vs Unlimited OCR model addition; different features and code paths." }, { "left": "pull_request:43451", - "right": "pull_request:45144", + "right": "pull_request:46707", + "accept": false, + "reason": "New Molmo2 model support vs native FSDP2 migration; unrelated subsystems." + }, + { + "left": "pull_request:46707", + "right": "pull_request:46891", + "accept": false, + "reason": "FSDP2 infrastructure migration vs PEFT CI workflow tweak; not the same underlying bug/change." + }, + { + "left": "pull_request:46658", + "right": "pull_request:46957", + "accept": false, + "reason": "Step-3.7 Flash model scaffolding vs FP8 generation optimization; distinct model/backend work." + }, + { + "left": "pull_request:46836", + "right": "pull_request:46891", + "accept": false, + "reason": "Unlimited OCR model add vs PEFT CI/test workflow change; unrelated." + }, + { + "left": "pull_request:46836", + "right": "pull_request:46957", "accept": false, - "reason": "Molmo2 and MiMo-V2 are separate model integrations." + "reason": "Unlimited OCR model addition vs FP8 decode optimization; different concrete changes." }, { - "left": "pull_request:46958", + "left": "pull_request:46961", "right": "pull_request:46977", "accept": false, - "reason": "CohereASR loss fix and Mllama arg rename are unrelated." + "reason": "Branch-normalization workflow vs Mllama API rename/deprecation; no shared bug or fix." }, { - "left": "pull_request:43451", - "right": "pull_request:46266", + "left": "pull_request:46707", + "right": "pull_request:46836", "accept": false, - "reason": "Molmo2 model addition and DINOv2 modernization are distinct efforts." + "reason": "FSDP2 migration work vs Unlimited OCR model implementation; unrelated." }, { - "left": "pull_request:46912", - "right": "pull_request:46935", + "left": "pull_request:46891", + "right": "pull_request:46968", "accept": false, - "reason": "RoPE tests and Trackio callback behavior are unrelated." + "reason": "PEFT CI integration changes vs docs autolink fixes; different areas and intents." }, { - "left": "pull_request:46266", - "right": "pull_request:46891", + "left": "pull_request:46707", + "right": "pull_request:46957", "accept": false, - "reason": "DINO modernization and CI workflow changes are unrelated." + "reason": "FSDP2 migration and finegrained FP8 decode tuning are separate runtime changes." }, { - "left": "pull_request:45144", - "right": "pull_request:46658", + "left": "pull_request:46957", + "right": "pull_request:46968", "accept": false, - "reason": "MiMo-V2 and Step-3.7-Flash are different model integrations." + "reason": "FP8 generation optimization vs documentation autolink cleanup; unrelated." }, { "left": "pull_request:43451", - "right": "pull_request:46935", - "accept": false, - "reason": "Molmo2 model addition and Trackio callback fix are unrelated." - }, - { - "left": "pull_request:45144", - "right": "pull_request:46707", + "right": "pull_request:46196", "accept": false, - "reason": "MiMo-V2 model addition and FSDP2 migration are unrelated." + "reason": "Molmo2 model add vs wav2vec2 SDPA dispatch support; different model families and fixes." }, { - "left": "pull_request:46961", - "right": "pull_request:46973", + "left": "pull_request:46707", + "right": "pull_request:46968", "accept": false, - "reason": "Workflow normalization and TimesFm2_5 bugfix are unrelated." + "reason": "FSDP2 migration vs docs-only autolink fix; no common code path." }, { - "left": "pull_request:46961", - "right": "pull_request:46974", + "left": "pull_request:43451", + "right": "pull_request:46957", "accept": false, - "reason": "Workflow normalization and MusicGen typo fix are unrelated." + "reason": "Molmo2 model integration vs FP8 generation optimization; unrelated." }, { - "left": "pull_request:46266", - "right": "pull_request:46836", + "left": "pull_request:43451", + "right": "pull_request:46968", "accept": false, - "reason": "DINOv2 modernization and Unlimited OCR model addition are different changes." + "reason": "Molmo2 model addition vs docs autolink fixes; not the same change." }, { - "left": "pull_request:46707", - "right": "pull_request:46935", + "left": "pull_request:46196", + "right": "pull_request:46891", "accept": false, - "reason": "FSDP2 migration and Trackio callback behavior are unrelated." + "reason": "wav2vec2 dispatch support vs CI workflow update; no shared underlying bug." }, { - "left": "pull_request:46891", - "right": "pull_request:46935", + "left": "pull_request:46196", + "right": "pull_request:46707", "accept": false, - "reason": "CI caller changes and Trackio callback fix are unrelated." + "reason": "wav2vec2 SDPA work vs FSDP2 migration; unrelated runtime features." }, { - "left": "pull_request:46658", - "right": "pull_request:46970", + "left": "pull_request:46196", + "right": "pull_request:46957", "accept": false, - "reason": "Step-3.7-Flash model work and MusicGen Melody generation fix are unrelated." + "reason": "wav2vec2 SDPA dispatch vs FP8 decode optimization; different code paths." }, { - "left": "pull_request:46912", - "right": "pull_request:46920", + "left": "pull_request:46836", + "right": "pull_request:46968", "accept": false, - "reason": "RoPE test coverage and mistral-common version bump are unrelated." + "reason": "Unlimited OCR model add vs documentation autolink fix; unrelated." }, { - "left": "pull_request:46707", - "right": "pull_request:46920", + "left": "pull_request:46957", + "right": "pull_request:46961", "accept": false, - "reason": "FSDP2 migration and mistral-common API adaptation are unrelated." + "reason": "FP8 runtime optimization vs Serge branch normalization workflow; not mergeable into one PR." }, { - "left": "pull_request:46958", - "right": "pull_request:46974", + "left": "pull_request:46891", + "right": "pull_request:46961", "accept": false, - "reason": "CohereASR loss fix and MusicGen typo fix are unrelated." + "reason": "PEFT CI integration changes vs branch-normalization workflow; different CI concerns." }, { - "left": "pull_request:46974", + "left": "pull_request:46957", "right": "pull_request:46977", "accept": false, - "reason": "MusicGen typo fix and Mllama arg rename are unrelated." + "reason": "FP8 decode optimization vs Mllama argument rename/deprecation; unrelated." }, { - "left": "pull_request:46958", - "right": "pull_request:46965", + "left": "pull_request:46891", + "right": "pull_request:46977", "accept": false, - "reason": "CohereASR loss bugfix and DeepSeek V4 cache behavior are unrelated." + "reason": "CI integration PR vs Mllama API rename; no common fix." }, { "left": "pull_request:43451", - "right": "pull_request:46920", + "right": "pull_request:46961", "accept": false, - "reason": "Molmo2 model addition and mistral-common API adaptation are unrelated." + "reason": "Molmo2 model addition vs Serge workflow normalization; unrelated." }, { - "left": "pull_request:46920", - "right": "pull_request:46957", + "left": "pull_request:43451", + "right": "pull_request:46977", "accept": false, - "reason": "Dependency bump for voxtral_realtime and generation optimization are unrelated." + "reason": "Molmo2 model add vs Mllama arg rename; different model implementations." }, { "left": "pull_request:46836", - "right": "pull_request:46920", - "accept": false, - "reason": "Unlimited OCR model addition and mistral-common API adaptation are unrelated." - }, - { - "left": "pull_request:46965", - "right": "pull_request:46973", + "right": "pull_request:46961", "accept": false, - "reason": "DeepSeek V4 cache support and TimesFm2_5 moving-average fix are unrelated." + "reason": "Unlimited OCR model addition vs branch-normalization workflow; unrelated." }, { - "left": "pull_request:46891", - "right": "pull_request:46974", + "left": "pull_request:46836", + "right": "pull_request:46977", "accept": false, - "reason": "CI workflow changes and MusicGen typo fix are unrelated." - }, - { - "left": "pull_request:46950", - "right": "pull_request:46971", - "accept": true, - "reason": "Same Mamba2 OOM/root-cause area: one changes the model code path, the other adjusts the test/load path; they are plausibly mergeable into one bugfix PR." + "reason": "Unlimited OCR model add vs Mllama API cleanup; not the same underlying change." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "The summary is too strong for the packet. In particular, it says the only clear duplicate cluster is CohereASR, but the packet also marks pull_request:46950 and pull_request:46971 as a deterministic-accept soft pair: both are Mamba2 OOM fixes, and the changes look plausibly mergeable into one bugfix PR. Rejecting that pair as unrelated overstates the separation. The CohereASR verdicts are more defensible, but the overall clustering is not conservative enough." - }, - "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 }, { "label": "pull_request", - "component_index": 8, + "component_index": 2, "component_count": 35, - "review_unit_index": 2, - "review_unit_count": 2, + "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-43451-37", + "cluster_id": "cluster-40755-2", "nodes": [ - "pull_request:43451", - "pull_request:46196", - "pull_request:46266", - "pull_request:46658", - "pull_request:46707", - "pull_request:46836", - "pull_request:46891", - "pull_request:46907", - "pull_request:46908", - "pull_request:46912", - "pull_request:46926", - "pull_request:46927", - "pull_request:46949", - "pull_request:46951", - "pull_request:46957", - "pull_request:46961", - "pull_request:46965", - "pull_request:46968", - "pull_request:46970", - "pull_request:46971", - "pull_request:46973", - "pull_request:46975", - "pull_request:46977" + "pull_request:40755", + "pull_request:41224" ], "soft_pairs": [ - "pull_request:46949|pull_request:46951", - "pull_request:46927|pull_request:46949", - "pull_request:46927|pull_request:46971", - "pull_request:46949|pull_request:46970", - "pull_request:46927|pull_request:46970", - "pull_request:46908|pull_request:46926", - "pull_request:46907|pull_request:46908", - "pull_request:46266|pull_request:46957", - "pull_request:43451|pull_request:46836", - "pull_request:46658|pull_request:46836", - "pull_request:46973|pull_request:46977", - "pull_request:46891|pull_request:46957", - "pull_request:46891|pull_request:46975", - "pull_request:43451|pull_request:46658", - "pull_request:46658|pull_request:46975", - "pull_request:43451|pull_request:46891", - "pull_request:46658|pull_request:46707", - "pull_request:46707|pull_request:46891", - "pull_request:46196|pull_request:46836", - "pull_request:43451|pull_request:46707", - "pull_request:46836|pull_request:46891", - "pull_request:46836|pull_request:46957", - "pull_request:46707|pull_request:46975", - "pull_request:46961|pull_request:46977", - "pull_request:46707|pull_request:46836", - "pull_request:46961|pull_request:46965", - "pull_request:46957|pull_request:46965", - "pull_request:46707|pull_request:46957", - "pull_request:46968|pull_request:46975", - "pull_request:46965|pull_request:46977", - "pull_request:46912|pull_request:46957", - "pull_request:46957|pull_request:46968", - "pull_request:43451|pull_request:46196", - "pull_request:46957|pull_request:46975", - "pull_request:43451|pull_request:46912", - "pull_request:43451|pull_request:46957", - "pull_request:46891|pull_request:46968", - "pull_request:43451|pull_request:46975", - "pull_request:46891|pull_request:46912", - "pull_request:46836|pull_request:46912", - "pull_request:46707|pull_request:46968", - "pull_request:43451|pull_request:46968", - "pull_request:46196|pull_request:46975", - "pull_request:46196|pull_request:46891", - "pull_request:46196|pull_request:46707", - "pull_request:43451|pull_request:46965", - "pull_request:46961|pull_request:46975", - "pull_request:46975|pull_request:46977", - "pull_request:46957|pull_request:46961", - "pull_request:46891|pull_request:46961", - "pull_request:46957|pull_request:46977", - "pull_request:46891|pull_request:46977" + "pull_request:40755|pull_request:41224" + ], + "prepared_review_unit_hash": "835660ea31ff328185123060b45e43337e281e453a7c48e2d282609f1aab84c3", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two pull requests are about entirely different features: TimesFM covariate forecasting vs. DINOv3 image classification support. They are not duplicates and should not be clustered together as the same underlying change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different models, different code paths, and different user-facing goals. One adds TimesFM forecasting with covariates; the other adds DINOv3 image classification support. They 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": 3, + "component_count": 35, + "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": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41855-13", + "nodes": [ + "pull_request:41855", + "pull_request:42668", + "pull_request:43251", + "pull_request:43254", + "pull_request:43424", + "pull_request:43823", + "pull_request:43995", + "pull_request:44827", + "pull_request:45170", + "pull_request:45213", + "pull_request:45655", + "pull_request:46048", + "pull_request:46267" + ], + "soft_pairs": [ + "pull_request:41855|pull_request:43823", + "pull_request:41855|pull_request:43424", + "pull_request:42668|pull_request:43823", + "pull_request:43251|pull_request:43823", + "pull_request:43251|pull_request:44827", + "pull_request:43424|pull_request:44827", + "pull_request:43424|pull_request:43823", + "pull_request:43823|pull_request:45655", + "pull_request:43823|pull_request:43995", + "pull_request:43995|pull_request:45213", + "pull_request:43995|pull_request:44827", + "pull_request:44827|pull_request:45170", + "pull_request:44827|pull_request:46267", + "pull_request:44827|pull_request:46048", + "pull_request:44827|pull_request:45655", + "pull_request:44827|pull_request:45213", + "pull_request:43823|pull_request:45213", + "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "31c91ff4abf07c84b9bb00b353b4d348b80c02c1108503f4ea64d090caa26e3d", + "prepared_review_unit_hash": "fc948e3990b32cc37b88f9b056bd9dbb41cb520dfc6bdb440c4aa78c9603cb9c", "component_budget": { - "node_count": 37, - "item_count": 37, - "soft_pair_count": 124, - "serialized_chars": 129586, - "estimated_input_tokens": 32397, - "estimated_eval_tokens": 65050 + "node_count": 13, + "item_count": 13, + "soft_pair_count": 18, + "serialized_chars": 34787, + "estimated_input_tokens": 8697, + "estimated_eval_tokens": 17650 }, "budget": { - "node_count": 23, - "item_count": 23, - "soft_pair_count": 52, - "serialized_chars": 67331, - "estimated_input_tokens": 16833, - "estimated_eval_tokens": 33922 + "node_count": 13, + "item_count": 13, + "soft_pair_count": 18, + "serialized_chars": 34787, + "estimated_input_tokens": 8697, + "estimated_eval_tokens": 17650 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, - "split": true, + "split": false, "analyst_result": { - "summary": "This is not a true duplicate cluster: it mixes unrelated model additions, test-only fixes, docs edits, and CI/infra changes. I found no pair that is clearly the same underlying bug or change, so no soft edge should be accepted.", - "confidence": 0.98, + "summary": "This cluster is mostly a set of unrelated PRs that only share weak topical similarity. The only true duplicate pair is the two `fixed_cross_entropy` PRs targeting issue #43240; they fix the same concrete loss-utility bug with nearly identical changes.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the items are heterogeneous and do not represent one shared fix or feature.", + "canonical_pr_reason": "PR #43251 is the clearest representative of the only true duplicate set: it directly targets #43240, updates `fixed_cross_entropy` to forward supported `cross_entropy` kwargs, and is the more complete/explicit version of the shared fix.", "best_issue_reason": null, - "best_pr_reason": "No single PR is a good global representative because the cluster spans unrelated changes across many models and subsystems.", + "best_pr_reason": "PR #43251 is the best representative because it cleanly addresses the concrete loss bug, has the explicit issue link, and is the strongest match for the shared duplicate pair.", "soft_edge_verdicts": [ { - "left": "pull_request:46949", - "right": "pull_request:46951", - "accept": false, - "reason": "Different models and fixes: Whisper/AudioFlamingo3 cache handling vs PEFT integration loading behavior." - }, - { - "left": "pull_request:46927", - "right": "pull_request:46949", - "accept": false, - "reason": "Unrelated test failures in different model families with different code paths." - }, - { - "left": "pull_request:46927", - "right": "pull_request:46971", - "accept": false, - "reason": "Different issues: GLM46V model casting/forward handling vs Mamba2 test load arguments." - }, - { - "left": "pull_request:46949", - "right": "pull_request:46970", - "accept": false, - "reason": "Different model-specific generation fixes; not the same bug or patch." - }, - { - "left": "pull_request:46927", - "right": "pull_request:46970", - "accept": false, - "reason": "Distinct model bugs in unrelated architectures." - }, - { - "left": "pull_request:46908", - "right": "pull_request:46926", - "accept": false, - "reason": "Both are load_error test workarounds, but for different models and failure details; not mergeable into one PR." - }, - { - "left": "pull_request:46907", - "right": "pull_request:46908", - "accept": false, - "reason": "Different model families and different fixes; only both are integration-test related." - }, - { - "left": "pull_request:46266", - "right": "pull_request:46957", - "accept": false, - "reason": "Modernizing DINO conversion/support is unrelated to FP8 generation optimization." - }, - { - "left": "pull_request:43451", - "right": "pull_request:46836", - "accept": false, - "reason": "Two separate model additions, not the same model or change." - }, - { - "left": "pull_request:46658", - "right": "pull_request:46836", - "accept": false, - "reason": "Step 3.7 Flash scaffolding is unrelated to Unlimited OCR model addition." - }, - { - "left": "pull_request:46973", - "right": "pull_request:46977", + "left": "pull_request:41855", + "right": "pull_request:43823", "accept": false, - "reason": "TimesFm2_5 bug fix vs Mllama arg-name deprecation; no shared underlying change." + "reason": "Different changes: Mistral tokenizer API additions vs adding the MobileLLM model package." }, { - "left": "pull_request:46891", - "right": "pull_request:46957", + "left": "pull_request:41855", + "right": "pull_request:43424", "accept": false, - "reason": "CI PEFT integration workflow changes are unrelated to generation/runtime FP8 logic." + "reason": "Different areas: tokenizer method implementation vs an Executorch dynamic-shape export test." }, { - "left": "pull_request:46891", - "right": "pull_request:46975", + "left": "pull_request:42668", + "right": "pull_request:43823", "accept": false, - "reason": "CI workflow changes and documentation typo fixes are unrelated." + "reason": "Different problems: processor auto-loading robustness vs introducing MobileLLM." }, { - "left": "pull_request:43451", - "right": "pull_request:46658", + "left": "pull_request:43251", + "right": "pull_request:43823", "accept": false, - "reason": "Different new model workstreams with no shared bug or feature." + "reason": "Loss-function kwargs fix vs a new model addition; no shared code-path bug." }, { - "left": "pull_request:46658", - "right": "pull_request:46975", + "left": "pull_request:43251", + "right": "pull_request:44827", "accept": false, - "reason": "Step 3.7 Flash implementation is unrelated to docs typo cleanup." + "reason": "Different subsystems: `fixed_cross_entropy` kwargs handling vs Mistral4 test/model changes." }, { - "left": "pull_request:43451", - "right": "pull_request:46891", + "left": "pull_request:43424", + "right": "pull_request:44827", "accept": false, - "reason": "Model addition vs CI workflow; not the same underlying change." + "reason": "Executorch export test coverage vs Mistral4 test/model work; not the same change." }, { - "left": "pull_request:46658", - "right": "pull_request:46707", + "left": "pull_request:43424", + "right": "pull_request:43823", "accept": false, - "reason": "New model implementation and FSDP2 migration are unrelated." + "reason": "An exportability test and a new model addition are unrelated changes." }, { - "left": "pull_request:46707", - "right": "pull_request:46891", + "left": "pull_request:43823", + "right": "pull_request:45655", "accept": false, - "reason": "FSDP2 migration work is unrelated to PEFT CI branch/workflow changes." + "reason": "Adding MobileLLM is unrelated to fixing `cls.config` resolution order." }, { - "left": "pull_request:46196", - "right": "pull_request:46836", + "left": "pull_request:43823", + "right": "pull_request:43995", "accept": false, - "reason": "Wav2Vec2 SDPA dispatch and Unlimited OCR model addition are unrelated." + "reason": "New model support vs Falcon output-collection refactor; different code paths and goals." }, { - "left": "pull_request:43451", - "right": "pull_request:46707", + "left": "pull_request:43995", + "right": "pull_request:45213", "accept": false, - "reason": "Molmo2 model addition and FSDP2 module migration are unrelated." + "reason": "Falcon model refactor vs a model-creation skill/docs scaffold; not the same bug or feature." }, { - "left": "pull_request:46836", - "right": "pull_request:46891", + "left": "pull_request:43995", + "right": "pull_request:44827", "accept": false, - "reason": "Model addition vs CI workflow; no shared code path." + "reason": "Falcon refactor and Mistral4 tests touch different models and different issues." }, { - "left": "pull_request:46836", - "right": "pull_request:46957", + "left": "pull_request:44827", + "right": "pull_request:45170", "accept": false, - "reason": "Unlimited OCR model addition is unrelated to FP8 generation optimization." + "reason": "Mistral4 test/model changes vs a CLIP-like `layrnorm` rename/mapping fix; unrelated." }, { - "left": "pull_request:46707", - "right": "pull_request:46975", + "left": "pull_request:44827", + "right": "pull_request:46267", "accept": false, - "reason": "FSDP2 migration and docs typo fixes are unrelated." + "reason": "Mistral4 testing/model work vs chat parsing updates; different subsystems entirely." }, { - "left": "pull_request:46961", - "right": "pull_request:46977", + "left": "pull_request:44827", + "right": "pull_request:46048", "accept": false, - "reason": "Workflow normalization and Mllama argument deprecation are unrelated." + "reason": "Mistral4 tests are unrelated to adding the TDT loss kernel." }, { - "left": "pull_request:46961", - "right": "pull_request:46965", + "left": "pull_request:44827", + "right": "pull_request:45655", "accept": false, - "reason": "Branch normalization workflow and DeepSeek V4 use_cache support are unrelated." + "reason": "Mistral4 test fixes vs `cls.config` resolution order; different underlying problem." }, { - "left": "pull_request:46957", - "right": "pull_request:46965", + "left": "pull_request:44827", + "right": "pull_request:45213", "accept": false, - "reason": "Different DeepSeek V4 cache/generation behavior versus FP8 routing optimization." + "reason": "Mistral4 tests vs model-creation skill scaffold; not the same change." }, { - "left": "pull_request:46707", - "right": "pull_request:46957", + "left": "pull_request:43823", + "right": "pull_request:45213", "accept": false, - "reason": "Both touch generation-related code, but one is FSDP2 migration and the other is FP8 decode optimization; not the same bug." + "reason": "MobileLLM model addition vs a repository skill/doc rewrite; unrelated." }, { - "left": "pull_request:46968", - "right": "pull_request:46975", - "accept": false, - "reason": "Docs autolink cleanup and Gemma typo fixes are separate documentation changes." - }, + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both PRs fix the same concrete `fixed_cross_entropy` issue in `src/transformers/loss/loss_utils.py` for issue #43240, with nearly identical keyword forwarding changes." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays appropriately conservative. The only pair with concrete duplicate evidence is PR #43251 and PR #43254, which both target issue #43240 and make the same `fixed_cross_entropy` kwargs-forwarding change in the same file. The other pairwise rejections are consistent with the packet\u2019s weak soft-similarity signals and the clearly different files/subsystems involved." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 5, + "component_count": 35, + "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": "73d8de6fb4234918185b6e4de53419ec56b88d4fa5e0d649d3067db9791f457d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5934, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5934, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs both update GitHub Actions workflow dependencies, but they address different maintenance tracks: one is a broad Node 24 compatibility refresh for core actions, the other upgrades Docker build actions to newer versions. They overlap in a few workflow files, but the concrete action changes and goals differ.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42975 is the broader canonical candidate because it targets a clear platform-wide workflow compatibility goal (Node 24) across many CI jobs and updates foundational actions used in numerous workflows.", + "best_issue_reason": null, + "best_pr_reason": "PR 42975 is the best overall representative because its scope is clearer and more centralized: it upgrades common GitHub Actions used across the repository, whereas 42976 is a separate Docker-action version bump.", + "soft_edge_verdicts": [ { - "left": "pull_request:46965", - "right": "pull_request:46977", + "left": "pull_request:42975", + "right": "pull_request:42976", "accept": false, - "reason": "DeepSeek V4 cache semantics and Mllama deprecation rename are unrelated." - }, + "reason": "Both are CI maintenance PRs, but they modify different underlying code paths: 42975 updates checkout/cache/upload-artifact for Node 24 compatibility, while 42976 updates docker/build-push-action to v6. Shared workflow filenames alone are not enough to treat them as the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 6, + "component_count": 35, + "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": "fde5526db6b6b85aac173e7c0db4a4d334b9bf17ee78467a30b7b5f907dc3776", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 13047, + "estimated_input_tokens": 3262, + "estimated_eval_tokens": 6780 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 13047, + "estimated_input_tokens": 3262, + "estimated_eval_tokens": 6780 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are four separate model-addition PRs (ViT NEPA, Molmo, CTSM, Step3p7) that only share generic docs/auto-registry scaffolding. They do not look like duplicate fixes or one underlying code change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR for a duplicate cluster: the PRs target different models and codepaths. If one representative is needed, #45490 is the broadest multi-file model-addition PR and has the most review activity.", + "best_issue_reason": null, + "best_pr_reason": "#45490 is the most substantial representative of the set, with broad model-registration and implementation changes plus high review activity, but it is still not a duplicate of the others.", + "soft_edge_verdicts": [ { - "left": "pull_request:46912", - "right": "pull_request:46957", + "left": "pull_request:42978", + "right": "pull_request:43448", "accept": false, - "reason": "RoPE test coverage changes are unrelated to FP8 generation kernel behavior." + "reason": "Different model additions (ViT NEPA vs Molmo); shared auto/docs files are generic scaffolding, not the same underlying change." }, { - "left": "pull_request:46957", - "right": "pull_request:46968", + "left": "pull_request:42978", + "right": "pull_request:45490", "accept": false, - "reason": "Runtime kernel optimization vs documentation autolink cleanup." + "reason": "Unrelated model additions (vision model vs time-series model); overlap is only in registration/docs plumbing." }, { - "left": "pull_request:43451", - "right": "pull_request:46196", + "left": "pull_request:43448", + "right": "pull_request:45490", "accept": false, - "reason": "Model addition and wav2vec2 SDPA dispatch are unrelated." + "reason": "Molmo and CTSM are distinct model implementations with different functionality and codepaths." }, { - "left": "pull_request:46957", - "right": "pull_request:46975", + "left": "pull_request:45490", + "right": "pull_request:46562", "accept": false, - "reason": "FP8 generation optimization and documentation typo fixes are unrelated." - }, + "reason": "CTSM and Step3p7 are separate model additions; shared auto/docs edits do not indicate a 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": 7, + "component_count": 35, + "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": "f3621bf097d3e04ffe0551040dc311a0c429776582d1b0a122ad98e5fc54bcb0", + "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 that only share vague titles like \"fix\" or broad subsystem overlap. The only true duplicate-looking pair is the two YOLOS fixes for the same device_map/device mismatch bug.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46922 is the cleanest representative of the YOLOS device-mismatch fix: it directly patches the forward-pass device placement and also includes the no-split-module adjustment for the same bug.", + "best_issue_reason": null, + "best_pr_reason": "PR 46922 is the best standalone fix in the cluster because it addresses the concrete YOLOS runtime mismatch on the affected code path, rather than broader or unrelated test/infra changes.", + "soft_edge_verdicts": [ { - "left": "pull_request:43451", - "right": "pull_request:46912", + "left": "pull_request:43291", + "right": "pull_request:43665", "accept": false, - "reason": "Molmo2 model addition and RoPE test changes are unrelated." + "reason": "Whisper tokenizer timestamp decoding vs. unrelated CLIP/ViT test edits; same generic \"fix\" vibe but not the same bug." }, { - "left": "pull_request:43451", - "right": "pull_request:46957", + "left": "pull_request:43291", + "right": "pull_request:44815", "accept": false, - "reason": "New model addition vs generation runtime optimization; different concerns." + "reason": "Whisper decoding bug and FP8 dequant/model-loading changes are different code paths and different problems." }, { - "left": "pull_request:46891", - "right": "pull_request:46968", + "left": "pull_request:43291", + "right": "pull_request:46380", "accept": false, - "reason": "CI workflow changes and docs autolink cleanup are unrelated." + "reason": "Whisper tokenizer change vs. generation watermarking validation fix; unrelated subsystems." }, { - "left": "pull_request:43451", - "right": "pull_request:46975", + "left": "pull_request:43291", + "right": "pull_request:46922", "accept": false, - "reason": "Molmo2 addition and Gemma docs typo fixes are unrelated." + "reason": "Whisper timestamp decoding and YOLOS device-mismatch are unrelated model bugs." }, { - "left": "pull_request:46891", - "right": "pull_request:46912", + "left": "pull_request:43665", + "right": "pull_request:46539", "accept": false, - "reason": "CI workflow changes do not match RoPE test updates." + "reason": "Bogus CLIP/ViT test edits do not match the Phimoe CI memory/workflow fix." }, { - "left": "pull_request:46836", - "right": "pull_request:46912", + "left": "pull_request:43665", + "right": "pull_request:44815", "accept": false, - "reason": "Unlimited OCR model addition and RoPE test fixes are unrelated." + "reason": "Test-noise PR vs. FP8 dequant/model-loading bug; no shared concrete code-path problem." }, { - "left": "pull_request:46707", - "right": "pull_request:46968", + "left": "pull_request:43665", + "right": "pull_request:46380", "accept": false, - "reason": "FSDP2 migration and docs autolink cleanup are unrelated." + "reason": "Unrelated test changes and generation watermarking validation fix." }, { - "left": "pull_request:46196", - "right": "pull_request:46975", + "left": "pull_request:43665", + "right": "pull_request:46922", "accept": false, - "reason": "Wav2Vec2 SDPA dispatch and Gemma typo fixes are unrelated." + "reason": "Fake test assertions in CLIP/ViT are not the same bug as the YOLOS device mismatch." }, { - "left": "pull_request:46196", - "right": "pull_request:46891", + "left": "pull_request:44815", + "right": "pull_request:46539", "accept": false, - "reason": "Wav2Vec2 model dispatch changes are unrelated to PEFT CI workflow edits." + "reason": "FP8 dequant fix and Phimoe CI/integration-test workaround target different failures." }, { - "left": "pull_request:46196", - "right": "pull_request:46707", + "left": "pull_request:44815", + "right": "pull_request:46380", "accept": false, - "reason": "Different subsystems: wav2vec2 SDPA dispatch versus FSDP2 infrastructure." + "reason": "FP8 quantization/model-loading logic is unrelated to generation config watermarking validation." }, { - "left": "pull_request:43451", - "right": "pull_request:46965", + "left": "pull_request:44815", + "right": "pull_request:46922", "accept": false, - "reason": "Molmo2 addition and DeepSeek V4 cache support are unrelated." + "reason": "Different models and mechanisms: FP8 dequantization vs. YOLOS device placement." }, { - "left": "pull_request:46961", - "right": "pull_request:46975", + "left": "pull_request:46380", + "right": "pull_request:46539", "accept": false, - "reason": "Automated branch normalization workflow and docs typo cleanup are unrelated." + "reason": "Generation config validation/watermarking and Phimoe CI memory patch are unrelated." }, { - "left": "pull_request:46975", - "right": "pull_request:46977", + "left": "pull_request:46380", + "right": "pull_request:46922", "accept": false, - "reason": "Documentation typo fix and Mllama API rename are unrelated." + "reason": "Watermarking config validation fix is not the same underlying bug as YOLOS device mismatch." }, { - "left": "pull_request:46957", - "right": "pull_request:46961", + "left": "pull_request:46539", + "right": "pull_request:46922", "accept": false, - "reason": "FP8 generation optimization and workflow normalization are unrelated." + "reason": "CI runner memory-capping for Phimoe tests is unrelated to YOLOS runtime device placement." }, { - "left": "pull_request:46891", - "right": "pull_request:46977", - "accept": false, - "reason": "CI workflow changes and Mllama deprecation-rename changes are unrelated." + "left": "pull_request:46886", + "right": "pull_request:46922", + "accept": true, + "reason": "Both PRs target the same YOLOS device_map='auto' mismatch bug in the same file; the fixes are overlapping and could plausibly be merged into one PR." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet: the non-YOLOS PRs are different subsystems/failures, and the only clearly mergeable same-bug pair is 46886/46922, which share the YOLOS file and issue target. The conservative rejects are appropriate, and the canonical PR rationale stays within the evidence." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, { "label": "pull_request", - "component_index": 9, + "component_index": 8, "component_count": 35, "review_unit_index": 1, "review_unit_count": 1, @@ -22876,7 +22581,7 @@ "pull_request:43488|pull_request:43532", "pull_request:43532|pull_request:46747" ], - "prepared_review_unit_hash": "86dee1cef376a11f97e3523b2f57b794f2123afbbb3d1cbddc8013bc1282bb42", + "prepared_review_unit_hash": "b81352deadcb47ca79fe0c93cf31742469785280f310b8f600ee2202d80c102b", "component_budget": { "node_count": 3, "item_count": 3, @@ -22898,30 +22603,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three unrelated '[don't merge]' PRs that only share superficial similarity in repo-bot/workflow/test-area edits. No duplicate cluster is justified.", - "confidence": 0.97, + "summary": "These are three separate '[don't merge]' validation PRs with similar bot-testing titles, but they change different code paths: packaging/versioning, comment/workflow plumbing, and the security-gate workflow. They do not look like duplicates of the same underlying fix or change.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No single PR is a clear canonical duplicate target; the three PRs are unrelated throwaway test changes rather than one repeated fix.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "No PR is a strong global best for deduping here because each PR targets a different repository test/workflow behavior.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:46747", "accept": false, - "reason": "Different changes: one tweaks setup/versioning/dependency/test files, the other changes a security-gate workflow trigger. Not the same underlying fix." + "reason": "Different changes: one alters setup/versioning and test fixtures, the other only switches a workflow trigger for the security gate. Same broad 'don't merge' style, but not the same concrete bug or patch." }, { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "One is a packaging/version/dependency test PR; the other rewrites several CI/workflow files plus testing utilities. Only broad repo-bot/test overlap, not one concrete bug." + "reason": "PR 43488 is about dependency/version/test setup; PR 43532 rewires self-comment CI and related workflow utilities. Shared test file mention is incidental, not the same underlying change." }, { "left": "pull_request:43532", "right": "pull_request:46747", "accept": false, - "reason": "Both touch workflows, but one is about self-comment/self-scheduled/slack automation while the other is a pull_request_target-to-pull_request security gate change. Distinct code paths and purposes." + "reason": "Both touch workflows, but they modify different workflows and different behavior (self-comment CI vs security gate). They would not plausibly collapse into one PR." } ] }, @@ -22934,7 +22639,7 @@ }, { "label": "pull_request", - "component_index": 10, + "component_index": 9, "component_count": 35, "review_unit_index": 1, "review_unit_count": 1, @@ -22951,7 +22656,7 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "f948ff0c4ab6982de5ae7b352725dc347575689452a93330e8c986825e0f97f5", + "prepared_review_unit_hash": "f3b7a4578dcd90b7cdeaa6e83f8599191a593594f6912a7620e48a5113ae4340", "component_budget": { "node_count": 2, "item_count": 2, @@ -22973,18 +22678,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two different feature PRs for two different pipelines: Promptable Concept Segmentation vs Promptable Visual Segmentation. They share docs/registration scaffolding, but they do not appear to fix the same concrete code-path problem and should not be merged as duplicates.", + "summary": "These are two separate feature PRs for different segmentation tasks. They share a common pipeline/documentation scaffolding, but the underlying models, task definitions, and affected files diverge enough that they should not be treated as duplicates or merged into one change.", "confidence": 0.96, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "Neither PR is a duplicate of the other; if forced to pick a representative, PR 43613 is the broader implementation because it touches more model integrations and tests, but it is still a separate feature from PR 43612.", + "best_pr_reason": "PR 43613 is the broader of the two feature additions, but it is still a distinct change from 43612 rather than a duplicate.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Different underlying features and code paths: one adds Promptable Concept Segmentation, the other adds Promptable Visual Segmentation. Shared docs/auto-registration files are just infrastructure overlap, not evidence of the same bug or change." + "reason": "Different underlying tasks: Promptable Concept Segmentation vs Promptable Visual Segmentation. They share pipeline/docs scaffolding, but the code paths, model integrations, and test targets are different, so they should not be merged as the same change." } ] }, @@ -22997,7 +22702,7 @@ }, { "label": "pull_request", - "component_index": 11, + "component_index": 10, "component_count": 35, "review_unit_index": 1, "review_unit_count": 1, @@ -23014,7 +22719,7 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "ff660d3591503d12c89d266c702a500c5f866b0c62e3250785282751a719053c", + "prepared_review_unit_hash": "a8a9e7ed4be80dc2107d8904e33bd90b36c45f807a323a9a6d93d621996ebc7a", "component_budget": { "node_count": 2, "item_count": 2, @@ -23036,18 +22741,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two pull requests both touch `trainer.py`, but they address different Trainer extension points: one changes gradient-accumulation loss scaling, the other refactors signature-column filtering for custom trainers. They are not the same underlying bug or change, so this is not a duplicate pair.", - "confidence": 0.95, + "summary": "Both pull requests touch `src/transformers/trainer.py`, but they solve different problems: one adds a hook for gradient-accumulation loss scaling, the other adds a hook for signature-column filtering. They are related in theme (customizing `Trainer`) but not the same underlying bug or change.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43651 is the better representative of the cluster because it is a single, concrete Trainer behavior change centered on loss scaling in `training_step`; the other PR targets a separate filtering hook and is not part of the same change.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR #43651 is the most canonical-looking PR in this cluster: it has a clear, localized code-path change and a direct feature goal. PR #43663 is unrelated in behavior despite sharing the same file.", + "best_pr_reason": "PR 43651 is the stronger standalone change: it introduces a concrete `Trainer` hook that changes training-step loss scaling behavior in a specific code path and is clearly scoped.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Different code paths and behaviors: #43651 changes gradient accumulation loss normalization, while #43663 adds an override hook for signature-column filtering. Shared file/subsystem alone is not enough to treat them as the same change." + "reason": "Different `Trainer` extension points and code paths: one controls gradient-accumulation loss scaling, the other controls input column filtering. Same file and theme, but not the same fix." } ] }, @@ -23060,7 +22765,7 @@ }, { "label": "pull_request", - "component_index": 12, + "component_index": 11, "component_count": 35, "review_unit_index": 1, "review_unit_count": 1, @@ -23077,7 +22782,7 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "de56b76a1dd0345e2fb684432e85a31e11392aecdf3e95e80e3dba080d46efa4", + "prepared_review_unit_hash": "b94d7c08c21ea53763ae21adeb4c7a322f3eab800feb56766e1c66bfd0020191", "component_budget": { "node_count": 2, "item_count": 2, @@ -23099,18 +22804,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs touch the same file and the same general annotation/NameError area in the CLI, but they address different concrete cases and should not be merged as duplicates.", - "confidence": 0.87, + "summary": "Two open PRs touch the same CLI file but fix different NameError paths: one broadens annotation handling with future imports, the other makes TypeAdapter a quoted type under TYPE_CHECKING. They are related but not the same change and should not be merged as duplicates.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43656 is the broader, earlier fix for runtime annotation NameErrors in `src/transformers/cli/serve.py`, and its `from __future__ import annotations` change likely subsumes the TypeAdapter typing issue.", + "canonical_pr_reason": "PR 43842 is the more direct, narrowly scoped fix for the concrete pydantic/TypeAdapter runtime NameError in the CLI and is easier to reason about as the representative PR for this cluster.", "best_issue_reason": null, - "best_pr_reason": "PR 43656 is the best representative of the cluster because it fixes the underlying annotation-evaluation problem more generally, whereas PR 43842 is a narrower pydantic-specific adjustment.", + "best_pr_reason": "PR 43842 is the best standalone PR because it targets a single failure mode with minimal surface area, whereas PR 43656 makes broader typing changes that appear to address a different annotation-evaluation problem.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", "accept": false, - "reason": "Reject: both are in `serve.py` and involve NameError-prone type annotations, but 43656 is a broader forward-annotations cleanup while 43842 is specifically about `TypeAdapter` when pydantic is absent; they are related but not the same concrete fix." + "reason": "Do not merge as duplicates: 43656 adds future annotations and adjusts several type hints to avoid general annotation-evaluation NameErrors, while 43842 specifically quotes TypeAdapter and imports it under TYPE_CHECKING to prevent a pydantic-related runtime NameError. Same file, but different underlying bug and fix strategy." } ] }, @@ -23123,7 +22828,7 @@ }, { "label": "pull_request", - "component_index": 13, + "component_index": 12, "component_count": 35, "review_unit_index": 1, "review_unit_count": 1, @@ -23189,7 +22894,7 @@ }, { "label": "pull_request", - "component_index": 14, + "component_index": 13, "component_count": 35, "review_unit_index": 1, "review_unit_count": 2, @@ -23239,8 +22944,8 @@ "pull_request:44066|pull_request:44086", "pull_request:44066|pull_request:44071", "pull_request:44018|pull_request:44068", - "pull_request:44018|pull_request:44066", "pull_request:44066|pull_request:44068", + "pull_request:44018|pull_request:44066", "pull_request:44019|pull_request:44722", "pull_request:44086|pull_request:44722", "pull_request:44019|pull_request:44085", @@ -23302,14 +23007,14 @@ "pull_request:44044|pull_request:44129", "pull_request:44044|pull_request:44154" ], - "prepared_review_unit_hash": "28789a9f4f26eb9be78076c242f114f65f10b476a2968b7ef88e8d14196f5feb", + "prepared_review_unit_hash": "6c724e45adc9549bf78c932d2472ac3880a575abe334bb4095375884c0115b3e", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84900, - "estimated_input_tokens": 21225, - "estimated_eval_tokens": 42706 + "serialized_chars": 84902, + "estimated_input_tokens": 21226, + "estimated_eval_tokens": 42708 }, "budget": { "node_count": 27, @@ -23324,370 +23029,376 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a broad family of output-tracing refactors across many models, not one shared bug. Only the same-model GPT-J and GPT-Neo pairs look like true duplicates; most other soft links are just topical similarity around the same tracking issue.", - "confidence": 0.92, + "summary": "The packet has two tight same-family duplicate clusters: GPT-J/CodeGen (44066/44085/44722) and GPT-Neo (44018/44068). Most other pairs are only thematically similar output-tracing refactors across unrelated model families, so they should stay separate.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44722 is the best representative of the repeated GPT-J/CodeGen tracing refactor: it targets the shared decorator-based output-capture change, touches the relevant code paths, and is the clearest later variant of the same implementation family.", + "canonical_pr_reason": "PR 44066 is the best canonical representative for the GPT-J/CodeGen cluster because it explicitly links #43979 and shows the shared GPT-J block change alongside the CodeGen sibling. The GPT-Neo cluster is separate and should not be folded into that reasoning.", "best_issue_reason": null, - "best_pr_reason": "PR 44722 is the strongest stand-alone exemplar of the shared GPT-J/CodeGen output-tracing change; it is concrete, code-path specific, and closest to a mergeable final form among the duplicates.", + "best_pr_reason": "PR 44066 is the strongest single landing spot for triage: it spans the GPT-J/CodeGen family, has the clearest issue linkage, and best represents that concrete code-path refactor without overgeneralizing to GPT-Neo.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different model families and code paths (Cvt/FNet vs GPT-J); shared issue target alone is not enough." + "reason": "Different model families and code paths; same output-tracing theme is too broad." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Different models and refactor targets; this is broad tracing cleanup, not the same underlying change." + "reason": "Different model families and code paths." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Same GPT-J output-tracing change in the same file; 44066 also includes CodeGen, but the GPT-J portion is the same concrete refactor." + "reason": "Same GPT-J output-tracing refactor family in the same code path; 44066 just also includes the CodeGen sibling." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "ResNet vs EfficientNet are separate model implementations; too broad to be one duplicate change." + "reason": "RegNet and EfficientNet are distinct model implementations." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "EfficientNet and GPT-J are unrelated code paths despite the same umbrella issue." + "reason": "EfficientNet and GPT-J/CodeGen are unrelated code paths." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "Different models and different code paths; only a shared refactor theme." + "reason": "GPT-J/CodeGen and EfficientNet are unrelated changes." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 and DeBERTaV2 are unrelated implementations." + "reason": "MobileNetV2 and DeBERTa are unrelated model families." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen versus MGP-STR; not the same bug or change." + "reason": "GPT-J/CodeGen and MGP-STR are unrelated code paths." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen versus MPT; different model code paths." + "reason": "GPT-J/CodeGen and MPT are different model implementations." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Same GPT-Neo output-tracing refactor on the same model/file family; these are near-duplicate implementations." + "reason": "Same GPT-Neo output-tracing refactor family in the same model file/code path." }, { - "left": "pull_request:44018", - "right": "pull_request:44066", + "left": "pull_request:44066", + "right": "pull_request:44068", "accept": false, - "reason": "Different model families (GPT-Neo vs GPT-J/CodeGen)." + "reason": "GPT-J/CodeGen and GPT-Neo are different model implementations." }, { - "left": "pull_request:44066", - "right": "pull_request:44068", + "left": "pull_request:44018", + "right": "pull_request:44066", "accept": false, - "reason": "GPT-J/CodeGen and GPT-Neo are separate model code paths." + "reason": "GPT-Neo and GPT-J/CodeGen are different concrete refactors." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet and GPT-J are unrelated model implementations." + "reason": "ResNet and GPT-J/CodeGen are unrelated model code paths." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR and GPT-J are unrelated code paths." + "reason": "MGP-STR and GPT-J/CodeGen are unrelated changes." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet and GPT-J are separate model families." + "reason": "ResNet and GPT-J are unrelated model families." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo versus ResNet; same topic, different concrete changes." + "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." + "reason": "ResNet and MPT are unrelated code paths." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo and GPT-J are different models; not mergeable as one PR." + "reason": "GPT-Neo and GPT-J/CodeGen are different model families." }, { "left": "pull_request:44018", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo versus Flaubert/XLM are distinct implementations." + "reason": "GPT-Neo and Flaubert are unrelated models." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "Different models and code paths." + "reason": "GPT-Neo and Flaubert are unrelated models." }, { "left": "pull_request:44071", "right": "pull_request:44722", "accept": false, - "reason": "MPT and GPT-J are unrelated concrete changes." + "reason": "MPT and GPT-J/CodeGen are unrelated changes." }, { "left": "pull_request:44018", "right": "pull_request:44085", "accept": false, - "reason": "GPT-Neo and GPT-J are different model code paths." + "reason": "GPT-Neo and GPT-J are different model implementations." }, { "left": "pull_request:44018", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo versus MGP-STR; only topical similarity." + "reason": "GPT-Neo and MGP-STR are unrelated code paths." }, { "left": "pull_request:44068", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and MGP-STR are unrelated implementations." + "reason": "GPT-Neo and MGP-STR are unrelated." }, { - "left": "pull_request:44059", + "left": "pull_request:44071", "right": "pull_request:44086", "accept": false, - "reason": "GPT-2 and MGP-STR are different model code paths." + "reason": "MPT and MGP-STR are unrelated model changes." }, { - "left": "pull_request:44098", - "right": "pull_request:44101", + "left": "pull_request:44085", + "right": "pull_request:44086", "accept": false, - "reason": "ViLT and Flaubert/XLM are separate model families." + "reason": "GPT-J and MGP-STR are unrelated implementations." }, { "left": "pull_request:44059", - "right": "pull_request:44722", + "right": "pull_request:44086", "accept": false, - "reason": "GPT-2 and GPT-J are different concrete refactors." + "reason": "GPT-2 and MGP-STR are unrelated model families." }, { - "left": "pull_request:44017", - "right": "pull_request:44161", + "left": "pull_request:44098", + "right": "pull_request:44101", "accept": false, - "reason": "Segformer and LongT5 are unrelated implementations." + "reason": "ViLT and Flaubert are unrelated model families." }, { - "left": "pull_request:44017", + "left": "pull_request:44059", "right": "pull_request:44722", "accept": false, - "reason": "Segformer and GPT-J are different code paths." + "reason": "GPT-2 and GPT-J/CodeGen are unrelated concrete changes." }, { "left": "pull_request:44017", - "right": "pull_request:44073", - "accept": false, - "reason": "Segformer versus VisualBert; same theme, different model-specific changes." - }, - { - "left": "pull_request:44068", - "right": "pull_request:44071", - "accept": false, - "reason": "GPT-Neo and MPT are different model families." - }, - { - "left": "pull_request:44071", - "right": "pull_request:44076", + "right": "pull_request:44161", "accept": false, - "reason": "MPT and ImageGPT are separate implementations." + "reason": "SegFormer and LongT5 are unrelated model code paths." }, - { - "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 code paths." + "reason": "SegFormer and GPT-J/CodeGen are unrelated." }, { - "left": "pull_request:43997", - "right": "pull_request:44017", + "left": "pull_request:44017", + "right": "pull_request:44073", "accept": false, - "reason": "RegNet and Segformer are different models." + "reason": "SegFormer and VisualBert are different model families." }, { - "left": "pull_request:43997", - "right": "pull_request:44056", + "left": "pull_request:44068", + "right": "pull_request:44071", "accept": false, - "reason": "RegNet and MPNet are unrelated concrete changes." + "reason": "GPT-Neo and MPT are unrelated model implementations." }, { "left": "pull_request:44071", "right": "pull_request:44076", "accept": false, - "reason": "MPT and ImageGPT are different model code paths." + "reason": "MPT and ImageGPT are unrelated code paths." }, { - "left": "pull_request:44074", - "right": "pull_request:44161", + "left": "pull_request:43997", + "right": "pull_request:44073", "accept": false, - "reason": "TextNet and LongT5 are distinct implementations." + "reason": "RegNet and VisualBert are unrelated model families." }, { "left": "pull_request:43997", - "right": "pull_request:44018", + "right": "pull_request:44017", "accept": false, - "reason": "RegNet and GPT-Neo are unrelated models." + "reason": "RegNet and SegFormer are unrelated implementations." }, { - "left": "pull_request:43997", - "right": "pull_request:44161", + "left": "pull_request:44010", + "right": "pull_request:44071", "accept": false, - "reason": "RegNet and LongT5 are separate code paths." + "reason": "SqueezeBert and MPT are unrelated model code paths." }, { - "left": "pull_request:44074", - "right": "pull_request:44071", + "left": "pull_request:44073", + "right": "pull_request:44101", "accept": false, - "reason": "TextNet and MPT are different concrete changes." + "reason": "VisualBert and Flaubert are unrelated model families." }, { - "left": "pull_request:44010", + "left": "pull_request:44059", "right": "pull_request:44071", "accept": false, - "reason": "SqueezeBert and MPT are unrelated implementations." + "reason": "GPT-2 and MPT are unrelated code paths." }, { - "left": "pull_request:44010", - "right": "pull_request:44073", + "left": "pull_request:44056", + "right": "pull_request:44161", "accept": false, - "reason": "SqueezeBert and VisualBert are different model code paths." + "reason": "MPNet and LongT5 are unrelated model families." }, { "left": "pull_request:43997", - "right": "pull_request:44074", + "right": "pull_request:44018", "accept": false, - "reason": "RegNet and TextNet are separate models." + "reason": "RegNet and GPT-Neo are unrelated concrete changes." }, { - "left": "pull_request:44056", + "left": "pull_request:43997", "right": "pull_request:44161", "accept": false, - "reason": "MPNet and LongT5 are unrelated concrete refactors." + "reason": "RegNet and LongT5 are unrelated changes." }, { - "left": "pull_request:43997", - "right": "pull_request:44071", + "left": "pull_request:44074", + "right": "pull_request:44101", "accept": false, - "reason": "RegNet and MPT are different model families." + "reason": "TextNet and Flaubert are unrelated model implementations." }, { - "left": "pull_request:44074", - "right": "pull_request:44161", + "left": "pull_request:43997", + "right": "pull_request:44074", "accept": false, - "reason": "TextNet and LongT5 are not the same underlying change." + "reason": "RegNet and TextNet are unrelated model families." }, { "left": "pull_request:43996", "right": "pull_request:44161", "accept": false, - "reason": "Cvt/FNet and LongT5 are unrelated code paths." + "reason": "FNet/CVT and LongT5 are different model families." }, { "left": "pull_request:43996", "right": "pull_request:44017", "accept": false, - "reason": "Cvt/FNet and Segformer are different model families." + "reason": "FNet/CVT and SegFormer are different model families." }, { "left": "pull_request:44010", "right": "pull_request:44044", "accept": false, - "reason": "SqueezeBert and DeBERTaV2 are separate implementations." + "reason": "SqueezeBert and DeBERTa are unrelated model families." }, { "left": "pull_request:44044", - "right": "pull_request:44074", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa and SpeechT5 are unrelated model code paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", "accept": false, - "reason": "DeBERTaV2 and TextNet are unrelated models." + "reason": "DeBERTa and VITS are unrelated changes." }, { "left": "pull_request:44066", "right": "pull_request:44722", "accept": true, - "reason": "Same GPT-J/CodeGen output-tracing refactor and same underlying code path; these are duplicate implementations of the same change." + "reason": "Same GPT-J/CodeGen output-tracing family; both touch the shared concrete refactor path." }, { "left": "pull_request:44085", "right": "pull_request:44722", "accept": true, - "reason": "Both target the same GPT-J output-tracing refactor in the same file family." + "reason": "Both are GPT-J output-tracing refactors; 44722 adds the related CodeGen sibling as well." }, { "left": "pull_request:44085", "right": "pull_request:44129", "accept": false, - "reason": "GPT-J and SpeechT5 are unrelated model code paths; same issue target is not sufficient." + "reason": "GPT-J and SpeechT5 are unrelated model code paths." }, { "left": "pull_request:43996", "right": "pull_request:44007", "accept": false, - "reason": "Cvt/FNet and ResNet are different models." + "reason": "FNet/CVT and RegNet are different model families." }, { "left": "pull_request:43996", "right": "pull_request:44129", "accept": false, - "reason": "Cvt/FNet and SpeechT5 are unrelated implementations." + "reason": "FNet/CVT and SpeechT5 are unrelated model implementations." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa and SpeechT5 are unrelated code paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa and VITS are unrelated model families." }, { "left": "pull_request:44044", "right": "pull_request:44129", "accept": false, - "reason": "DeBERTaV2 and SpeechT5 are separate code paths." + "reason": "DeBERTa and SpeechT5 are unrelated code paths." }, { "left": "pull_request:44044", "right": "pull_request:44154", "accept": false, - "reason": "DeBERTaV2 and ViTS are different model families." + "reason": "DeBERTa and VITS are unrelated model families." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative: it treats the shared issue target as an umbrella and only accepts clear same-model/file-family duplicates. The accepted soft edges are plausibly mergeable into single bugfix PRs, and the rejected cross-model pairs are appropriately marked too broad." + "accept": false, + "feedback": "The pairwise verdicts are mostly conservative, but the high-level reasoning overstates the structure of the packet. The packet supports at least two tight same-family clusters: GPT-J/CodeGen (44066/44085/44722) and GPT-Neo (44018/44068). So the claim that 44066 is the \"only tight duplicate family here\" is not grounded. Also, the summary\u2019s phrasing that GPT-J/GPT-Neo variants are close enough to be duplicates in the same concrete code path is too broad; the packet treats GPT-J and GPT-Neo as different implementations. Please narrow the canonical reasoning to what the diffs actually show." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, { "label": "pull_request", - "component_index": 14, + "component_index": 13, "component_count": 35, "review_unit_index": 2, "review_unit_count": 2, @@ -23715,20 +23426,20 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "197995b2b0925877b09d728699dfa17a624a4d7ba9e93c54a2afb219a67ed612", + "prepared_review_unit_hash": "f2d0b3fc4d81c9d7a1f32124eac38208310ca5cf94484eb49eb5ca32fa06f307", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84900, - "estimated_input_tokens": 21225, - "estimated_eval_tokens": 42706 + "serialized_chars": 84902, + "estimated_input_tokens": 21226, + "estimated_eval_tokens": 42708 }, "budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 6, - "serialized_chars": 17125, + "serialized_chars": 17127, "estimated_input_tokens": 4282, "estimated_eval_tokens": 8820 }, @@ -23737,48 +23448,48 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These PRs are all model-specific refactors to standardized output tracing/capture, but they touch different architectures and code paths. They are thematically similar, not duplicates.", - "confidence": 0.97, + "summary": "These are all model-specific PRs migrating different Transformers architectures to standardized output tracing/capture helpers. They share a common refactor pattern, but each touches a different code path and does not look mergeable into one concrete fix/change.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No single PR is clearly canonical for the cluster; if one must be picked, PR 44073 is a strong representative because it shows the fuller pattern of the migration with both `capture_outputs` and `_can_record_outputs` in a typical model implementation.", "best_issue_reason": null, - "best_pr_reason": "No single PR is a true cluster canonical; each PR is an independent model-specific refactor rather than the same fix or change.", + "best_pr_reason": "PR 44073 is the best representative of the cluster because it is a straightforward, well-scoped example of the standardized output-tracing migration, but it is still specific to VisualBert rather than a shared underlying bug.", "soft_edge_verdicts": [ { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "Both migrate output tracing to capture_outputs, but one is FocalNet and the other ImageGPT; they modify different model implementations and are not the same concrete change." + "reason": "Both are output-tracing refactors, but they target different models (FocalNet vs ImageGPT) and different internal classes; this looks like the same refactor pattern, not the same concrete code-path change." }, { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "Similar standardized-output refactor, but VisualBert and TextNet are different code paths and model-specific implementations, so this is not a duplicate change." + "reason": "VisualBert and TextNet are unrelated model implementations; despite similar decorator migration, they do not appear to fix the same underlying bug or be mergeable into one PR." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "Both are output-tracing refactors, but MPNet vs VisualBert affects different model internals; not the same underlying bug or patch." + "reason": "MPNet and VisualBert are separate architectures with model-specific output-capture plumbing; the shared theme is broad refactoring, not the same code-path problem." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "Same broad theme, but MPNet and TextNet are unrelated model-specific refactors and could not reasonably be merged as one PR." + "reason": "These are different models with independent output-tracing changes; no evidence they address one shared defect or can be combined into a single PR." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are separate architectures; the diffs show similar modernization, not the same concrete code-path fix." + "reason": "RegNet and SqueezeBert are unrelated model code paths. They both migrate output handling, but that is a generic modernization, not a duplicate fix." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "Both involve output capture cleanup, but SqueezeBert vs SpeechT5 are different models and SpeechT5 has its own explicit issue-driven refactor." + "reason": "SqueezeBert and SpeechT5 touch different model stacks and different output semantics; they are not the same concrete bug/change even though both mention standardized output capture." } ] }, @@ -23791,7 +23502,7 @@ }, { "label": "pull_request", - "component_index": 15, + "component_index": 14, "component_count": 35, "review_unit_index": 1, "review_unit_count": 1, @@ -23858,7 +23569,7 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "2c1a622c2996e10ece64b8d380d3882d3bf7310daca62912b2526062e9994469", + "prepared_review_unit_hash": "4c043cd164af7a9c75c4b177eacd3cd680b1392b3c08379278f590201248d133", "component_budget": { "node_count": 13, "item_count": 13, @@ -23880,228 +23591,252 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs share a broad \"output tracing/refactor\" theme, but each one targets a different model or wrapper and a different concrete code path. They are related work, not duplicate changes.", - "confidence": 0.96, + "summary": "These PRs share a naming/template pattern around output-tracing refactors, but they are model-specific changes across different code paths and should not be merged as duplicates.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: the items are separate model-specific refactors, not the same underlying fix.", + "canonical_pr_reason": "PR 44003 is the best representative of the cluster: it shows the shared output-tracing refactor pattern in a broader, concrete form across the related Mamba/FalconMamba implementations.", "best_issue_reason": null, - "best_pr_reason": "PR 44003 is the strongest representative of the shared tracing-refactor theme because it makes broader changes across the mamba family, but it still does not subsume the other model-specific PRs.", + "best_pr_reason": "PR 44003 is the strongest cluster representative because it applies the refactor to multiple closely related files and includes the core helper-based tracing changes, while the others are narrower model-specific ports.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Different models and code paths (timm_backbone vs upernet); same refactor motif only." + "reason": "Different model families and forward paths; same refactor theme only." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Different model families (timm_backbone vs vision_text_dual_encoder); not the same concrete change." + "reason": "Timm backbone vs Vision-Text Dual Encoder are unrelated code paths." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Different architectures (timm_backbone vs univnet); only the tracing/output pattern overlaps." + "reason": "Different architectures; only the output-tracing refactor wording matches." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "One is timm_backbone, the other is mamba/falcon_mamba; separate model-specific refactors." + "reason": "Different model families and implementations; not one concrete bug/change." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Different subsystems (timm_backbone vs rwkv); no shared bug or code path." + "reason": "Timm backbone and RWKV are unrelated model paths." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "MobileNetV1 and UnivNet are unrelated model paths; same refactor theme only." + "reason": "MobileNetV1 and UnivNet are different architectures with separate refactors." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Different models (mobilenet_v1 vs upernet); not the same underlying change." + "reason": "Different model code paths; shared title is too broad." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "Different model families (mobilenet_v1 vs depth_anything); no duplicate fix here." + "reason": "MobileNetV1 and Depth Anything are unrelated implementations." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "MobileNetV1 and vision_encoder_decoder have distinct forward paths; only the tracing refactor is similar." + "reason": "Different model wrappers and forward signatures; not the same change." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "Different wrapper/model code paths (mobilenet_v1 vs speech_encoder_decoder); not a duplicate." + "reason": "MobileNetV1 and Speech-Encoder-Decoder are unrelated code paths." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "Vision-text dual encoder and UnivNet are unrelated concrete changes despite similar output-handling cleanup." + "reason": "Vision-Text Dual Encoder and UnivNet are different architectures." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Different models (vision_text_dual_encoder vs upernet); same broad refactor pattern only." + "reason": "Different model families and concrete forward logic." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "Vision-text dual encoder and mamba/falcon_mamba do not share the same bug or change." + "reason": "Distinct model implementations; shared refactor pattern only." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Different model code paths (vision_text_dual_encoder vs depth_anything); not the same change." + "reason": "Vision-Text Dual Encoder and Depth Anything are unrelated paths." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "UnivNet and UperNet are separate model implementations; no duplicate underlying fix." + "reason": "UnivNet and UperNet do not share the same underlying code path." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "Different model families (univnet vs mamba/falcon_mamba); only the refactor theme matches." + "reason": "Different model implementations; too broad to treat as duplicate." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "UnivNet and depth_anything touch different forward paths; not the same concrete issue." + "reason": "UnivNet and Depth Anything are separate model-specific changes." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "UperNet and RWKV are unrelated models; this is shared cleanup, not a duplicate bug fix." + "reason": "UperNet and RWKV are unrelated model paths." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "Different model stacks (upernet vs mamba/falcon_mamba); not mergeable as one PR." + "reason": "Different architectures and refactor scopes." }, { "left": "pull_request:44003", "right": "pull_request:44028", "accept": false, - "reason": "Mamba/FalconMamba and SuperPoint are unrelated code paths; same style of refactor only." + "reason": "Mamba/FalconMamba and SuperPoint are unrelated code paths." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "Different subsystems (mamba family vs codegen); not the same concrete change." + "reason": "Different model families; same output-tracing theme only." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "Timm backbone and CodeGen are unrelated implementations." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "UnivNet and CodeGen are different model paths." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "UperNet and CodeGen are unrelated code paths." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "Vision-Text Dual Encoder and CodeGen are unrelated changes." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "DepthAnything and VisionEncoderDecoder are separate models; no shared underlying bug." + "reason": "Depth Anything and Vision-Encoder-Decoder are different model families." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "Different model families (depth_anything vs speech_encoder_decoder); only the tracing refactor overlaps." + "reason": "Depth Anything and Speech-Encoder-Decoder are separate wrappers and code paths." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "DepthAnything and SuperPoint have unrelated code paths; not a duplicate PR." + "reason": "Depth Anything and SuperPoint are unrelated model-specific refactors." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "DepthAnything and RWKV are different model implementations; same refactor theme only." + "reason": "Depth Anything and RWKV are different architectures." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "DepthAnything and DPR are different code paths; not the same underlying change." + "reason": "Depth Anything and DPR touch unrelated forward paths." }, { "left": "pull_request:44026", "right": "pull_request:44027", "accept": false, - "reason": "VisionEncoderDecoder and SpeechEncoderDecoder are sibling wrappers, but these are still distinct PRs with separate code paths." + "reason": "Both are encoder-decoder wrappers, but they are different models and not one concrete fix." }, { "left": "pull_request:44026", "right": "pull_request:44028", "accept": false, - "reason": "Different models (vision_encoder_decoder vs superpoint); no duplicate bug/change." + "reason": "Vision-Encoder-Decoder and SuperPoint are unrelated implementations." }, { "left": "pull_request:44026", "right": "pull_request:44029", "accept": false, - "reason": "VisionEncoderDecoder and RWKV are unrelated implementations; only broad cleanup matches." + "reason": "Vision-Encoder-Decoder and RWKV are separate code paths." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "Different model families (vision_encoder_decoder vs DPR); not the same concrete fix." + "reason": "Vision-Encoder-Decoder and DPR are different model families." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "SpeechEncoderDecoder and SuperPoint do not share the same code path; only the tracing refactor is similar." + "reason": "Speech-Encoder-Decoder and SuperPoint are unrelated." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "Different model families (speech_encoder_decoder vs rwkv); not a duplicate." + "reason": "Speech-Encoder-Decoder and RWKV are different architectures." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "SpeechEncoderDecoder and DPR are separate wrapper/model changes; not the same underlying issue." + "reason": "Speech-Encoder-Decoder and DPR are unrelated code paths." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "SuperPoint and RWKV are unrelated models; shared output-handling theme only." + "reason": "SuperPoint and RWKV do not share the same underlying bug/change." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "SuperPoint and DPR touch different code paths; not a duplicate PR." + "reason": "SuperPoint and DPR are unrelated model-specific changes." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "RWKV and DPR are different model implementations; same broad refactor pattern only." + "reason": "RWKV and DPR are different model paths; shared refactor wording is not enough." } ] }, @@ -24114,7 +23849,7 @@ }, { "label": "pull_request", - "component_index": 16, + "component_index": 15, "component_count": 35, "review_unit_index": 1, "review_unit_count": 1, @@ -24131,12 +23866,12 @@ "soft_pairs": [ "pull_request:44662|pull_request:45401" ], - "prepared_review_unit_hash": "2a57ee8264c2b9d8ebc76b2572bd37edf5eac3b4e57046c2b41fda997b893bab", + "prepared_review_unit_hash": "ef1a84b7cb9736c2354eb01143ce6a2c7f42b3a8e3c9df46cba351f928767111", "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 }, @@ -24144,7 +23879,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6552, + "serialized_chars": 6551, "estimated_input_tokens": 1638, "estimated_eval_tokens": 3532 }, @@ -24153,18 +23888,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated model-addition pull requests that share only generic scaffolding patterns (docs, auto-registry, model files). They do not appear to fix the same bug or implement the same model, so they should not be clustered as duplicates.", - "confidence": 0.97, + "summary": "Both PRs add new model support, but for entirely different models and code paths: PenguinVL vs Voxtral TTS. Their overlap is only in shared Transformers scaffolding, so they are not duplicates.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: 44662 adds PenguinVL and 45401 adds Voxtral TTS, so they are distinct feature implementations with different codepaths and targets.", + "canonical_pr_reason": "PR 44662 is the better cluster anchor: it is a full, non-draft model implementation with substantial review activity, whereas 45401 is a separate draft PR for a different model.", "best_issue_reason": null, - "best_pr_reason": "Neither PR is a global best duplicate representative; both are standalone model support additions, not the same underlying change.", + "best_pr_reason": "PR 44662 is the strongest representative of the cluster because it is more mature and reviewed; 45401 targets a different model family and should not be merged with it.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Different models and APIs (PenguinVL vs Voxtral TTS). The overlap is only in shared Hugging Face integration files, which is too generic to indicate the same underlying change." + "reason": "Different model additions with distinct implementations and tests; shared auto/docs files are generic boilerplate, not evidence of the same underlying change." } ] }, @@ -24177,7 +23912,7 @@ }, { "label": "pull_request", - "component_index": 17, + "component_index": 16, "component_count": 35, "review_unit_index": 1, "review_unit_count": 1, @@ -24194,7 +23929,7 @@ "soft_pairs": [ "pull_request:44965|pull_request:46845" ], - "prepared_review_unit_hash": "9022fb27bc1d4aa83cb42bfcf40843a2f186830df88abaa6c5d7315c8ab2f954", + "prepared_review_unit_hash": "8e8dc47dbf1a8e3dd054ba735df558a9e3b4550a6cee8e1f461bff912d9d9350", "component_budget": { "node_count": 2, "item_count": 2, @@ -24216,18 +23951,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two pull requests are unrelated: one rewrites a docs workflow to convert PRs to draft, while the other tweaks CI routing and includes an unrelated code insertion. They should not be clustered as the same change.", - "confidence": 0.98, + "summary": "The two PRs are not duplicates: one changes a documentation workflow to convert PRs to draft, while the other adjusts CI branch routing and adds a dummy model-file touch to target a smaller runner. They do not fix the same underlying problem.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46845 is the more coherent representative of the cluster because it has a clear CI-related intent ('Try smaller group') and a consistent workflow change, whereas PR 44965 is a sparse, odd draft-workflow edit with no clear connection to the other PR.", + "canonical_pr_reason": "No clear canonical PR: 44965 is a workflow experiment around draft conversion, while 46845 is a CI-routing change plus a dummy code touch for runner selection.", "best_issue_reason": null, - "best_pr_reason": "PR 46845 is the best standalone representative for the cluster since it is the only PR with a recognizable, actionable CI adjustment; PR 44965 appears unrelated and less substantive.", + "best_pr_reason": "Neither PR is a good cluster anchor because they address different code paths and different goals. If forced to pick a representative, 46845 is more coherent, but it is still not the same change as 44965.", "soft_edge_verdicts": [ { "left": "pull_request:44965", "right": "pull_request:46845", "accept": false, - "reason": "Different underlying changes: 44965 edits a documentation workflow to convert PRs to draft, while 46845 changes CI branch routing and includes an unrelated model file edit. They would not plausibly be merged into one PR." + "reason": "Different workflows and different intents: 44965 rewrites the PR documentation workflow to convert PRs to draft, while 46845 changes CI branch selection and adds a placeholder code edit to steer runner behavior. They are not the same bug or change." } ] }, @@ -24240,7 +23975,7 @@ }, { "label": "pull_request", - "component_index": 18, + "component_index": 17, "component_count": 35, "review_unit_index": 1, "review_unit_count": 1, @@ -24257,12 +23992,12 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "75fc0f97bec8b2511aa4afc76cc6baaebcd33441bfff4df6b2c441fc137a537b", + "prepared_review_unit_hash": "4b73dc2c050e1c72a4f6ee9757807a409f722c06437913c71ba7b7fd0e39e669", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4407, + "serialized_chars": 4408, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -24270,7 +24005,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4407, + "serialized_chars": 4408, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -24279,18 +24014,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs are related by the general theme of module/kernel fusion, but they target different layers and different concrete changes: one introduces a generic Module Fusion API, while the other wires in n-to-1 kernel fusion through KernelConfig and model loading. They do not look mergeable as one PR or the same underlying change.", + "summary": "These PRs are related but distinct: one introduces a general Module Fusion API, while the other adds a specific n-to-1 kernel fusion path via `KernelConfig` and integration changes. They are not the same change and would not be merged as duplicates.", "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45363 is the more concrete end-user feature: it modifies kernel config, model loading, and integration code to enable a specific fusion path. PR #44979 is a separate foundational API addition, so it is not the best representative of the combined cluster.", + "canonical_pr_reason": "PR 45363 is the broader, more user-facing implementation: it wires kernel fusion through `KernelConfig`, model loading, integrations, and supporting utilities, so it is the better representative of the cluster.", "best_issue_reason": null, - "best_pr_reason": "PR #45363 is the stronger cluster representative because it has a clear, specific code-path change and user-facing integration points, whereas PR #44979 is a separate generic API layer and not the same change.", + "best_pr_reason": "PR 45363 is the best standalone PR because it covers the concrete end-to-end feature path, whereas PR 44979 is a lower-level API foundation with a narrower scope.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "Different scope and implementation: #44979 adds a new generic Module Fusion API, while #45363 implements n-to-1 kernel fusion via KernelConfig and model/integration changes. They are related concepts but not the same underlying fix/change and would not plausibly be merged into one PR." + "reason": "Not the same underlying change: 44979 adds a generic Module Fusion API, while 45363 implements a specific `KernelConfig`-driven n-to-1 kernel fusion integration across loading and runtime paths." } ] }, @@ -24303,7 +24038,7 @@ }, { "label": "pull_request", - "component_index": 19, + "component_index": 18, "component_count": 35, "review_unit_index": 1, "review_unit_count": 1, @@ -24320,7 +24055,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "5684ddcddc7ed0acb5d8f91f9206e25485f1fc5815b1a14bce58d78bc8c45154", + "prepared_review_unit_hash": "2be72f3694662a460686e5a0cf09c06e145391c8df1a967ca3f2b4e56ba9f2f7", "component_budget": { "node_count": 2, "item_count": 2, @@ -24342,18 +24077,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests fix the same Mistral regex patching AttributeError in the same file, with near-identical code changes; 45317 is the more complete version because it adds tests.", - "confidence": 0.97, + "summary": "Both pull requests patch the same Mistral regex AttributeError in `src/transformers/tokenization_utils_tokenizers.py`; the later PR adds test coverage, so these look like duplicate fix attempts for one bug.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "45317 is the stronger canonical PR: it implements the same fix as 45086 but also includes test coverage, making it the more complete and reviewable change.", + "canonical_pr_reason": "`pull_request:45317` is the better representative because it contains the same code fix as 45086 plus an added test file, making it the more complete fix for the shared bug.", "best_issue_reason": null, - "best_pr_reason": "45317 is the best overall PR because it addresses the same concrete bug fix and adds tests, whereas 45086 is just the bare code change.", + "best_pr_reason": "`pull_request:45317` is the strongest single PR candidate since it addresses the same concrete `_patch_mistral_regex` AttributeError and adds regression tests, while 45086 is the narrower earlier version.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same underlying AttributeError fix in _patch_mistral_regex, same target file, and the diffs are materially the same aside from added tests in 45317." + "reason": "Same underlying bug and same changed code path in `tokenization_utils_tokenizers.py`; 45317 is essentially the fixed-up version of 45086 with tests, so they are duplicate fix attempts." } ] }, @@ -24366,7 +24101,7 @@ }, { "label": "pull_request", - "component_index": 20, + "component_index": 19, "component_count": 35, "review_unit_index": 1, "review_unit_count": 1, @@ -24383,12 +24118,12 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "69305fa655507649d3c8ba76227521d99f3557d347fd2cc9d4472ecb16e9baf9", + "prepared_review_unit_hash": "dd73d47db74e6c0e5eaa10529325453b7c5d2b17ad18f2241d5de1058edd5b82", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6065, + "serialized_chars": 6066, "estimated_input_tokens": 1517, "estimated_eval_tokens": 3290 }, @@ -24396,7 +24131,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6065, + "serialized_chars": 6066, "estimated_input_tokens": 1517, "estimated_eval_tokens": 3290 }, @@ -24405,18 +24140,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are related NemotronH refactors, but they address different layers of the model rollout: one focuses on GraniteMoeHybrid-style inheritance and conversion mapping, while the other splits NemotronH into dense/sparse variants and updates docs/auto-mapping. They are not duplicates.", - "confidence": 0.82, + "summary": "These PRs are related to NemotronH, but they target different changes: one is a conversion/refactor path for inheriting GraniteMoeHybrid-style mappings, while the other splits NemotronH into dense/sparse model packages and updates docs/auto-mapping. They overlap in files, but not in the same concrete bug or mergeable fix.", + "confidence": 0.86, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45569 is the broader, more complete implementation: it introduces the dedicated NemotronHDense/NemotronHSparse paths, updates docs and auto mappings, and turns NemotronH into a dispatcher over the new variants.", + "canonical_pr_reason": "PR 45569 is the better canonical PR for the cluster because it represents the broader, more complete model-organization change and includes the new dense/sparse model definitions, docs, and auto-mapping updates.", "best_issue_reason": null, - "best_pr_reason": "PR 45569 is the best representative of the cluster because it appears to be the main architectural change, while PR 45115 is a narrower refactor/conversion-mapping step.", + "best_pr_reason": "PR 45569 is the best representative because it covers the larger end-state architecture change for NemotronH, whereas PR 45115 is a narrower conversion-mapping/refactor adjustment.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "Related NemotronH work, but not the same concrete change: 45115 is about GraniteMoeHybrid-compatible refactoring and weight conversion mapping, whereas 45569 adds dedicated dense/sparse model variants and a dispatcher split. They would not naturally merge into one PR." + "reason": "Both touch NemotronH, but 45115 is about checkpoint conversion renaming for GraniteMoeHybrid compatibility, while 45569 is about splitting NemotronH into dense/sparse model families and updating docs/auto mappings. Different underlying changes, not one fix." } ] }, @@ -24429,7 +24164,7 @@ }, { "label": "pull_request", - "component_index": 21, + "component_index": 20, "component_count": 35, "review_unit_index": 1, "review_unit_count": 1, @@ -24446,12 +24181,12 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "a5b3edef82ad73fb4c438a98e9235afc3d291133cd8806aabcc10a8e872cd1ba", + "prepared_review_unit_hash": "a5429666ad02bbb42675fca505a26bf0a6586a59da846375de136af38fcc0f0d", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5953, + "serialized_chars": 5955, "estimated_input_tokens": 1489, "estimated_eval_tokens": 3234 }, @@ -24459,7 +24194,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5953, + "serialized_chars": 5955, "estimated_input_tokens": 1489, "estimated_eval_tokens": 3234 }, @@ -24468,18 +24203,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests work on the same heterogeneous-models feature area and even share several files, but they are not the same change: #45333 is the per-layer configuration slice, while #45332 expands into broader heterogeneous model modeling support beyond configuration. This looks like a feature split/subset relationship, not a duplicate PR pair.", + "summary": "Both PRs are about the new heterogeneous configuration feature, but they are not the same change: #45333 is config-only, while #45332 adds the broader modeling/runtime support on top of that.", "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "#45332 is the broader, more complete PR: it includes the per-layer configuration work plus additional modeling/cache/masking integration, so it is the better canonical representative of the feature cluster.", + "canonical_pr_reason": "PR #45332 is the better canonical representative because it covers the full heterogeneous-model feature set, including the per-layer config work plus the modeling/runtime integration; #45333 is a narrower subset focused on configuration only.", "best_issue_reason": null, - "best_pr_reason": "#45332 is the strongest single PR to point users to because it covers the broader end-to-end heterogeneous-model support rather than only the configuration subcomponent.", + "best_pr_reason": "PR #45332 is the strongest overall candidate for the cluster since it is the more complete implementation and subsumes the shared config work rather than just the configuration piece.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "They are related feature work, but not the same underlying code-path problem. #45333 focuses on per-layer configuration support, while #45332 extends into broader heterogeneous modeling integration; the overlap is from shared feature scope, not a duplicate change that should be merged into one PR." + "reason": "Related, but not duplicates: they share the heterogeneous config files, yet #45332 also changes modeling/cache/masking code paths and is a broader feature PR, while #45333 is limited to configuration support. They would not cleanly merge as the same concrete change." } ] }, @@ -24492,7 +24227,7 @@ }, { "label": "pull_request", - "component_index": 22, + "component_index": 21, "component_count": 35, "review_unit_index": 1, "review_unit_count": 1, @@ -24509,12 +24244,12 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "8b29891a014b34e417cf8f850d5b2837c77dea772d43de582410915c712aa2b5", + "prepared_review_unit_hash": "7a3dee3ac04ad3c46bee375c60970aaae0c23264fa9a63e2287aaed7b0142290", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5514, + "serialized_chars": 5513, "estimated_input_tokens": 1379, "estimated_eval_tokens": 3014 }, @@ -24522,7 +24257,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5514, + "serialized_chars": 5513, "estimated_input_tokens": 1379, "estimated_eval_tokens": 3014 }, @@ -24531,18 +24266,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both items are typing-related PRs, but they address different changes: #45415 enables/extends type checking across many transformer files, while #45425 adds typing helpers/protocols for specific integrations and utilities. They overlap on some files, but not on the same underlying fix/change.", - "confidence": 0.91, + "summary": "These are both typing-related PRs, but they address different workstreams: one broadly enables type checking across many Transformers modules, while the other adds typing protocols and targeted modeling_utils-related fixes. They overlap in a few files but not in the same underlying change.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45415 is the broader, more representative typing-enablement change across the codebase, so it is the better canonical representative of this cluster.", + "canonical_pr_reason": "PR 45415 is the broader, more central type-checking sweep and is the better representative of the shared typing cleanup effort.", "best_issue_reason": null, - "best_pr_reason": "PR #45415 is the strongest standalone representative because it covers the main type-checking rollout and touches the widest relevant surface area.", + "best_pr_reason": "PR 45415 is the strongest standalone PR in the cluster because it covers the wider repo-wide typing enablement and dependency-ignore configuration changes.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Related only by general typing cleanup and a few shared files; they fix different typing problems and would not plausibly merge as one PR." + "reason": "Reject: both are typing-related, but 45415 is a broad type-checking pass across many files while 45425 introduces specific typing protocols and modeling_utils integration. They touch some of the same files yet do not appear to fix the same concrete bug or change, and could be merged separately." } ] }, @@ -24555,7 +24290,7 @@ }, { "label": "pull_request", - "component_index": 23, + "component_index": 22, "component_count": 35, "review_unit_index": 1, "review_unit_count": 1, @@ -24572,7 +24307,7 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "f255fb7f7eaed8984ace0e124d1da9aad35a525852604ff0d01be58bcc3684c0", + "prepared_review_unit_hash": "efd29f895d6f7998a485f36aae758095d5cffc0699959d0c5d707231b060c729", "component_budget": { "node_count": 2, "item_count": 2, @@ -24594,18 +24329,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are both EP-related pull requests, but they fix different bugs in different loading paths: one targets distributed config serialization/`has_ep` for DeepSpeed ZeRO-3 loading, while the other prevents expert parameters from being overwritten during FSDP2/sharded loading. They are similar in theme, not the same underlying change.", - "confidence": 0.97, + "summary": "Two closely related but distinct PRs about expert-parallel loading in Transformers. They overlap in EP plumbing and share `modeling_utils.py`, but they fix different concrete bugs and are not mergeable as one change.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR #45662 is the stronger canonical PR: it addresses a specific EP loading corruption bug during distributed/sharded parameter handling and includes the main code-path fix in model loading, with additional EP integration updates.", "best_issue_reason": null, - "best_pr_reason": "No duplicate canonical PR here. If a representative PR is needed, 45662 is the stronger exemplar because it addresses a single concrete overwrite bug in the load path; 45548 is a separate compatibility fix around config handling and EP detection.", + "best_pr_reason": "PR #45662 is the best representative of the cluster because it targets the clearest underlying failure mode\u2014expert parameters being overwritten during loading\u2014and its changes are broader and more directly tied to the loading path than #45548.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Both concern expert parallelism and loading, but 45548 fixes distributed config serialization/`has_ep` for ZeRO-3, whereas 45662 fixes experts being overwritten by rank-0 broadcast in a different FSDP2/sharding path. Different bug, different code path." + "reason": "Both concern EP-related loading, but #45548 fixes config serialization and accelerate/ZeRO-3 launch behavior, while #45662 fixes rank-0 broadcast overwriting experts during loading. Different bug, different code path, not the same change." } ] }, @@ -24616,6 +24351,80 @@ "error_kind": null, "error_message": null }, + { + "label": "pull_request", + "component_index": 23, + "component_count": 35, + "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-45630-3", + "nodes": [ + "pull_request:45630", + "pull_request:46831", + "pull_request:46978" + ], + "soft_pairs": [ + "pull_request:45630|pull_request:46978", + "pull_request:46831|pull_request:46978" + ], + "prepared_review_unit_hash": "0bfebd35563125cf60f29c95205aa2509241b092525576bae1d9238f3e270cf8", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 9370, + "estimated_input_tokens": 2343, + "estimated_eval_tokens": 4942 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 9370, + "estimated_input_tokens": 2343, + "estimated_eval_tokens": 4942 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "PR 46831 and PR 46978 address the same underlying CPU-offload/accelerate-hook failure in Qwen3.5/Qwen3-Next conv1d paths, with 46978 being the broader, more reusable fix. PR 45630 is unrelated model-addition work and should not be linked as a duplicate.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46978 is the better canonical PR because it implements the underlying hook-firing fix generically in accelerate and applies it across affected linear-attention models, including the Qwen3.5/Qwen3-Next paths covered by the narrower patch.", + "best_issue_reason": null, + "best_pr_reason": "PR 46978 is the best representative for the duplicate cluster because it solves the concrete accelerate-hook/device_map CPU offload bug at the framework level rather than only patching one model instance.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45630", + "right": "pull_request:46978", + "accept": false, + "reason": "Kimi2-6 model addition vs accelerate-hook bug fix are unrelated changes; they do not share the same underlying problem or merge into one PR." + }, + { + "left": "pull_request:46831", + "right": "pull_request:46978", + "accept": true, + "reason": "Both target the same conv1d/accelerate hook failure causing bad generation under CPU offload; 46978 generalizes the same fix and could plausibly subsume the narrower Qwen3.5/Qwen3-Next patch." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays within the packet: 45630 is clearly unrelated model-addition work, while 46831 and 46978 both address the same accelerate/CPU-offload hook problem in the Qwen3.5/Qwen3-Next linear-attention/conv1d paths. The softer language about 46978 being broader is conservative and supported by its framework-level hook fix plus model updates." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, { "label": "pull_request", "component_index": 24, @@ -24635,7 +24444,7 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "07f3c7229ecc0d5699563f205495532dc52c89b8bc5b01d23bc8d2807e0f6697", + "prepared_review_unit_hash": "632d13e1c89943997b37468d70bab523333afc8f9c5a610affb38effecfaa2e3", "component_budget": { "node_count": 2, "item_count": 2, @@ -24657,18 +24466,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two related PRs address xdist/captured_info logging, but they are not the same concrete change: one fixes the producer path in testing_utils, while the other also changes CI workflow log collection.", - "confidence": 0.67, - "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45645 is the broader, more representative patch: it includes the xdist-safe logging change and the CI workflow update to collect multiple captured_info files.", - "best_issue_reason": null, - "best_pr_reason": "PR 45645 best represents the cluster because it covers the full end-to-end xdist logging problem, including artifact generation and CI retrieval.", + "summary": "Both PRs target issue #45561 and address the same xdist-related captured_info logging problem in `testing_utils.py`; PR #45645 is the broader, more complete version because it also updates the CI workflow to read multiple split log files.", + "confidence": 0.91, + "canonical_issue_reason": "Issue #45561 is the explicit shared tracker for the xdist-safe captured_info/log handling fix.", + "canonical_pr_reason": "PR #45645 is the best canonical PR because it includes the core xdist-safe write change plus the CI-side aggregation needed to preserve/debug the split captured_info files.", + "best_issue_reason": "Issue #45561 is the only explicit issue target and matches the bug both PRs are fixing.", + "best_pr_reason": "PR #45645 is the strongest representative: it covers the producer-side fix in `testing_utils.py` and the consumer-side workflow update, making the end-to-end solution more complete than #45639.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", - "accept": false, - "reason": "Related and sharing the same issue target, but not a duplicate: 45639 only changes the testing_utils output path logic, while 45645 also changes the CI workflow to read multiple captured_info files. These are adjacent fixes on producer vs consumer paths and could coexist in one larger PR, but they are not the same exact change." + "accept": true, + "reason": "Same underlying xdist collision bug for `captured_info` artifacts; #45645 extends the same fix with workflow support for multiple output files, so they could plausibly be merged into one PR." } ] }, @@ -24698,7 +24507,7 @@ "soft_pairs": [ "pull_request:45720|pull_request:46259" ], - "prepared_review_unit_hash": "ed6e28af1765a5af2d241332bef908d9952fdab61fa042082b122c87053497a8", + "prepared_review_unit_hash": "3d643024282409dd1c16381fa5d0a9f8f5ed59bed0b4057a89033754ef49d4b7", "component_budget": { "node_count": 2, "item_count": 2, @@ -24720,18 +24529,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated linter/chore PRs. PR 45720 adds TRF003-related `can_return_tuple` handling across multiple model forwards, while PR 46259 adds a different TRF018 modeling rule with broad initialization changes. The overlap in touched model files is incidental, not the same underlying fix.", + "summary": "These are two unrelated linter-rule PRs in Transformers: one implements TRF003 tuple-return handling for several model forwards, the other adds TRF018 modeling-rule cleanup across a different set of models. They overlap in scope and filenames but do not fix the same underlying issue.", "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "No true duplicate here; if one PR must represent the cluster, PR 45720 is the narrower, more concrete code-path change, while PR 46259 is a separate lint-rule implementation.", + "canonical_pr_reason": "PR #46259 is the better canonical PR because it is a broader, more self-contained modeling-rule change with clearer scope and stronger review activity.", "best_issue_reason": null, - "best_pr_reason": "PR 45720 is the better representative of the pair because it is a focused implementation of one concrete rule across forward methods; PR 46259 addresses a different linter rule and should not be merged with it.", + "best_pr_reason": "PR #46259 is the best overall representative of the cluster: it has the clearer higher-level rule addition and broader model coverage, while #45720 is a narrower TRF003 implementation slice.", "soft_edge_verdicts": [ { "left": "pull_request:45720", "right": "pull_request:46259", "accept": false, - "reason": "Different lint rules and different fixes: TRF003 tuple-return handling vs TRF018 weight-init modeling changes. Shared model filenames are not enough to make these the same PR." + "reason": "Not a duplicate: they implement different linter rules (TRF003 vs TRF018) with different target behavior and different concrete code-path changes, so they would not plausibly be merged into one PR." } ] }, @@ -24827,40 +24636,40 @@ "soft_pairs": [ "pull_request:45932|pull_request:46100" ], - "prepared_review_unit_hash": "e8ca266c3ffc1524cbac9a55c551b0588219147fdf632f29eefaabf860064f4d", + "prepared_review_unit_hash": "29033aefca0c94bc21781164ec82e4576e30cafda13c1c3c21ed1b3d162d9e92", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5161, - "estimated_input_tokens": 1291, - "estimated_eval_tokens": 2838 + "serialized_chars": 5160, + "estimated_input_tokens": 1290, + "estimated_eval_tokens": 2836 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5161, - "estimated_input_tokens": 1291, - "estimated_eval_tokens": 2838 + "serialized_chars": 5160, + "estimated_input_tokens": 1290, + "estimated_eval_tokens": 2836 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs are not duplicates: one is a broad model/CI change with telemetry secrets and model code tweaks, while the other is a test migration adding kernel/model tests. They do not appear to fix the same code-path problem or merge into one coherent change.", - "confidence": 0.95, + "summary": "The PRs are not duplicates. #45932 is a small CI/telemetry plus model-constant tweak PR, while #46100 is a large test migration adding kernel and model tests. They do not appear to fix or implement the same underlying change.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45932 is the broader functional change and the more likely representative of the cluster: it touches CI/workflow plumbing and multiple model files, whereas #46100 is a focused test migration.", + "canonical_pr_reason": "No canonical PR: the two pull requests target different workstreams and different concrete code changes.", "best_issue_reason": null, - "best_pr_reason": "PR #45932 is the best single representative because it has the wider product/code impact and is not merely test scaffolding.", + "best_pr_reason": "Neither PR is a good global representative of the pair because they are unrelated; #45932 is narrower, but it does not match the test-migration scope of #46100.", "soft_edge_verdicts": [ { "left": "pull_request:45932", "right": "pull_request:46100", "accept": false, - "reason": "Both are test-adjacent, but they address different things: #45932 changes CI secrets and model implementation/config defaults, while #46100 migrates/ \u0561\u057e\u0565\u056cds tests. No shared concrete bug or change target is evident." + "reason": "Different changesets and goals: #45932 touches CI/workflow and a few model files, while #46100 adds substantial test infrastructure and model tests. They are not the same underlying bug or fix." } ] }, @@ -24890,7 +24699,7 @@ "soft_pairs": [ "pull_request:46126|pull_request:46269" ], - "prepared_review_unit_hash": "d4c50e01670fa10185893d2f152a5f8da77dfc9295a3721b2b759b1359524c50", + "prepared_review_unit_hash": "e7a8a90233de50d5d50bd4b30b94bb6fc1b6b2a696c508159eb95ddce02fff94", "component_budget": { "node_count": 2, "item_count": 2, @@ -24912,18 +24721,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two open PRs in the distributed stack, but they are not the same underlying change. PR #46126 is a focused EP/Trainer integration, while PR #46269 is a broad distributed-branch base touching many unrelated areas. The shared files are too generic to justify deduping.", - "confidence": 0.93, + "summary": "These PRs overlap in distributed internals, but they are not the same change: one is a focused EP/Trainer integration patch, the other is a broad distributed branch base with many unrelated files. I would not merge them as duplicates.", + "confidence": 0.84, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46126 is the better canonical PR for this cluster because it is the more focused, concrete change set centered on EP + Trainer integration. PR #46269 is a broad umbrella branch with many distributed/FSDP/MoE edits and is not a clean representative of a single bugfix or feature.", + "canonical_pr_reason": "PR 46126 is the more specific, self-contained change focused on EP and Trainer integration; PR 46269 is a broad base branch touching many subsystems and is not a good canonical representative for this cluster.", "best_issue_reason": null, - "best_pr_reason": "PR #46126 is the best representative artifact here: its scope is narrower and the intent is explicit. PR #46269 is too sprawling to serve as a good canonical duplicate target.", + "best_pr_reason": "PR 46126 is the best representative because it targets a concrete code path and feature, whereas PR 46269 is too broad and heterogeneous to serve as a clean duplicate anchor.", "soft_edge_verdicts": [ { "left": "pull_request:46126", "right": "pull_request:46269", "accept": false, - "reason": "Overlap in distributed filenames does not mean same change. #46126 adds EP routing/trainer integration, while #46269 is a large base-branch distributed refactor spanning FSDP, MoE, CI, and many unrelated modules. They do not look mergeable as one PR." + "reason": "Shared distributed files are not enough here: 46126 is a targeted EP/Trainer integration patch, while 46269 is a broad distributed branch base touching many unrelated areas. They do not appear to fix the same underlying bug or represent one mergeable PR." } ] }, @@ -24991,220 +24800,220 @@ "pull_request:46504|pull_request:46716", "pull_request:46432|pull_request:46716" ], - "prepared_review_unit_hash": "22a0d4209244cac0382256a95915103d4a543abd427c938af9ad807d7bf4af30", + "prepared_review_unit_hash": "ae2802d816843aa3f2de890609f2d0bb4d9bcdef6cfd5ee21aa0582765958ddc", "component_budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 31, - "serialized_chars": 26672, - "estimated_input_tokens": 6668, - "estimated_eval_tokens": 13592 + "serialized_chars": 26673, + "estimated_input_tokens": 6669, + "estimated_eval_tokens": 13594 }, "budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 31, - "serialized_chars": 26672, - "estimated_input_tokens": 6668, - "estimated_eval_tokens": 13592 + "serialized_chars": 26673, + "estimated_input_tokens": 6669, + "estimated_eval_tokens": 13594 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is over-broad: it groups several unrelated workflow-maintenance PRs, and even the multiple pr-ci-security-gate.yml updates make different changes. None of the soft pairs looks like the same underlying fix/change.", - "confidence": 0.92, + "summary": "The cluster is a mix of unrelated workflow-maintenance PRs. The only dense subgroup is the pr-ci-security-gate changes, but those PRs modify different behaviors in the same file rather than the same underlying change, so they should not be deduped.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "No single PR is a good canonical representative because the items span different workflows and the pr-ci-security-gate.yml entries address different concerns (permissions, checkout/ref handling, reusable-workflow hardening, secrets handling).", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "There is no strong global best PR for the cluster since it is not a true duplicate set; any representative would mislead because the changes are heterogeneous.", + "best_pr_reason": "PR 46554 is the most substantive representative: it introduces the actual security-gate logic change, while the other PRs in the cluster are smaller, unrelated workflow tweaks or follow-up hardening edits.", "soft_edge_verdicts": [ + { + "left": "pull_request:46138", + "right": "pull_request:46504", + "accept": false, + "reason": "Both are workflow command-safety tweaks, but they fix different scripts in different workflows and are not the same change." + }, { "left": "pull_request:46138", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and different changes; one updates self-comment-ci command piping, the other hardens ssh-runner downloads and env handling." + "reason": "Different workflows and different problems: stdin handling for self-comment CI vs security checks in pr-ci-security-gate." }, { "left": "pull_request:46138", "right": "pull_request:46558", "accept": false, - "reason": "Unrelated workflows; self-comment-ci command invocation versus pr-ci-security-gate permission/approval logic." + "reason": "Same file is not enough here; these are distinct workflow edits with different effects." }, { "left": "pull_request:46138", "right": "pull_request:46563", "accept": false, - "reason": "Different workflow files and different purposes; no shared code-path bug." + "reason": "Unrelated workflow changes; one updates a comment/permission path, the other changes CI message piping." }, { "left": "pull_request:46138", "right": "pull_request:46716", "accept": false, - "reason": "Different workflows; one is self-comment-ci scripting, the other changes secrets handling in pr-ci-security-gate." + "reason": "Different workflow concern and different code path; not a duplicate change." }, { - "left": "pull_request:46138", - "right": "pull_request:46504", + "left": "pull_request:46432", + "right": "pull_request:46501", + "accept": false, + "reason": "Security hardening of ssh-runner vs a permissions tweak in anti-slop; unrelated changes." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46502", "accept": false, - "reason": "Different workflow files and behavior; build-ci-docker-images command quoting is unrelated to self-comment-ci." + "reason": "Different workflows and different fixes; no shared underlying bug." }, { "left": "pull_request:46432", "right": "pull_request:46503", "accept": false, - "reason": "Different workflow files and distinct behavior changes in ssh-runner versus benchmark_v2." + "reason": "SSH runner hardening and benchmark trigger expansion are separate changes." }, { "left": "pull_request:46432", - "right": "pull_request:46501", + "right": "pull_request:46554", "accept": false, - "reason": "Different workflow files; ssh-runner hardening is unrelated to anti-slop permissions." + "reason": "Different workflow files and different purposes; not the same bug or fix." }, { "left": "pull_request:46432", - "right": "pull_request:46502", + "right": "pull_request:46558", "accept": false, - "reason": "Different workflow files and unrelated fixes; ssh-runner versus assign-reviewers checkout ref." + "reason": "Distinct workflow hardening items with different behavior changes." }, { "left": "pull_request:46432", - "right": "pull_request:46554", + "right": "pull_request:46563", "accept": false, - "reason": "Different workflow files and problems; ssh-runner changes are not the same as pr-ci-security-gate changes." + "reason": "No duplicate: ssh-runner secret handling vs pr-ci-security-gate workflow reference change." }, { "left": "pull_request:46432", - "right": "pull_request:46558", + "right": "pull_request:46716", "accept": false, - "reason": "Different workflow files and unrelated changes; no shared underlying bug." + "reason": "Different workflow and different security issue; not mergeable as one fix." }, { "left": "pull_request:46501", - "right": "pull_request:46503", + "right": "pull_request:46502", "accept": false, - "reason": "Both are workflow YAML updates, but they fix different workflows and different behaviors; not duplicates." + "reason": "Both are small workflow updates, but they address different jobs and different code paths." }, { "left": "pull_request:46501", - "right": "pull_request:46502", + "right": "pull_request:46503", "accept": false, - "reason": "Different workflow files and unrelated CI settings changes." + "reason": "Permissions change for anti-slop vs benchmark dispatch support; unrelated." }, { "left": "pull_request:46501", "right": "pull_request:46504", "accept": false, - "reason": "Different workflows and different fixes; anti-slop permissions versus build-ci image trigger quoting." + "reason": "Different workflows and different fixes; no same underlying change." }, { "left": "pull_request:46501", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and unrelated changes; anti-slop permissions is not the same issue as pr-ci-security-gate hardening." + "reason": "Anti-slop permissions and pr-ci-security-gate logic are unrelated." }, { "left": "pull_request:46502", "right": "pull_request:46503", "accept": false, - "reason": "Different workflows and different functionality; assign-reviewers checkout ref versus benchmark dispatch support." + "reason": "Reviewer checkout ref fix and benchmark trigger expansion are separate changes." }, { "left": "pull_request:46502", "right": "pull_request:46504", "accept": false, - "reason": "Different workflows and distinct CI logic changes." + "reason": "Different workflows and different symptoms; not a duplicate." }, { "left": "pull_request:46502", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows and unrelated concerns; no same code-path problem." + "reason": "No shared code path; assign-reviewers checkout ref vs security gate checks." }, { "left": "pull_request:46503", "right": "pull_request:46504", "accept": false, - "reason": "Different workflows and different trigger logic; not the same fix." + "reason": "Both touch workflows, but one adds dispatch support while the other fixes shell handling; unrelated." }, { "left": "pull_request:46503", "right": "pull_request:46554", "accept": false, - "reason": "Different workflows; benchmark dispatch support is unrelated to pr-ci-security-gate security checks." + "reason": "Different workflows and different functionality; not the same change." }, { "left": "pull_request:46504", "right": "pull_request:46554", "accept": false, - "reason": "Different workflow files and different underlying problems; build-ci image trigger quoting versus pr-ci-security-gate security checks." + "reason": "Both involve workflow hardening, but they fix different jobs and different inputs." }, { "left": "pull_request:46504", "right": "pull_request:46558", "accept": false, - "reason": "Different workflows and different behavior changes; not mergeable as one duplicate fix." - }, - { - "left": "pull_request:46554", - "right": "pull_request:46558", - "accept": false, - "reason": "Same file, but different fixes in the same workflow: one adds checkout-based file scanning, the other changes permissions/approval gating." + "reason": "Same broad area but different concrete change: command quoting vs permissions/approval logic." }, { - "left": "pull_request:46554", + "left": "pull_request:46504", "right": "pull_request:46563", "accept": false, - "reason": "Same file, but different fixes: one adds repo checkout and diff checks, the other adds a safety note on the reusable workflow call." + "reason": "Different workflow behavior and different failure mode; not duplicate." }, { - "left": "pull_request:46554", + "left": "pull_request:46504", "right": "pull_request:46716", "accept": false, - "reason": "Same file, but different changes: checkout-based security checks versus replacing inherited secrets with empty secrets." + "reason": "Command quoting fix in build-ci vs secrets handling in pr-ci-security-gate are unrelated." }, { - "left": "pull_request:46558", - "right": "pull_request:46563", + "left": "pull_request:46554", + "right": "pull_request:46558", "accept": false, - "reason": "Same file, but different concerns; permissions/approval gating is not the same change as the safety-note update." + "reason": "Same file, but one adds checkout/diff-based checks and the other changes workflow permissions/approval flow." }, { - "left": "pull_request:46558", - "right": "pull_request:46716", + "left": "pull_request:46554", + "right": "pull_request:46563", "accept": false, - "reason": "Same file, but different fixes; permissions tightening is distinct from changing secrets forwarding." + "reason": "These are different edits to the same workflow file, not the same underlying bug/change." }, { - "left": "pull_request:46563", + "left": "pull_request:46554", "right": "pull_request:46716", "accept": false, - "reason": "Same file, but one adds commentary about workflow safety while the other changes secrets behavior; not the same underlying change." - }, - { - "left": "pull_request:46504", - "right": "pull_request:46563", - "accept": false, - "reason": "Different workflow files and distinct CI hardening changes; not duplicates." + "reason": "Security-gate logic addition vs secrets inheritance removal; related area but distinct fixes." }, { - "left": "pull_request:46432", + "left": "pull_request:46558", "right": "pull_request:46563", "accept": false, - "reason": "Different workflows and unrelated changes." + "reason": "Same workflow file, but separate changes with different intent and behavior." }, { - "left": "pull_request:46504", + "left": "pull_request:46558", "right": "pull_request:46716", "accept": false, - "reason": "Different workflows and different problems; no shared code-path fix." + "reason": "Different pr-ci-security-gate modifications; not the same concrete change." }, { - "left": "pull_request:46432", + "left": "pull_request:46563", "right": "pull_request:46716", "accept": false, - "reason": "Different workflows and unrelated changes." + "reason": "One changes comments/reusable-workflow reference, the other changes secret passing; distinct fixes." } ] }, @@ -25289,48 +25098,48 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-46310-2", + "cluster_id": "cluster-46281-2", "nodes": [ - "pull_request:46310", - "pull_request:46546" + "pull_request:46281", + "pull_request:46890" ], "soft_pairs": [ - "pull_request:46310|pull_request:46546" + "pull_request:46281|pull_request:46890" ], - "prepared_review_unit_hash": "ba01073cbabb4b03f7a68bea62f1846ebece601208dd07b7c735e6cb4822f160", + "prepared_review_unit_hash": "d96497b8223e0c0dffb389f17f430a6377b1210f82b9f27a0dd94e1a96ae3c82", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4851, - "estimated_input_tokens": 1213, - "estimated_eval_tokens": 2682 + "serialized_chars": 4279, + "estimated_input_tokens": 1070, + "estimated_eval_tokens": 2396 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4851, - "estimated_input_tokens": 1213, - "estimated_eval_tokens": 2682 + "serialized_chars": 4279, + "estimated_input_tokens": 1070, + "estimated_eval_tokens": 2396 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs fix the same sliding-window right-boundary off-by-one bug in Moonshine streaming; PR 46546 is the broader, more complete fix and also covers Gemma4 plus tests.", - "confidence": 0.9, + "summary": "Two separate security-hardening PRs that both block path traversal, but they address different inputs and code paths: sharded checkpoint filenames from the hub index vs. an explicit `transformers_weights` filename in model loading. They are related by theme, not duplicate enough to cluster together.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46546 is the better canonical PR because it includes the Moonshine streaming boundary fix plus the related Gemma4 correction and test coverage, making it the more complete superset of the change.", + "canonical_pr_reason": "No single canonical PR: 46281 hardens sharded-checkpoint shard resolution in `src/transformers/utils/hub.py`, while 46890 hardens explicit `transformers_weights` file resolution in `src/transformers/modeling_utils.py`. Different entry points and fixes.", "best_issue_reason": null, - "best_pr_reason": "PR 46546 is the strongest representative of the underlying bug/fix set: same boundary correction as 46310, but expanded to another affected model and accompanied by tests.", + "best_pr_reason": "46890 is the cleaner representative of a standalone path-traversal fix, but it is not the same bug as 46281 and should not be treated as a duplicate/merge candidate for that PR.", "soft_edge_verdicts": [ { - "left": "pull_request:46310", - "right": "pull_request:46546", - "accept": true, - "reason": "Both PRs correct the same right-window boundary condition (`-dist <= right_window_size` vs `<`) in the Moonshine streaming mask; 46546 simply broadens the same fix to Gemma4 and adds tests, so they are the same underlying change." + "left": "pull_request:46281", + "right": "pull_request:46890", + "accept": false, + "reason": "Both are path-traversal mitigations, but they protect different resolution flows (`weight_map` shard files vs. explicit `transformers_weights` filenames) and would not be merged into one PR without conflating distinct bugs." } ] }, @@ -25366,58 +25175,58 @@ "pull_request:46425|pull_request:46509", "pull_request:46425|pull_request:46917" ], - "prepared_review_unit_hash": "6444fa4c2acd61bfc5b04b3750f1ab9f58ed03c24c590458ad44b5bf278cf9f4", + "prepared_review_unit_hash": "8d2aae6a593ec6aa0242fbf11995ae7e35aec67922af8d188eefa2983ead813e", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 4, - "serialized_chars": 13751, - "estimated_input_tokens": 3438, - "estimated_eval_tokens": 7132 + "serialized_chars": 13747, + "estimated_input_tokens": 3437, + "estimated_eval_tokens": 7130 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 4, - "serialized_chars": 13751, - "estimated_input_tokens": 3438, - "estimated_eval_tokens": 7132 + "serialized_chars": 13747, + "estimated_input_tokens": 3437, + "estimated_eval_tokens": 7130 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is heterogeneous: it mixes continuous-batching multimodal work, two unrelated new model integrations, another model integration, and a deprecation cleanup. The soft similarity links are too broad to indicate duplicate PRs.", - "confidence": 0.96, + "summary": "These PRs are unrelated: three add different model integrations and one is a small deprecation cleanup. They do not share the same underlying bug or change request, so none of the soft duplicate edges should be accepted.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "No true canonical PR: the items are not the same change set or bugfix, so there is no single PR that should represent the cluster as a duplicate.", + "canonical_pr_reason": "No single canonical PR: the items cover separate features and cleanup work across different code paths, not one duplicated change.", "best_issue_reason": null, - "best_pr_reason": "46425 is the cleanest standalone representative if one must be picked: it is a self-contained model addition with docs, auto-mapping, and tests.", + "best_pr_reason": "No global best PR for a duplicate cluster; the set is heterogeneous and does not represent one underlying change.", "soft_edge_verdicts": [ { "left": "pull_request:46376", "right": "pull_request:46417", "accept": false, - "reason": "Different features in different code paths: continuous batching multimodal support vs. adding the HunYuan VL model." + "reason": "Different changes: continuous batching multimodal support versus adding the HunYuan VL model. Separate subsystems and code paths." }, { "left": "pull_request:46376", "right": "pull_request:46425", "accept": false, - "reason": "Unrelated scopes: continuous batching infrastructure changes vs. adding RADIO model support." + "reason": "One is continuous batching infrastructure, the other adds RADIO model support. They are not the same bug or feature." }, { "left": "pull_request:46425", "right": "pull_request:46509", "accept": false, - "reason": "Both are model-addition PRs, but for different models and implementations; not the same underlying change." + "reason": "Both are model additions, but for different models and implementations (RADIO vs Nemotron Omni), so not duplicates." }, { "left": "pull_request:46425", "right": "pull_request:46917", "accept": false, - "reason": "Different work entirely: new RADIO model support vs. removing deprecated args / image-processor API cleanup." + "reason": "Model addition versus removal of deprecated training/image-processing args; unrelated change types and code paths." } ] }, @@ -25447,7 +25256,7 @@ "soft_pairs": [ "pull_request:46574|pull_request:46580" ], - "prepared_review_unit_hash": "6eb9cb486a52589cb8134150e1b969383a07b1929e598b3d473638ecdaf3905c", + "prepared_review_unit_hash": "47479c6b8866aa84479607aca27ce0cdba7270f01c98097d008c4db6f9dc41d6", "component_budget": { "node_count": 2, "item_count": 2, @@ -25469,18 +25278,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs in the cluster address different bugs in different code paths: one fixes CodeLlama tokenizer decoding/leading-space stripping, the other fixes DeepSeek-Coder/DeepSeek-LLM tokenizer-class selection in AutoTokenizer. They are not duplicates and should stay separate.", - "confidence": 0.98, + "summary": "The two pull requests are related only at a very broad tokenizer level, but they fix different bugs in different code paths: CodeLlama decode stripping vs. DeepSeek checkpoint tokenizer-class routing. They should not be clustered as duplicates or merged into one PR.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No single canonical PR: 46574 and 46580 address different underlying tokenizer issues and are not mergeable as one change.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "PR 46574 is the more self-contained concrete fix, but it is not a duplicate of 46580; 46580 is a separate auto-tokenizer routing change for different checkpoints.", "soft_edge_verdicts": [ { "left": "pull_request:46574", "right": "pull_request:46580", "accept": false, - "reason": "Different models and failures: CodeLlama decode stripping vs DeepSeek auto-tokenizer misclassification. They touch separate files and fixes are not mergeable into one PR." + "reason": "Different underlying bugs and code paths: 46574 fixes CodeLlama decode stripping, while 46580 changes auto tokenizer-class resolution for DeepSeek checkpoints. They do not look like the same change and should not be merged as one PR." } ] }, @@ -25510,7 +25319,7 @@ "soft_pairs": [ "pull_request:46603|pull_request:46604" ], - "prepared_review_unit_hash": "6221b09d265a41fb007707248ab900a5b935e180c2cccbb664a58db5c74267ae", + "prepared_review_unit_hash": "0c2e2cb89c217dc63e77d2dff92ee72d7733fd91968088a2149f1615b8a02a35", "component_budget": { "node_count": 2, "item_count": 2, @@ -25532,18 +25341,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two different Mistral PRs: one refactors/moves MistralConverter into the integrations package, while the other adds tekken tokenizer detection, conversion, and save utilities. They share files because they touch the same Mistral tokenizer codepath, but they do not appear to be the same change.", - "confidence": 0.94, + "summary": "Two Mistral PRs overlap in files but target different changes: a converter/package refactor vs. a new tekken tokenizer feature set. They are related work, not duplicates.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46604 is the more substantial and representative Mistral tokenizer change; PR #46603 is a narrower refactor that relocates existing converter code.", + "canonical_pr_reason": "PR #46603 is the more focused, self-contained change: moving `MistralConverter` into the Mistral integrations package. It looks like the cleaner representative of the cluster.", "best_issue_reason": null, - "best_pr_reason": "PR #46604 is the best anchor for this cluster because it introduces the new tokenizer functionality, whereas PR #46603 is just an organizational move of converter code.", + "best_pr_reason": "PR #46603 is the best single representative here because it is narrower and more concrete; PR #46604 is a broader draft feature PR and not the same code-path change.", "soft_edge_verdicts": [ { "left": "pull_request:46603", "right": "pull_request:46604", "accept": false, - "reason": "Different underlying changes: #46603 moves MistralConverter into integrations/mistral, while #46604 adds tekken tokenizer detection/conversion/save behavior. Shared files alone are not enough to treat them as the same PR." + "reason": "Reject: although both touch Mistral tokenizer code, #46603 is a refactor/move of `MistralConverter` while #46604 adds tekken tokenizer detection, conversion, and save utilities. Different concrete functionality and not plausibly one merged PR." } ] }, @@ -25573,7 +25382,7 @@ "soft_pairs": [ "pull_request:46933|pull_request:46942" ], - "prepared_review_unit_hash": "d8eff921ea07efc648fa1c4f1d516b81c4521f1e4fdb8dedcd8408372620e3d7", + "prepared_review_unit_hash": "6c729f38fec6732075c9b293138c7176b15ae7dd62d1c40a427c8d27025a9550", "component_budget": { "node_count": 2, "item_count": 2, @@ -25595,18 +25404,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate model-specific fixes for the same general anti-pattern (casting activations to quantized weight dtypes), but they affect different code paths and cannot be treated as duplicates: Gemma4 vision/audio embedders vs. TimesFM 2.5 ResidualBlock.", - "confidence": 0.96, + "summary": "Two PRs fix the same class of quantization-casting mistake, but in different model code paths and different model families, so they should not be treated as duplicates. PR 46933 is the stronger representative of the cluster because it has an explicit issue link and broader context.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 46933 is the best representative PR in this cluster: it has an explicit issue target, more discussion activity, and clearly documents the dtype-casting fix across Gemma4 vision/audio embedder paths.", "best_issue_reason": null, - "best_pr_reason": "No single best PR for deduplication: both PRs are valid but target different models and different forward paths, so neither can serve as the canonical duplicate of the other.", + "best_pr_reason": "PR 46933 is the most suitable cluster representative overall because it is the most fully anchored and described change, with an explicit issue link and broader coverage than the more narrowly scoped TimesFM 2.5 patch.", "soft_edge_verdicts": [ { "left": "pull_request:46933", "right": "pull_request:46942", "accept": false, - "reason": "Same high-level dtype-cast pattern, but different model families, different filenames, and different concrete bugs; they are not the same underlying change and would not plausibly be merged into one PR." + "reason": "Both PRs address a similar quantization-related casting hazard, but they touch different concrete implementations (Gemma4 embedders vs TimesFM 2.5 ResidualBlock) and are not the same underlying fix or a plausible single merged PR." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index 0daf28e8bd10414016dccb2375ee5641b276137b..ece42f0ce5615fc1c488a3761ac3119ee979b528 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260630t120021z", + "analysis_id": "hybrid-model-20260630t180022z", "archived_artifacts": { - "hybrid": "snapshots/20260630T120021Z/analysis-runs/hybrid-model-20260630t120021z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260630T120021Z/analysis-runs/hybrid-model-20260630t120021z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260630T180022Z/analysis-runs/hybrid-model-20260630t180022z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260630T180022Z/analysis-runs/hybrid-model-20260630t180022z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": "analysis/current/analysis-report-hybrid.json", @@ -10,9 +10,9 @@ }, "channel": "canonical", "model": null, - "published_at": "2026-06-30T12:07:02Z", + "published_at": "2026-06-30T18:13:31Z", "repo": "huggingface/transformers", "schema_version": 1, - "snapshot_id": "20260630T120021Z", + "snapshot_id": "20260630T180022Z", "variant": "hybrid" } diff --git a/snapshots/20260630T180022Z/analysis-runs/hybrid-model-20260630t180022z/analysis-report-hybrid.json b/snapshots/20260630T180022Z/analysis-runs/hybrid-model-20260630t180022z/analysis-report-hybrid.json new file mode 100644 index 0000000000000000000000000000000000000000..ed47e37af2294e04a875851f7aaa729d712dd251 --- /dev/null +++ b/snapshots/20260630T180022Z/analysis-runs/hybrid-model-20260630t180022z/analysis-report-hybrid.json @@ -0,0 +1,2952 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260630T180022Z", + "generated_at": "2026-06-30T18:13:29Z", + "evidence_quality": "full", + "llm_enrichment": true, + "meta_bugs": [ + { + "cluster_id": "cluster-43979-11", + "summary": "Cluster of 1 issues and 10 PRs centered on issue #43979.", + "status": "open", + "confidence": 0.8, + "canonical_issue_number": 43979, + "canonical_pr_number": 44007, + "issue_numbers": [ + 43979 + ], + "pr_numbers": [ + 43996, + 44007, + 44013, + 44044, + 44066, + 44072, + 44085, + 44129, + 44154, + 44722 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target", + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 43996, + "right_pr_number": 44007, + 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], + "target_issue_number": 43979, + "reason": "PRs in cluster-43979-11 are treated as duplicates because they converge on issue #43979 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-44018-2", + "canonical_pr_number": 44068, + "duplicate_pr_numbers": [ + 44018 + ], + "target_issue_number": null, + "reason": "PRs in cluster-44018-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-45081-3", + "canonical_pr_number": 45317, + "duplicate_pr_numbers": [ + 45086 + ], + "target_issue_number": 45081, + "reason": "PRs in cluster-45081-3 are treated as duplicates because they converge on issue #45081 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-45561-3", + "canonical_pr_number": 45645, + "duplicate_pr_numbers": [ + 45639 + ], + "target_issue_number": 45561, + "reason": "PRs in cluster-45561-3 are treated as duplicates because they converge on issue #45561 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-45647-3", + "canonical_pr_number": 45738, + "duplicate_pr_numbers": [ + 45737 + ], + "target_issue_number": 45647, + "reason": "PRs in cluster-45647-3 are treated as duplicates because they converge on issue #45647 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-46159-3", + "canonical_pr_number": 46174, + "duplicate_pr_numbers": [ + 46780 + ], + "target_issue_number": 46159, + "reason": "PRs in cluster-46159-3 are treated as duplicates because they converge on issue #46159 with closing_reference evidence." + }, + { + "cluster_id": "cluster-46831-2", + "canonical_pr_number": 46831, + "duplicate_pr_numbers": [ + 46978 + ], + "target_issue_number": null, + "reason": "PRs in cluster-46831-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-46869-3", + "canonical_pr_number": 46886, + "duplicate_pr_numbers": [ + 46922 + ], + "target_issue_number": 46869, + "reason": "PRs in cluster-46869-3 are treated as duplicates because they converge on issue #46869 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-46891-2", + "canonical_pr_number": 46957, + "duplicate_pr_numbers": [ + 46891 + ], + "target_issue_number": null, + "reason": "PRs in cluster-46891-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-46894-5", + "canonical_pr_number": 46903, + "duplicate_pr_numbers": [ + 46895, + 46958 + ], + "target_issue_number": 46894, + "reason": "PRs in cluster-46894-5 are treated as duplicates because they converge on issue #46894 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-46907-2", + "canonical_pr_number": 46907, + "duplicate_pr_numbers": [ + 46908 + ], + "target_issue_number": null, + "reason": "PRs in cluster-46907-2 are treated as duplicates because they share soft_similarity evidence." + } + ], + "best_issue": { + "cluster_id": "cluster-46894-5", + "issue_number": 46894, + "reason": "Issue #46894 is the strongest global issue candidate because it is open, belongs to a cluster with 5 artifacts, and carries 0 discussion comments plus 6 inbound references.", + "score": 156.0 + }, + "best_pr": { + "cluster_id": "cluster-43979-11", + "pr_number": 44007, + "reason": "PR #44007 is the strongest global PR candidate because it is open, belongs to a cluster with 11 artifacts, links to 1 issues, and carries 2 review/discussion events.", + "score": 238.886 + } +} diff --git a/snapshots/20260630T180022Z/analysis-runs/hybrid-model-20260630t180022z/analysis-report-hybrid.llm-reviews.json b/snapshots/20260630T180022Z/analysis-runs/hybrid-model-20260630t180022z/analysis-report-hybrid.llm-reviews.json new file mode 100644 index 0000000000000000000000000000000000000000..3a4203c3646898e1ba6d1b99c10227d9568f28dc --- /dev/null +++ b/snapshots/20260630T180022Z/analysis-runs/hybrid-model-20260630t180022z/analysis-report-hybrid.llm-reviews.json @@ -0,0 +1,25430 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260630T180022Z", + "generated_at": "2026-06-30T18:13:29Z", + "model": "gpt-5.4-mini?service_tier=flex", + "reviews": [ + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:24643", + "issue:30277", + "issue:34634", + "issue:34928", + "issue:35545", + "issue:36010", + "issue:36331", + "issue:39290", + "issue:41720", + "issue:41762", + "issue:42915", + "issue:43039", + "issue:43425", + "issue:43541", + "issue:43596", + "issue:43638", + "issue:43716", + "issue:43827", + "issue:43828", + "issue:43975", + "issue:44292", + "issue:44322", + "issue:44457", + "issue:44509", + "issue:44512", + "issue:44560", + "issue:44805", + "issue:44841", + "issue:44918", + "issue:45081", + "issue:45161", + "issue:45237", + "issue:45464", + "issue:45507", + "issue:45685", + "issue:45800", + "issue:45823", + "issue:45859", + "issue:45874", + "issue:45901", + "issue:45902", + "issue:46015", + "issue:46165", + "issue:46294", + "issue:46468", + "issue:46515", + "issue:46661", + "issue:46869" + ], + "soft_pairs": [ + "issue:44322|issue:45464", + "issue:45237|issue:45685", + "issue:43716|issue:45237", + "issue:43828|issue:45237", + "issue:45237|issue:46468", + "issue:45237|issue:45507", + "issue:30277|issue:35545", + "issue:35545|issue:42915", + "issue:35545|issue:41720", + "issue:45901|issue:46015", + "issue:44509|issue:44512", + "issue:35545|issue:36010", + "issue:44918|issue:46165", + "issue:46165|issue:46869", + "issue:44805|issue:45823", + "issue:43638|issue:44805", + "issue:43638|issue:46165", + "issue:43596|issue:44805", + "issue:44805|issue:46294", + "issue:44805|issue:45161", + "issue:46165|issue:46468", + "issue:44560|issue:46165", + "issue:34634|issue:35545", + "issue:30277|issue:43638", + "issue:43596|issue:43638", + "issue:43039|issue:45161", + "issue:43975|issue:44457", + "issue:44292|issue:44457", + "issue:44841|issue:46661", + "issue:43716|issue:46869", + "issue:34928|issue:44805", + "issue:24643|issue:30277", + "issue:45685|issue:46869", + "issue:45859|issue:45902", + "issue:43638|issue:45161", + "issue:34928|issue:36331", + "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:43425|issue:44292", + "issue:34928|issue:41720", + "issue:43828|issue:45161", + "issue:43541|issue:43716", + "issue:43828|issue:44292", + "issue:43716|issue:46468", + "issue:44292|issue:44918", + "issue:45507|issue:45685", + "issue:43716|issue:44292", + "issue:44918|issue:45161", + "issue:43716|issue:45685", + "issue:43039|issue:44918", + "issue:41762|issue:43638", + "issue:43827|issue:44512", + "issue:43828|issue:45685", + "issue:43039|issue:43828", + "issue:30277|issue:36331", + "issue:34928|issue:36010", + "issue:45237|issue:46015", + "issue:43039|issue:44805" + ], + "prepared_review_unit_hash": "6fa7ecf9e5a6fe7432e849868ff525817a0a1d9d46b53e29b3f6a669e47838cb", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1849, + "serialized_chars": 959374, + "estimated_input_tokens": 239844, + "estimated_eval_tokens": 479944 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 63, + "serialized_chars": 46574, + "estimated_input_tokens": 11644, + "estimated_eval_tokens": 23544 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly heterogeneous. I only found three true duplicate pairs: the Bert/DeepSpeed ZeRO-3 index-0 error, the Qwen3_5Moe rotary-embedding materialization/offload bug, and the torch/transformers version incompatibility. The remaining soft pairs look related only at a broad subsystem level, not the same concrete bug.", + "confidence": 0.87, + "canonical_issue_reason": "Issue 45800 is a strong canonical representative: it states the exact torch/transformers incompatibility clearly, and 46515 is the same complaint at a broader wording level.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45800 is the best standalone issue here because it is explicit, version-specific, and directly matches its duplicate report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Different Qwen3.5 failures: config/attribute mismatch vs streaming chat API failure." + }, + { + "left": "issue:45237", + "right": "issue:45685", + "accept": false, + "reason": "Different backend problems: AMD GPU device-map failure vs MPS histogram Int error." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Different model/runtime bugs: image dtype mismatch vs GPT-OSS on AMD GPUs." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Both are dtype/runtime issues, but they are different models and code paths." + }, + { + "left": "issue:45237", + "right": "issue:46468", + "accept": false, + "reason": "Different problems: GPT-OSS AMD GPU failure vs broken Nemotron example." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "Different model-specific failures with no clear shared root cause." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "DeepSpeed collective mismatch is unrelated to ModernBERT ONNX export." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "ONNX export error vs Qwen3Moe FP8 failure are not the same bug." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "Export-time error and CUDA assert during device mapping are different code paths." + }, + { + "left": "issue:45901", + "right": "issue:46015", + "accept": false, + "reason": "Table QA crash is unrelated to outdated RAG docs." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs issues, but they target different removed v5 features." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "ModernBERT ONNX export and GenerationMixin import breakage are unrelated." + }, + { + "left": "issue:44918", + "right": "issue:46165", + "accept": false, + "reason": "TRL embedding unpacking failure is different from resume/trust_remote_code handling." + }, + { + "left": "issue:46165", + "right": "issue:46869", + "accept": false, + "reason": "Training resume issue is unrelated to YOLO multi-GPU device-map failure." + }, + { + "left": "issue:44805", + "right": "issue:45823", + "accept": false, + "reason": "Mask/tensor shape mismatch is not the same as Gemma4 PLE device mismatch." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Different failures: ZeRO-3 Bert index error vs mask/tensor shape mismatch." + }, + { + "left": "issue:43638", + "right": "issue:46165", + "accept": false, + "reason": "BERT ZeRO-3 index error and training-resume bug are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Same broad area of tensor errors, but not the same bug." + }, + { + "left": "issue:44805", + "right": "issue:46294", + "accept": false, + "reason": "Mask shape mismatch and Qwen3.5 video token mismatch are different issues." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Tensor mask shape error is unrelated to GPT-OSS TP-only failure." + }, + { + "left": "issue:46165", + "right": "issue:46468", + "accept": false, + "reason": "Resume/trust_remote_code behavior is unrelated to Nemotron example breakage." + }, + { + "left": "issue:44560", + "right": "issue:46165", + "accept": false, + "reason": "Qwen3-vl video stopiteration is unrelated to model resume/trust_remote_code." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "BarkProcessor voice preset issue is unrelated to ModernBERT export." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Both involve DeepSpeed, but the concrete failures are different." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same underlying ZeRO-3/BERT index-out-of-bounds bug, just reported with slightly different model wording." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger kernel cross-entropy call and GPT-OSS TP failure are different bugs." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Detokenization regression is unrelated to LoRA merge/save/reload mismatch." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "NVFP4 runtime failure is unrelated to LoRA weight merge behavior." + }, + { + "left": "issue:44841", + "right": "issue:46661", + "accept": false, + "reason": "Processor failure for Voxtral is different from remote-code model_class/config_class import handling." + }, + { + "left": "issue:43716", + "right": "issue:46869", + "accept": false, + "reason": "Different model families and different failure modes." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "FSDP activation checkpointing mismatch is not the same as the mask shape IndexError." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "Both are DeepSpeed-related, but one is a weight-dimension error and the other is a collective mismatch." + }, + { + "left": "issue:45685", + "right": "issue:46869", + "accept": false, + "reason": "MPS histogram backend error is unrelated to YOLO multi-GPU device mapping." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": true, + "reason": "Same Qwen3_5Moe rotary-embedding bug: CPU offload/materialization leaves invalid or uninitialized state." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "BERT ZeRO-3 index error is unrelated to GPT-OSS tensor-parallel behavior." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "Checkpointing/FSDP tensor recomputation issue is unrelated to CustomTrainer API breakage." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "Different bug families: BERT ZeRO-3 init failure vs GPT-OSS TP issue." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Mistral-3 dtype mismatch is unrelated to GraniteMoEHybrid invalid method call." + }, + { + "left": "issue:45874", + "right": "issue:46294", + "accept": false, + "reason": "Gemma4 reverse-embedding lookup is unrelated to Qwen3.5 video token/template mismatch." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "NVFP4 runtime error and AMD GPU device-map failure are different issues." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Gemma3 config attribute breakage is unrelated to the Mistral regex patch crash." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Both are Gemma4 issues, but they describe different concrete failures." + }, + { + "left": "issue:45800", + "right": "issue:46515", + "accept": true, + "reason": "Same torch/transformers incompatibility, with 46515 restating the same version breakage more generally." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Torch 2.10 incompatibility is unrelated to Qwen-3 NVFP4 runtime failure." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs cleanup items, but they cover different removed documentation topics." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Autocast dtype mismatch and MPS histogram Int backend error are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Liger kernel cross-entropy call and Phi-tiny-MoE autocast mismatch are different bugs." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "DeepSpeed collective mismatch is unrelated to CustomTrainer compute_loss keyword breakage." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "FSDP activation checkpointing issue is unrelated to GenerationMixin import failure." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "Model/runtime failure on AMD GPUs is unrelated to outdated RAG docs." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Liger kernel cross-entropy routing is unrelated to mask/tensor shape mismatch." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and the soft-edge calls are conservative overall. The three accepted duplicate pairs are all strongly supported by the titles, while the rejected pairs are mostly limited to clear symptom/model mismatches or broad subsystem similarity only." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 2, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:36010", + "issue:39290", + "issue:41093", + "issue:41720", + "issue:41762", + "issue:43039", + "issue:43296", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43541", + "issue:43572", + "issue:43596", + "issue:43638", + "issue:43792", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43872", + "issue:43901", + "issue:43975", + "issue:44292", + "issue:44512", + "issue:44560", + "issue:44589", + "issue:44841", + "issue:44863", + "issue:45020", + "issue:45070", + "issue:45084", + "issue:45237", + "issue:45362", + "issue:45399", + "issue:45464", + "issue:45507", + "issue:45685", + "issue:45800", + "issue:45812", + "issue:45823", + "issue:45901", + "issue:45920", + "issue:46015", + "issue:46294", + "issue:46304", + "issue:46402", + "issue:46661", + "issue:46772", + "issue:46869" + ], + "soft_pairs": [ + "issue:43866|issue:46402", + "issue:45800|issue:46304", + "issue:43296|issue:46304", + "issue:41762|issue:43596", + "issue:39290|issue:41720", + "issue:43901|issue:44512", + "issue:44589|issue:46304", + "issue:45237|issue:45901", + "issue:43975|issue:46015", + "issue:43039|issue:44560", + "issue:45823|issue:46294", + "issue:44841|issue:45823", + "issue:43866|issue:46772", + "issue:44863|issue:46015", + "issue:45020|issue:46304", + "issue:45812|issue:45920", + "issue:43866|issue:44863", + "issue:44292|issue:46015", + "issue:43872|issue:46304", + "issue:39290|issue:43531", + "issue:41093|issue:43638", + "issue:43792|issue:45901", + "issue:43854|issue:43866", + "issue:43425|issue:45070", + "issue:43975|issue:45901", + "issue:45362|issue:45464", + "issue:43792|issue:45070", + "issue:43596|issue:45800", + "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:44841|issue:45084", + "issue:43541|issue:43828", + "issue:43404|issue:43866", + "issue:45507|issue:46869", + "issue:41093|issue:41762", + "issue:45399|issue:46661", + "issue:43572|issue:45070", + "issue:45800|issue:45823" + ], + "prepared_review_unit_hash": "a5936b0a51c757a963304af2adfdb1bf682c031cdaebfd234fc23e2476b45537", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1849, + "serialized_chars": 959374, + "estimated_input_tokens": 239844, + "estimated_eval_tokens": 479944 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 42, + "serialized_chars": 40042, + "estimated_input_tokens": 10011, + "estimated_eval_tokens": 20278 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated model-specific regressions, with a few real duplicates around ZeRO-3 load errors, tokenizer regressions, and some model-loading failures. The remote-code loading regression in 45020 should not be collapsed with the broader USE_DISTRIBUTED=0 support breakage in 46304.", + "confidence": 0.87, + "canonical_issue_reason": "Issue 45020 is the best umbrella candidate because it captures a broad recent-transformers remote-code loading regression affecting multiple models, making it the strongest cluster anchor without conflating it with unrelated backend-support breakages.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45020 is the most representative cluster anchor: broad impact, recent-version regression, and the clearest fit for the remote-code loading failure theme.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43866", + "right": "issue:46402", + "accept": false, + "reason": "Both are loading failures, but they point to different model families and different failure modes, so they do not look like the same bug." + }, + { + "left": "issue:45800", + "right": "issue:46304", + "accept": false, + "reason": "Both mention compatibility, but one is a general torch/transformers version complaint and the other is a specific USE_DISTRIBUTED=0 support regression; too broad to be the same bug." + }, + { + "left": "issue:43296", + "right": "issue:46304", + "accept": false, + "reason": "Different symptoms and contexts: vLLM model loading versus PyTorch distributed support breakage." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": true, + "reason": "Both report the same ZeRO-3 load-time IndexError during model initialization, strongly suggesting the same underlying code-path bug." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "The failures are different: missing config attribute versus CUDA assert during auto device mapping." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs issues, but they concern unrelated stale content and different removed behavior." + }, + { + "left": "issue:44589", + "right": "issue:46304", + "accept": false, + "reason": "A missing Float8 storage error is a different failure class from a PyTorch distributed-support regression." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "Unrelated runtime crashes in different tasks and subsystems." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "A detokenization regression and outdated RAG examples are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Different features and different errors: Liger kernel cross-entropy usage versus video chat-template StopIteration." + }, + { + "left": "issue:45823", + "right": "issue:46294", + "accept": false, + "reason": "Both are multimodal, but one is a device-map forward mismatch and the other is a video chat-template token/feature mismatch." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Distinct model-path issues: processor failure for Voxtral versus a Gemma4 device mismatch." + }, + { + "left": "issue:43866", + "right": "issue:46772", + "accept": false, + "reason": "Checkpoint corruption for Ovis2 is unrelated to ModelOpt/NVFP4 compatibility for DiffusionGemma." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "A model checkpoint-loading failure and outdated RAG documentation are unrelated." + }, + { + "left": "issue:45020", + "right": "issue:46304", + "accept": false, + "reason": "45020 is specifically a remote-code model-loading regression, while 46304 is a broader PyTorch USE_DISTRIBUTED=0 support breakage; there is no packet evidence tying them to the same bug or fix." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Highly similar tokenizer regressions affecting multiple models after the v4\u2192v5 transition, likely the same tokenizer code-path change." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Both are model-load related, but one is a corrupted checkpoint and the other is a checkpoint-compatibility issue for a different architecture." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "A Qwen NVFP4 runtime failure and RAG docs being outdated are unrelated." + }, + { + "left": "issue:43872", + "right": "issue:46304", + "accept": false, + "reason": "Bitsandbytes constructor incompatibility is a different dependency issue than a PyTorch distributed-support regression." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding window, but they describe different model/config bugs and the evidence is not enough to treat them as the same issue." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Both are IndexErrors during loading, but they happen in different model/setup combinations without a clear shared root cause." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Different tasks and unrelated crash modes." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "Both are model-loading problems, but the titles indicate different models and different failure mechanisms." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Different compatibility problems: Torch 2.10 incompatibility versus a pydantic PretrainedConfig field regression." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Detokenization regression and table-question-answering crashes are unrelated." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both reference Qwen3.5, but one is a chat crash and the other is a streaming chat/completions API failure; not clearly the same bug." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper model loading and a pydantic field regression are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "Both are compatibility/load-time problems, but one is a ZeRO-3 IndexError on BertModel and the other is a torch/transformers version incompatibility report." + }, + { + "left": "issue:43541", + "right": "issue:46869", + "accept": false, + "reason": "Grouped_mm torch-dynamo tracing failure and YOLO multi-GPU device-map failure are distinct runtime issues." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "Different model/runtime failures in unrelated areas." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3 missing sliding_window_pattern and Gemma4 device mismatch are different bugs." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "ImportError for GenerationMixin and a Gemma3 config attribute error are unrelated." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Streaming inference API failure and an MPS histogram dtype error are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Torch dynamo grouped_mm tracing failure and an MPS histogram kernel issue are different problems." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Processor failure for Voxtral and a non-template-nodes compilation TypeError are not the same underlying bug." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Weight-tying bug in Mistral3 is unrelated to an Ovis2 checkpoint corruption report." + }, + { + "left": "issue:45507", + "right": "issue:46869", + "accept": false, + "reason": "Invalid method call in GraniteMoEHybrid and a YOLO multi-GPU device-map failure are different issues." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are IndexErrors, but the shape-mismatch mask bug and the ZeRO-3 zero-size tensor bug do not clearly share the same code-path." + }, + { + "left": "issue:45399", + "right": "issue:46661", + "accept": false, + "reason": "The flash-attn fallback issue is about kernel selection checks, while 46661 is about remote-code model_class/config_class handling." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig and a pydantic field regression are unrelated." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "A global torch/transformers compatibility complaint and a Gemma4 device-mapping mismatch are too different to merge." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Most of the cluster summary is grounded, but one soft-edge verdict overstates the evidence: `issue:45020` vs `issue:46304` should not be accepted. In the packet, 45020 is specifically a remote-code model-loading regression, while 46304 is a broader PyTorch `USE_DISTRIBUTED=0` support breakage. There is no packet evidence tying those to the same bug or fix, so the acceptance is too strong. The rest of the verdicts look more conservative." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 3, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:39186", + "issue:40990", + "issue:41093", + "issue:42915", + "issue:43054", + "issue:43296", + "issue:43366", + "issue:43404", + "issue:43531", + "issue:43541", + "issue:43596", + "issue:43645", + "issue:43716", + "issue:43828", + "issue:43873", + "issue:43994", + "issue:44291", + "issue:44360", + "issue:44387", + "issue:44479", + "issue:44492", + "issue:44512", + "issue:44530", + "issue:44805", + "issue:44863", + "issue:44918", + "issue:44960", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45161", + "issue:45183", + "issue:45399", + "issue:45464", + "issue:45632", + "issue:45698", + "issue:45759", + "issue:45800", + "issue:45902", + "issue:46165", + "issue:46294", + "issue:46463", + "issue:46468", + "issue:46489", + "issue:46491", + "issue:46640", + "issue:46661", + "issue:46869" + ], + "soft_pairs": [ + "issue:43296|issue:43366", + "issue:44805|issue:44918", + "issue:43541|issue:45161", + "issue:44387|issue:45005", + "issue:43828|issue:45464", + "issue:43366|issue:45464", + "issue:44291|issue:45070", + "issue:43531|issue:45070", + "issue:41093|issue:43596", + "issue:43716|issue:46294", + "issue:45020|issue:45800", + "issue:43054|issue:43994", + "issue:44479|issue:46294", + "issue:46468|issue:46869", + "issue:45759|issue:45902", + "issue:43596|issue:46165", + "issue:46640|issue:46661", + "issue:43716|issue:44918", + "issue:39186|issue:44918", + "issue:40990|issue:44960", + "issue:43645|issue:45399", + "issue:45632|issue:45698", + "issue:43404|issue:45005", + "issue:42915|issue:45399", + "issue:43873|issue:45005", + "issue:44360|issue:44512", + "issue:44530|issue:45005", + "issue:44492|issue:44512", + "issue:44863|issue:45005", + "issue:45183|issue:46463", + "issue:46489|issue:46491" + ], + "prepared_review_unit_hash": "b7850516fcfe1dcfc1c84c4e658c7a0dd68f86801f2b14d87e2174ad83878b30", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1849, + "serialized_chars": 959374, + "estimated_input_tokens": 239844, + "estimated_eval_tokens": 479944 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36888, + "estimated_input_tokens": 9222, + "estimated_eval_tokens": 18700 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly unrelated issue reports. The only clear duplicate-like pair is the remote-code/custom-module loading bug, with one additional close match around input validation messaging. Most other soft pairs share a subsystem or model family but not the same concrete defect.", + "confidence": 0.85, + "canonical_issue_reason": "issue:45698 is the best representative of the strongest duplicate subgroup: it describes the user-facing failure ('from_pretrained loads wrong custom module after save_pretrained') and is broader/more actionable than the narrower cache-collision framing in issue:45632.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45698 is the most suitable overall issue to keep because it has the broadest symptom description, active discussion, and inbound references, and it captures the core remote-code loading regression better than the narrower variant report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "Different problems: PaddleOCR-VL load failure in vLLM vs GGUF gpt-oss architecture support." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Both are IndexErrors, but the model/path context differs: mask shape mismatch vs Qwen3.5 embedding unpacking with TRL SFT trainer." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Both involve MoE/TP wording, but one is a grouped_mm tracing crash and the other is a tensor-parallel support issue for GPT-OSS." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Different regressions: int4 quantization memory growth/OOM vs tied-weights behavior on translation models." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Different code paths and models: autocast dtype mismatch on Phi-tiny-MoE vs streaming chat/completions failure on Qwen3.5-0.8B." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "Unrelated: GGUF gpt-oss architecture support vs Qwen3.5 streaming inference." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "Different bugs: unexpected _is_hf_initialized argument in init_empty_weights vs pydantic PretrainedConfig field breakage." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to the pydantic PretrainedConfig regression." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are index errors, but they affect different flows: mask/tensor shape mismatch vs deepspeed zero3 init with BertModel." + }, + { + "left": "issue:43716", + "right": "issue:46294", + "accept": false, + "reason": "Both are multimodal mismatches, but one is image preprocessor/model dtype mismatch and the other is video feature/token count mismatch." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Different issue classes: remote_code breakage vs torch/transformers version incompatibility." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Same model family but not the same defect: one reports worse text embeddings, the other nonsensical AutoModel/pipeline outputs." + }, + { + "left": "issue:44479", + "right": "issue:46294", + "accept": false, + "reason": "Both concern Qwen video input, but one is a broad v5.3.0 regression across several models while the other is a specific apply_chat_template features/tokens mismatch; not enough to confirm one bug." + }, + { + "left": "issue:46468", + "right": "issue:46869", + "accept": false, + "reason": "Unrelated: broken Nemotron example vs YOLO multi-GPU device-map auto failure." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Different model/config issues: text_config unwrapping for composite Qwen multimodal configs vs uninitialized inv_freq memory after to_empty(cuda)." + }, + { + "left": "issue:43596", + "right": "issue:46165", + "accept": false, + "reason": "Different failures: zero3 init index error vs resuming training with local models and trust_remote_code." + }, + { + "left": "issue:46640", + "right": "issue:46661", + "accept": false, + "reason": "Different bugs: Flash Attention 2 issue vs remote-code model_class lacking config_class." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Different subsystems and symptoms: Mistral-3 image preprocessing dtype mismatch vs Qwen3.5 input embedding unpacking in TRL SFT." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "Unrelated: FSDP 'weight must be 2-D' runtime error vs Qwen3.5 embedding unpacking failure." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "Different model reports and outcomes: high perplexity on gpt-oss-20b vs GLM5 issue." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Unrelated: Jupyter custom-model initialization breakage vs flash-attn2 fallback gating." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": true, + "reason": "Same underlying remote-code/custom-module loading bug: both describe incorrect module selection after save/load due to cache/path collision behavior." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Related theme (tied weights) but different concrete cases and model families; not enough evidence of one bug." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "Unrelated: FineGrainedFP8Config failure on Qwen3Moe vs flash-attn2 fallback blocked by other checks." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Different bug classes: offloading/quantization behavior vs tied-weights handling." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "Unrelated: DSA indexer/ReLU discussion vs documentation mentioning a removed command." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "Different concrete failures: PagedAttentionCache linear_attention crash vs tied-weights issues." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "A typo in cache strategies is unrelated to stale docs about the removed run command." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "Different problems: NemotronH checkpoint loading vs tied-weights behavior in translation models." + }, + { + "left": "issue:45183", + "right": "issue:46463", + "accept": true, + "reason": "Same validation/message bug class: both report incorrect or misleading input_ids/inputs_embeds or decoder-input validation errors." + }, + { + "left": "issue:46489", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and different behaviors, so they are not the same underlying bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays mostly conservative. The choice of issue:45698 over issue:45632 is supported by the titles plus the much higher discussion/inbound activity, and the only accepted soft-edge pairs are plausibly same-bug matches from the metadata. The rejected pairs are generally framed cautiously enough given the limited evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 4, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:24643", + "issue:28530", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:41553", + "issue:41762", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43493", + "issue:43643", + "issue:43644", + "issue:43782", + "issue:43824", + "issue:43828", + "issue:43856", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:44292", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44589", + "issue:44910", + "issue:44918", + "issue:44928", + "issue:44960", + "issue:44991", + "issue:45020", + "issue:45399", + "issue:45507", + "issue:45520", + "issue:45663", + "issue:45701", + "issue:45859", + "issue:45902", + "issue:45920", + "issue:45987", + "issue:46489", + "issue:46858", + "issue:46899", + "issue:46932" + ], + "soft_pairs": [ + "issue:43975|issue:44292", + "issue:44918|issue:45507", + "issue:43950|issue:44534", + "issue:39692|issue:43054", + "issue:43644|issue:43950", + "issue:36331|issue:41762", + "issue:46899|issue:46932", + "issue:43872|issue:44589", + "issue:43828|issue:44928", + "issue:45920|issue:46489", + "issue:45987|issue:46858", + "issue:43054|issue:45701", + "issue:38175|issue:43054", + "issue:43950|issue:45902", + "issue:41553|issue:43883", + "issue:43054|issue:43493", + "issue:44910|issue:45859", + "issue:42947|issue:44387", + "issue:45663|issue:45902", + "issue:44403|issue:44451", + "issue:43975|issue:45520", + "issue:41553|issue:43881", + "issue:24643|issue:28530", + "issue:42947|issue:43856", + "issue:44403|issue:44488", + "issue:43643|issue:45020", + "issue:41762|issue:42915", + "issue:44991|issue:45399", + "issue:43782|issue:44960", + "issue:43824|issue:43872" + ], + "prepared_review_unit_hash": "921fccb364eb492e58046cb97d76f6fabab23f29f4b047d07cca038b047a5634", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1849, + "serialized_chars": 959374, + "estimated_input_tokens": 239844, + "estimated_eval_tokens": 479944 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36789, + "estimated_input_tokens": 9198, + "estimated_eval_tokens": 18652 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: most soft pairs are not true duplicates, but a few are clear same-bug matches around non-persistent buffers, static cache seq length, Gemma4 quantized embedders, and SigLIP2 discrepancy.", + "confidence": 0.74, + "canonical_issue_reason": "issue:43950 is the best canonical issue because it describes the broad regression theme most directly and has the clearest duplicate-style overlap with another report of the same non-persistent-buffer corruption behavior.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43950 is the most representative issue in the set: it states the underlying bug in general terms rather than a model-specific symptom, making it the best anchor for duplicate triage.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Different model families and failure modes: tokenizer output regression vs. NVFP4 loading error." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Unrelated model/trainer error vs. invalid method call in a different model class." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Same underlying regression: Transformers v5 corrupts non-persistent buffers / fills them with junk." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "Both mention SigLIP2, but one is a broken docs example and the other is a quality/embedding-regression report." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": false, + "reason": "Different bugs: missing fields from AutoConfig with trust_remote_code vs. non-persistent buffer corruption." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Different code paths and errors: custom compute_loss signature vs. DeepSpeed ZeRO-3 loading failure." + }, + { + "left": "issue:46899", + "right": "issue:46932", + "accept": true, + "reason": "Same Gemma4 quantized vision/audio embedder dtype-casting bug; one is the specific fix for the other." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Both are quantization-related, but the concrete incompatibilities are different." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Distinct issues: one is a missing import, the other is an attention/position_ids runtime crash." + }, + { + "left": "issue:45920", + "right": "issue:46489", + "accept": false, + "reason": "Related tokenizer regressions, but not the same concrete failure; one is broad multi-model wrong IDs, the other is a specific DeepSeek-Coder v1 gap." + }, + { + "left": "issue:45987", + "right": "issue:46858", + "accept": true, + "reason": "Same underlying bug: cache.get_seq_length() returns a tensor instead of a plain int, breaking downstream arithmetic." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "SigLIP2 embedding quality issue vs. general tokenizer-version behavior change; not the same bug." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Both involve SigLIP2, but one reports zero probabilities and the other reports degraded text embeddings." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": false, + "reason": "Same broad area, but the specific bug reports differ enough that they are not clearly the same underlying defect." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Different models and different failures: error-message issue vs. missing attribute on Molmo." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": true, + "reason": "Same SigLIP2 implementation discrepancy theme; both describe HF behavior diverging from the expected/original embeddings." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Different failures: flash-attn crash on Qwen3.5 vs. CPU-offload incompatibility in a rotary embedding." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "One is gradient-checkpointing ineffectiveness, the other is int4 quantization memory growth; not the same bug." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Different mechanisms: FSDP2 per-layer state rebuild vs. uninitialized non-persistent buffer materialization." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Generic loading noise vs. a specific model-loading failure; not the same underlying issue." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Tokenizer regression vs. import_utils KeyError on Python 3.13; unrelated." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Different models and different symptoms; no clear shared bug." + }, + { + "left": "issue:24643", + "right": "issue:28530", + "accept": false, + "reason": "DeepSpeed training shape error vs. early-stopping metric mismatch; unrelated." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "Both concern memory/efficiency, but they are distinct issues with different causes and fixes." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Different problems: logging noise vs. model loading failure." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Remote-code related, but one is missing fields in AutoConfig output while the other is a broader model-loading regression." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Distinct model/configuration failures with no shared code-path evidence." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading regression vs. flash-attn fallback gating; unrelated." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Different models and different loading/runtime problems." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Import error for a model class vs. bitsandbytes parameter-construction incompatibility." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The proposed canonical issue (43950) is well supported by the near-duplicate buffer-corruption report (44534), and the accepted soft pairs are all plausible same-bug matches from their titles alone (43950/44534, 46899/46932, 45987/46858, 43054/43493). The rejected pairs are also suitably cautious given the available evidence. No overstatement detected." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 5, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36331", + "issue:41093", + "issue:41553", + "issue:42491", + "issue:42947", + "issue:43257", + "issue:43404", + "issue:43792", + "issue:43827", + "issue:43828", + "issue:43854", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43940", + "issue:43950", + "issue:44220", + "issue:44291", + "issue:44368", + "issue:44479", + "issue:44509", + "issue:44560", + "issue:44661", + "issue:44805", + "issue:44863", + "issue:44928", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45305", + "issue:45313", + "issue:45356", + "issue:45399", + "issue:45488", + "issue:45588", + "issue:45685", + "issue:45715", + "issue:45759", + "issue:45823", + "issue:45923", + "issue:46315", + "issue:46489", + "issue:46661", + "issue:46869", + "issue:46894", + "issue:46897" + ], + "soft_pairs": [ + "issue:45685|issue:45823", + "issue:45081|issue:45399", + "issue:45020|issue:45823", + "issue:44661|issue:45020", + "issue:43881|issue:43883", + "issue:42491|issue:44368", + "issue:43828|issue:45823", + "issue:45020|issue:45356", + "issue:45715|issue:46315", + "issue:45488|issue:46489", + "issue:43827|issue:44509", + "issue:45759|issue:46661", + "issue:46894|issue:46897", + "issue:43872|issue:46869", + "issue:43404|issue:43950", + "issue:43872|issue:44291", + "issue:45020|issue:46661", + "issue:43792|issue:44220", + "issue:43257|issue:45305", + "issue:42947|issue:45923", + "issue:36331|issue:41093", + "issue:41553|issue:44991", + "issue:43854|issue:44863", + "issue:43940|issue:45313", + "issue:44928|issue:45588", + "issue:41093|issue:44805", + "issue:44479|issue:44560", + "issue:24643|issue:30064" + ], + "prepared_review_unit_hash": "748abe096d13a339df973956f2c8447d847e3f3b72769c481b382fff0b9d0729", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1849, + "serialized_chars": 959374, + "estimated_input_tokens": 239844, + "estimated_eval_tokens": 479944 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36754, + "estimated_input_tokens": 9189, + "estimated_eval_tokens": 18634 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose collection of transformer regressions around model/tokenizer loading, training/trainer APIs, and a few docs/perf issues. Only a small number of soft edges look like true duplicates; the rest are related but distinct bugs.", + "confidence": 0.69, + "canonical_issue_reason": "issue:45020 is the broadest and most central report in the set, covering recent-version breakage for remote_code models and overlapping with several loading/tokenizer regression reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the best anchor for this cluster because it is the most general, cross-cutting regression report and sits closest to several of the soft-matched loading/tokenizer bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "Different failures: MPS histogram-on-Int vs device-map forward mismatch." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer regex crash and flash-attn fallback gating are different code paths." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Remote_code loading regression is unrelated to the PLE device mismatch." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "add-new-model-like / TOKENIZER_MAPPING_NAMES is a different bug from remote_code loading breakage." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Different model-load failures for GLM-4v and Molmo." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "LoRA qwen3_moe hf4.x compatibility and tie_word_embeddings warning are not the same bug." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Autocast dtype mismatch is separate from the device_map auto device-placement issue." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Generic remote_code breakage and Kimi tokenizer codec regression are different failures." + }, + { + "left": "issue:45715", + "right": "issue:46315", + "accept": false, + "reason": "Both are tokenizer slowdowns, but they affect different conversion APIs and likely different causes." + }, + { + "left": "issue:45488", + "right": "issue:46489", + "accept": false, + "reason": "Both mention DeepSeek tokenizers, but the model families and concrete failure modes differ." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Both are the same docs cleanup: removing stale v5 pipeline/task references." + }, + { + "left": "issue:45759", + "right": "issue:46661", + "accept": false, + "reason": "Composite-config unwrapping and remote-code config_class AttributeError are different problems." + }, + { + "left": "issue:46894", + "right": "issue:46897", + "accept": false, + "reason": "Same symptom pattern, but different model families and no proof of one shared code-path bug." + }, + { + "left": "issue:43872", + "right": "issue:46869", + "accept": false, + "reason": "bitsandbytes init-arg incompatibility is unrelated to the YOLO multi-GPU device_map issue." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "lm_head tying in Mistral3 and non-persistent buffer corruption are separate regressions." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Both describe the same unexpected `_is_hf_initialized` argument incompatibility during weight/init loading." + }, + { + "left": "issue:45020", + "right": "issue:46661", + "accept": false, + "reason": "Both are remote-code related, but the concrete failure paths differ." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": true, + "reason": "The Whisper-large-v2 runtime failure is the user-facing manifestation of the `_torch_extract_fbank_features()` bug." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Qwen3-MoE weight conversion under DeepSpeed and GAS gradient averaging are different bugs." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Gradient checkpointing inefficiency and missing supports_gradient_checkpointing are different issues." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "CustomTrainer compute_loss signature breakage is unrelated to the mask/tensor shape mismatch error." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Different tokenizer-loading failures for different models; not the same bug." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "GLM-4.7 unit-test loading failure and NemotronH checkpoint loading are separate model-specific bugs." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": true, + "reason": "Both report the same Qwen3-family DeepSpeed ZeRO-3 weight-loading failure with missing parameters." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "RLHF NaN/position_ids fallback and flash_attention s_aux=None crash are unrelated." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": true, + "reason": "The error text is the same mask/tensor shape-mismatch IndexError, indicating one underlying bug." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": false, + "reason": "Both are video-input regressions, but on different model families and code paths." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "DeepSpeed weight must be 2-D and void segmentation-map processing are unrelated problems." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is cautious and fits the packet: it frames the set as loosely related, uses issue:45020 as a broad anchor without claiming too much, and the accepted soft edges are supported by the issue titles/descriptions (docs cleanup, _is_hf_initialized loading bug, Whisper/fbank, Qwen3 ZeRO-3 missing weights, mask shape mismatch). The rejected edges are also conservatively separated by distinct failure modes or model families." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 6, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:36010", + "issue:38175", + "issue:41553", + "issue:42491", + "issue:42617", + "issue:42915", + "issue:43366", + "issue:43531", + "issue:43550", + "issue:43596", + "issue:43632", + "issue:43638", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43720", + "issue:43824", + "issue:43828", + "issue:43950", + "issue:43957", + "issue:43994", + "issue:44155", + "issue:44488", + "issue:44530", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44683", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44910", + "issue:44918", + "issue:45030", + "issue:45325", + "issue:45584", + "issue:45663", + "issue:45672", + "issue:45685", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:45902", + "issue:46402", + "issue:46489", + "issue:46515", + "issue:46858", + "issue:46899" + ], + "soft_pairs": [ + "issue:41553|issue:44488", + "issue:44530|issue:44863", + "issue:44863|issue:46402", + "issue:43366|issue:43828", + "issue:45325|issue:45902", + "issue:43596|issue:46515", + "issue:43366|issue:43531", + "issue:44155|issue:45584", + "issue:45663|issue:45823", + "issue:43638|issue:46515", + "issue:43366|issue:44589", + "issue:43950|issue:45834", + "issue:43824|issue:43957", + "issue:42915|issue:43957", + "issue:44910|issue:46858", + "issue:43716|issue:44560", + "issue:43645|issue:43646", + "issue:43550|issue:44910", + "issue:44560|issue:45685", + "issue:42617|issue:43366", + "issue:36010|issue:42915", + "issue:44683|issue:46515", + "issue:44560|issue:44918", + "issue:45812|issue:46489", + "issue:45823|issue:46515", + "issue:44661|issue:45823", + "issue:38175|issue:43994", + "issue:44560|issue:44805", + "issue:45672|issue:46899", + "issue:43632|issue:45834", + "issue:44877|issue:45030", + "issue:42491|issue:43720", + "issue:43638|issue:44661", + "issue:43596|issue:44661" + ], + "prepared_review_unit_hash": "4fa2643efd158b7cfc256ffd427d7b5f38cabaf42a1ec3383ecf4b15acc6b258", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1849, + "serialized_chars": 959374, + "estimated_input_tokens": 239844, + "estimated_eval_tokens": 479944 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 38060, + "estimated_input_tokens": 9515, + "estimated_eval_tokens": 19286 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly heterogeneous: a few clear duplicate subclusters exist, but most soft edges link different bugs or different model-specific regressions.", + "confidence": 0.84, + "canonical_issue_reason": "No single canonical issue cleanly covers the whole set. If forced to anchor one duplicate subcluster, issue 43646 is the best representative of the custom-model-initialization regression.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43646 is the clearest and broadest representative of one of the true duplicate pairs, with a title that captures the underlying regression better than its narrower variant.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Different loading bugs and different models; both are import/load failures, but not the same underlying defect." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "Different code paths and model families: Qwen3.5 PagedAttentionCache crash vs NemotronH checkpoint loading." + }, + { + "left": "issue:44863", + "right": "issue:46402", + "accept": false, + "reason": "Both are model-loading problems, but the affected models and failure modes are unrelated." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "Unrelated regressions: GGUF architecture support vs autocast dtype mismatch." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Different rotary-embedding bugs in different models; no shared code-path evidence." + }, + { + "left": "issue:43596", + "right": "issue:46515", + "accept": false, + "reason": "BERT+ZeRO3 index error is unrelated to a generic torch version incompatibility report." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "Both mention Qwen3-MoE, but one is GGUF/architecture support and the other is a sliding_window bug." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "Both are audio-related, but one is batched embedding leakage and the other is empty-transcription generation failure." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Different Gemma4 issues: FSDP2 shared_kv_states rebuild vs device_map forward mismatch." + }, + { + "left": "issue:43638", + "right": "issue:46515", + "accept": false, + "reason": "The BERT ZeRO3 training/index error is not the same as a broad torch 2.4.1 incompatibility." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "Completely different failures: GGUF support vs storage lookup for float8 tensors." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Different regressions: non-persistent buffer corruption vs Kosmos2.5 OCR long-input index error." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Both are load-time issues, but one is a missing export/import and the other is meta-device loading breakage." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Qwen3Moe FP8 failure and meta-device loading breakage are distinct bugs." + }, + { + "left": "issue:44910", + "right": "issue:46858", + "accept": false, + "reason": "FlashAttention 3D position_ids bug is unrelated to static-cache seq_length returning a device tensor." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Different model-specific failures: dtype mismatch in Mistral-3 vs StopIteration in Qwen3-vl-embedding video handling." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Same custom-model-initialization regression in Transformers 5.0.0; the notebook mention is just a narrower repro variant." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Different subsystems and symptoms: SDPA+torch.compile on Bamba vs Qwen3.5 flash-attention position-id handling." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Unrelated bugs: Qwen3-vl video processing vs MPS histogram support for int tensors." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "No shared underlying bug; one is a script/runtime issue, the other is GGUF model architecture support." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "Importing GenerationMixin and Qwen3Moe FP8 failure are unrelated." + }, + { + "left": "issue:44683", + "right": "issue:46515", + "accept": false, + "reason": "Torch 2.9 compiled flex_attention failure is not the same as a torch 2.4.1 compatibility issue." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Both involve Qwen3.5/VL, but the failures are different: video StopIteration vs SFT embedding unpacking." + }, + { + "left": "issue:45812", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions, but for different model families and likely different fixes." + }, + { + "left": "issue:45823", + "right": "issue:46515", + "accept": false, + "reason": "Gemma4 device-map mismatch is a distinct model-specific bug, not a generic torch version incompatibility." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Tokenizer-mapping validation and Gemma4 device placement are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Same Siglip2-base-patch16-224 output regression; 43994 is the broader symptom description." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Different Qwen3-vl issues: video StopIteration vs generic mask/tensor shape mismatch." + }, + { + "left": "issue:45672", + "right": "issue:46899", + "accept": false, + "reason": "Both touch Gemma4 multimodal paths, but the quantization/dtype failures are separate." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "Transformers v5 _is_hf_initialized regression is unrelated to Kosmos2.5 OCR indexing." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Different config-validation failures affecting different models." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "LoRA/Qwen3_MoE hf4.x vs hf5.x compatibility and BitNet packed-weight loading are unrelated." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "BERT ZeRO3 initialization and TOKENIZER_MAPPING_NAMES behavior are different bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The two accepted duplicate pairs are plausibly the same underlying regressions, and the rejected soft edges mostly separate different models or distinct failure modes without overclaiming. The canonical/best-issue framing is cautious rather than overstated." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 7, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:38175", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43644", + "issue:43645", + "issue:43708", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43994", + "issue:44075", + "issue:44164", + "issue:44291", + "issue:44387", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44661", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44910", + "issue:44960", + "issue:44977", + "issue:44991", + "issue:45276", + "issue:45292", + "issue:45313", + "issue:45335", + "issue:45357", + "issue:45362", + "issue:45406", + "issue:45488", + "issue:45507", + "issue:45588", + "issue:45812", + "issue:46050", + "issue:46459", + "issue:46468", + "issue:46512", + "issue:46846", + "issue:46897", + "issue:46901" + ], + "soft_pairs": [ + "issue:43317|issue:44756", + "issue:44661|issue:44805", + "issue:38175|issue:39692", + "issue:43644|issue:44534", + "issue:41720|issue:42915", + "issue:42491|issue:45276", + "issue:42915|issue:44756", + "issue:44960|issue:44977", + "issue:44451|issue:44488", + "issue:44863|issue:46846", + "issue:46459|issue:46512", + "issue:45313|issue:45357", + "issue:44488|issue:44991", + "issue:45507|issue:46468", + "issue:43644|issue:43645", + "issue:43257|issue:43854", + "issue:39692|issue:43994", + "issue:43856|issue:43873", + "issue:42491|issue:45292", + "issue:43856|issue:44387", + "issue:43854|issue:43931", + "issue:43708|issue:44075", + "issue:42491|issue:45335", + "issue:44960|issue:46050", + "issue:46897|issue:46901", + "issue:45488|issue:45812", + "issue:45362|issue:45406", + "issue:44164|issue:44291", + "issue:45276|issue:45335", + "issue:44910|issue:45588" + ], + "prepared_review_unit_hash": "e9180c94e465f630da16f6145ebfea62c8afdc548b19253f74f3c86e1a5f1270", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1849, + "serialized_chars": 959374, + "estimated_input_tokens": 239844, + "estimated_eval_tokens": 479944 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36656, + "estimated_input_tokens": 9164, + "estimated_eval_tokens": 18584 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous, but one clear duplicate pair stands out around the v5 non-persistent-buffer regression. Most other soft pairs are only loosely related by subsystem or model family and should stay separate.", + "confidence": 0.78, + "canonical_issue_reason": "issue:43644 is the best canonical issue because it is the clearest, earliest, and most general report of the exact non-persistent-buffer corruption bug, which is duplicated by issue:44534.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best global issue candidate outside the duplicate pair because it is the broadest active report in the offloading/quantization area and has strong discussion/inbound-references, but the overall cluster is too mixed for a single perfect canonical.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Different failure modes: gpu+cpu offload/dequantized-model loading vs Strix Halo mmap/OOM mitigation." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Tokenizer-mapping failure and tensor mask-shape IndexError are unrelated bugs." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Both mention SigLIP2, but one is a zero-probability inference bug while the other is a documentation/example mismatch and quantization failure." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Same underlying v5 regression: non-persistent buffers being filled with junk, described with near-identical symptoms." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Qwen3 device-map cuda assert on A800 is not the same bug as Qwen3Moe failing with FineGrainedFP8Config." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "Different models and different symptoms: Qwen3 MoE HF4/HF5 LoRA incompatibility vs Gemma4 resize_token_embeddings behavior." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "FP8 Qwen3Moe load failure and Strix Halo mmap/OOM are unrelated." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "GLM5 model-specific issue and Qwen3.5 flash-attention generation bug are distinct." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Both are model-loading failures, but they concern different checkpoints and there is not enough evidence they share one concrete root cause." + }, + { + "left": "issue:44863", + "right": "issue:46846", + "accept": false, + "reason": "NemotronH checkpoint-loading failure is separate from the Qwen3.5 TP plan OOM/shape-error issue." + }, + { + "left": "issue:46459", + "right": "issue:46512", + "accept": false, + "reason": "One is dtype being ignored on composite checkpoint load; the other is config.dtype staleness after from_config. Related area, not the same bug." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "ZeRO-3 language_model weight loading and incorrect visual-encoder save keys are different Qwen3.5 multimodal regressions." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": false, + "reason": "Both involve resize_token_embeddings, but the reports target different model families and different affected submodules; not enough to merge confidently." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Flash-attention crashes for Qwen3.5 packed-sequence misinterpretation vs sink-less model s_aux=None AttributeError are different code paths." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but they affect different model families and likely different tokenizer rules." + }, + { + "left": "issue:44534", + "right": "issue:43645", + "accept": false, + "reason": "Both mention v5 breakage, but one is buffer corruption while the other is custom-model initialization in notebooks." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Qwen3 MoE weight conversion with accelerate+deepspeed is not the same as GLM-4.7-Flash unit-test loading failure." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Same model family, but the doc-example errors and nonsensical AutoModel/pipeline outputs are not clearly the same defect." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Both are Qwen3 MoE-related, but one is training-memory inefficiency and the other is quantization/offloading behavior." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "LoRA/HF-version incompatibility is unrelated to the resize_token_embeddings output_embeddings bug." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Qwen3 MoE training memory inefficiency is not the same bug as generic int4 reserved-memory/OOM regression in Transformers 5.x." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Different loading failures for different models and different error signatures." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer max_steps resume bug and SGD args not being used are unrelated training issues." + }, + { + "left": "issue:42491", + "right": "issue:45335", + "accept": false, + "reason": "Qwen3 MoE version incompatibility is not the same as the t5gemma resize_token_embeddings regression." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "GLM5 issue and sinq save/load quantization breakage are unrelated." + }, + { + "left": "issue:46897", + "right": "issue:46901", + "accept": false, + "reason": "Both are training-loss double-shift reports, but they concern different models and are not proven to share one implementation bug." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Tokenizer behavior regressions, but the affected models and concrete failure modes differ." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Chat crash for Qwen3.5-35B and Gemma4Processor missing _tokenizer are separate runtime errors." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "save/from_pretrained extra_state handling and init_empty_weights _is_hf_initialized argument mismatch are distinct serialization/loading bugs." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": false, + "reason": "Same general resize_token_embeddings theme, but the reports are model-specific enough that merging would be speculative." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Different flash-attention failures with different triggers and stack behaviors." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: 43644/44534 is a well-supported duplicate pair, and 43873 is a reasonable broad active issue candidate given its discussion/inbound references. The soft-edge verdicts stay conservative overall, with no clear overstatement of evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 8, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:39692", + "issue:41720", + "issue:42796", + "issue:42947", + "issue:43335", + "issue:43381", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43646", + "issue:43708", + "issue:43854", + "issue:43873", + "issue:43957", + "issue:44079", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44488", + "issue:44756", + "issue:44863", + "issue:44877", + "issue:44912", + "issue:44928", + "issue:44960", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45698", + "issue:45704", + "issue:45759", + "issue:45823", + "issue:45859", + "issue:46326", + "issue:46468", + "issue:46829" + ], + "soft_pairs": [ + "issue:44402|issue:44488", + "issue:39692|issue:44960", + "issue:41720|issue:44155", + "issue:45663|issue:45759", + "issue:43404|issue:43454", + "issue:42947|issue:45704", + "issue:43425|issue:43957", + "issue:44291|issue:44756", + "issue:43873|issue:44387", + "issue:44079|issue:46829", + "issue:36010|issue:39404", + "issue:45663|issue:45859", + "issue:44292|issue:44912", + "issue:44387|issue:44756", + "issue:44155|issue:45823", + "issue:42947|issue:43381", + "issue:43335|issue:45663", + "issue:43957|issue:44756", + "issue:44863|issue:46468", + "issue:45276|issue:45292", + "issue:44479|issue:44877", + "issue:43381|issue:44928", + "issue:44164|issue:44756", + "issue:42796|issue:46326", + "issue:45684|issue:45698", + "issue:45588|issue:45663", + "issue:43854|issue:45216", + "issue:45292|issue:45335", + "issue:44402|issue:44451", + "issue:43646|issue:43708" + ], + "prepared_review_unit_hash": "7cf82aa2fad691aca2651842bb08b1a23e1f11dd6bfff511c67e331c9be6758c", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1849, + "serialized_chars": 959374, + "estimated_input_tokens": 239844, + "estimated_eval_tokens": 479944 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36169, + "estimated_input_tokens": 9043, + "estimated_eval_tokens": 18342 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous set of unrelated bug reports. The strongest duplicate pockets are around `resize_token_embeddings` propagation, tied `lm_head` weights in multimodal models, and a ModelOutput field assignment regression.", + "confidence": 0.79, + "canonical_issue_reason": "Issue 45292 is the cleanest generic formulation of the `resize_token_embeddings` propagation bug and overlaps directly with closely related variants (45276, 45335), making it the best canonical issue in this set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45292 is the best representative because it states the core problem in the broadest, least model-specific way and can anchor the related resize-token-embedding duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Both are loading/tokenizer problems, but they involve different models and no concrete shared code-path is evident." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "Completely different topics: SigLIP2 docs/example errors vs GLM5 model discussion." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Different subsystems and failure modes: Qwen3 device-mapping CUDA assert vs AudioFlamingo3 batched inference leakage." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "One is Gemma4 FSDP/shared KV state handling, the other is Qwen multimodal config unwrapping; not the same bug." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": true, + "reason": "Both report untied `lm_head` weights in multimodal generation models causing incorrect text generation; same underlying weight-tying bug." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing/LoRA vs T5 apex RMSNorm memory leak are unrelated issues." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "A broad version-compatibility complaint is not the same concrete bug as meta-device model loading failures." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "`init_empty_weights` argument handling and Strix Halo mmap OOM are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Both mention quantization/memory, but one is offloading behavior and the other is increased reserved memory/OOM; different root causes." + }, + { + "left": "issue:44079", + "right": "issue:46829", + "accept": true, + "reason": "Both point to incorrect `ModelOutput` field assignment/serialization behavior when an output key is `None` or mis-mapped." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "Import error for `GenerationMixin` and Whisper `return_language` pipeline behavior are unrelated." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Different model families and failures: Gemma4 shared KV rebuild vs Qwen3_5_Moe CPU offload incompatibility." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "`init_empty_weights` initialization error and MXFP4 loading fallback are different code paths." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Both are OOM-related, but one is quantization memory behavior and the other is mmap-specific Strix Halo OOM; not the same bug." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "AudioFlamingo3 batch leakage and Gemma4 device mismatch are unrelated." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Both mention gradient checkpointing, but one is ineffective training configuration and the other is eval-mode prohibition." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug and Gemma4 FSDP attention state rebuild are unrelated." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Both involve loading/memory, but one is meta-device loading and the other is mmap OOM mitigation; different problems." + }, + { + "left": "issue:44863", + "right": "issue:46468", + "accept": false, + "reason": "Same model family, but checkpoint loading failure and broken example are not clearly the same underlying bug." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "These are the same `resize_token_embeddings` propagation bug, with 45276 being a model-specific variant of 45292." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Video-input regression for Qwen models and strict config loading for granite_speech are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Gradient checkpointing eval-mode issue and Qwen3.5 RLHF NaN explosion are distinct bugs." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "`extra_state` save/load handling and Strix Halo mmap OOM are unrelated." + }, + { + "left": "issue:42796", + "right": "issue:46326", + "accept": false, + "reason": "Both are tokenizer-related, but BPE-marker handling and `continue_final_message` behavior are different code paths." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Custom-model save permissions and wrong custom-module reload after save are separate issues." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Flash-attention `s_aux=None` crash and Gemma4 shared KV state rebuilding are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Different regressions: unit-test model loading for GLM-4.7-Flash vs Qwen3.5 checkpoint save correctness." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Both report the same propagation failure of `resize_token_embeddings`, affecting different internal embedding/output modules." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Both are model-loading complaints, but they are different models and the specific failure is not shown to be the same." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Transformers 5.0 custom initialization breakage and Trainer `max_steps` resume math are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays mostly conservative. The accepted duplicate pockets are well supported by the issue titles, especially the `resize_token_embeddings` cluster, the untied `lm_head` cluster, and the ModelOutput assignment cluster. The unrelated pairs are also appropriately rejected." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 9, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:36032", + "issue:39404", + "issue:43299", + "issue:43425", + "issue:43452", + "issue:43596", + "issue:43611", + "issue:43645", + "issue:43716", + "issue:43828", + "issue:43856", + "issue:43901", + "issue:43906", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44265", + "issue:44479", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44671", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44898", + "issue:44912", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45479", + "issue:45701", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:46050", + "issue:46315", + "issue:46326", + "issue:46491", + "issue:46665", + "issue:46821", + "issue:46869", + "issue:46894", + "issue:46897", + "issue:46899", + "issue:46901" + ], + "soft_pairs": [ + "issue:46894|issue:46901", + "issue:43645|issue:44164", + "issue:43828|issue:43957", + "issue:44589|issue:44756", + "issue:46315|issue:46491", + "issue:45812|issue:46315", + "issue:43425|issue:43828", + "issue:39404|issue:45701", + "issue:44530|issue:45084", + "issue:39404|issue:46665", + "issue:43611|issue:43645", + "issue:43425|issue:46869", + "issue:44683|issue:45823", + "issue:43425|issue:45823", + "issue:43425|issue:43716", + "issue:44479|issue:44805", + "issue:43906|issue:44530", + "issue:44589|issue:45084", + "issue:43901|issue:44509", + "issue:43994|issue:44079", + "issue:36032|issue:43452", + "issue:44265|issue:44898", + "issue:39404|issue:44912", + "issue:46050|issue:46326", + "issue:44164|issue:45759", + "issue:43906|issue:46326", + "issue:44671|issue:44991", + "issue:44991|issue:45081", + "issue:45823|issue:46899", + "issue:43299|issue:43931", + "issue:45479|issue:46894", + "issue:43856|issue:44756", + "issue:45479|issue:46897", + "issue:44164|issue:46821", + "issue:43596|issue:44683" + ], + "prepared_review_unit_hash": "67d34ebea9eddf1f156602f9fcd83ceb05ddabf7efb42738cba4999d0cb610bc", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1849, + "serialized_chars": 959374, + "estimated_input_tokens": 239844, + "estimated_eval_tokens": 479944 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38432, + "estimated_input_tokens": 9608, + "estimated_eval_tokens": 19472 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose set of Transformers v5 regression reports, especially around model/tokenizer loading, but most pairs are not true duplicates. One soft duplicate stands out: two training-loss double-shift reports for different models.", + "confidence": 0.39, + "canonical_issue_reason": "Issue 43611 is the broadest and most representative v5 regression report here: a concrete model-loading breakage centered on core loading behavior, which matches the dominant theme of the cluster better than the very model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "43611 is the best single issue to represent this cluster because it is broad, concrete, and directly about a shared v5 loading regression theme.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46894", + "right": "issue:46901", + "accept": true, + "reason": "Both describe the same training-loss double-shift/off-by-one label shift bug; the model names differ, but the underlying fix path looks shared." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Both involve model loading, but one is notebook custom-model initialization and the other is save/from_pretrained extra_state handling; different code paths." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Both are dtype/device mismatch reports, but they affect different mechanisms and model-loading paths." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Unrelated symptoms: missing Float8 storage vs mmap-related OOM on Strix Halo." + }, + { + "left": "issue:46315", + "right": "issue:46491", + "accept": false, + "reason": "Tokenizer performance regression vs CodeLlama round-trip whitespace bug; not the same bug." + }, + { + "left": "issue:45812", + "right": "issue:46315", + "accept": false, + "reason": "Wrong token IDs for Granite models is a correctness regression; the other is a speed regression in slow tokenizers." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch version incompatibility is not the same issue as a multimodal dtype mismatch." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper pipeline return_language regression and generic tokenization changes are different behaviors." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash and non-template-node compile failure are unrelated." + }, + { + "left": "issue:39404", + "right": "issue:46665", + "accept": false, + "reason": "Whisper pipeline behavior and from_pretrained-in-classes inconsistency are different bugs." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Both are v5 loading issues, but one is base_model_prefix handling and the other is custom-model init in notebooks." + }, + { + "left": "issue:43425", + "right": "issue:46869", + "accept": false, + "reason": "Torch 2.10 incompatibility and YOLO multi-GPU device_map issues do not share the same code-path problem." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 device mismatch are separate regressions." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "A library version compatibility issue is not the same as a model-specific device mismatch bug." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Different failures: torch compatibility vs Mistral-3 dtype mismatch." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Video input regression and mask-shape IndexError are distinct failures." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "An isolated reproduction issue and a Qwen3.5 cache crash are unrelated." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Float8 storage lookup failure and compile-template-node error are different bugs." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs-related, but they concern different pipeline APIs and different removals." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "Incorrect SigLIP2 outputs and ModelOutput key assignment are unrelated." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "Tokenizer method conflict and gguf_file loading failures are different loading problems." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export failure via torch_compilable_check is unrelated to Perceiver resolution/interpolation behavior." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline regression and MXFP4 quantization fallback are unrelated." + }, + { + "left": "issue:46050", + "right": "issue:46326", + "accept": false, + "reason": "Quantized save/load breakage and mistral_common continue_final_message behavior are different code paths." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "extra_state save/load handling and composite Qwen config unwrapping are distinct model-loading bugs." + }, + { + "left": "issue:43906", + "right": "issue:46326", + "accept": false, + "reason": "No meaningful overlap beyond both being issue reports about Transformers behavior." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "CamemBERT MLM prediction regression and tokenizer-loading failure for est-roberta are not the same bug." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Both involve tokenizer loading, but one is est-roberta tokenizer init and the other is Mistral regex patching." + }, + { + "left": "issue:45823", + "right": "issue:46899", + "accept": false, + "reason": "Gemma4 device_map mismatch and Gemma4 multimodal 4-bit dtype cast are different failure modes." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Both are Qwen3-VL load issues, but one is a dev0 regression and the other is a shape-mismatch report; not clearly the same fix." + }, + { + "left": "issue:45479", + "right": "issue:46894", + "accept": false, + "reason": "Single-label classification zero-loss bug and double-shift training-loss bug are different issues." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3 MoE memory usage and Strix Halo mmap OOM are unrelated." + }, + { + "left": "issue:45479", + "right": "issue:46897", + "accept": false, + "reason": "Classification-loss degeneracy and Florence2 double-shift are different underlying bugs." + }, + { + "left": "issue:44164", + "right": "issue:46821", + "accept": false, + "reason": "save/from_pretrained extra_state and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "Deepspeed zero3 BertModel indexing error and compiled flex_attention failure are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall: the packet does support a loose cluster of v5 regression reports, mostly around loading/tokenizer behavior, with most pairs clearly not duplicates. The one accepted soft pair (46894/46901) is plausible from the shared double-shift symptom and remains conservatively phrased." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 10, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:34567", + "issue:36032", + "issue:39404", + "issue:40444", + "issue:40990", + "issue:42175", + "issue:42796", + "issue:42915", + "issue:43262", + "issue:43317", + "issue:43377", + "issue:43404", + "issue:43421", + "issue:43452", + "issue:43482", + "issue:43541", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43643", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43883", + "issue:44206", + "issue:44220", + "issue:44451", + "issue:44462", + "issue:44488", + "issue:44530", + "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:46285", + "issue:46326", + "issue:46402", + "issue:46489" + ], + "soft_pairs": [ + "issue:44488|issue:45081", + "issue:44488|issue:44987", + "issue:43611|issue:43644", + "issue:44462|issue:46489", + "issue:42796|issue:43404", + "issue:36032|issue:42915", + "issue:46285|issue:46402", + "issue:39404|issue:44671", + "issue:43716|issue:45084", + "issue:43643|issue:44530", + "issue:44737|issue:45859", + "issue:44661|issue:44683", + "issue:40990|issue:43421", + "issue:42915|issue:44530", + "issue:44451|issue:44987", + "issue:43644|issue:43646", + "issue:34567|issue:40444", + "issue:43541|issue:45084", + "issue:40444|issue:46326", + "issue:43582|issue:43632", + "issue:42175|issue:46178", + "issue:44206|issue:44220", + "issue:36032|issue:43645", + "issue:44811|issue:45584", + "issue:43452|issue:43482", + "issue:44987|issue:44991", + "issue:43883|issue:44488", + "issue:43317|issue:43482", + "issue:45084|issue:45507", + "issue:43262|issue:43377" + ], + "prepared_review_unit_hash": "8599be64042bb9aa8315b2959d7a60b8ece7b8a1443f4906dca0fdb368ceee67", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1849, + "serialized_chars": 959374, + "estimated_input_tokens": 239844, + "estimated_eval_tokens": 479944 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36733, + "estimated_input_tokens": 9184, + "estimated_eval_tokens": 18624 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose collection of Transformers regressions, mostly around tokenizer/model loading and a few unrelated audio/offload/tracing issues. The soft pairs share themes but not the same concrete bug, so none are safe duplicates.", + "confidence": 0.72, + "canonical_issue_reason": "issue:44462 is the broadest tokenizer-loading regression in the set and is the best anchor for the nearby tokenizer-related failures.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44462 best represents the cluster because several other items are adjacent to tokenizer loading / tokenizer.json behavior, even if they are not exact duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Both involve tokenizer loading, but one is a repo-specific load failure and the other is a Mistral regex/backend_tokenizer crash; different bugs." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Same broad area (model/tokenizer loading) but different repos and failure modes; not the same underlying defect." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "One is model loading with base_model_prefix; the other is non-persistent buffers filled with junk. Distinct regression." + }, + { + "left": "issue:44462", + "right": "issue:46489", + "accept": false, + "reason": "Both touch tokenizer behavior, but 46489 is a DeepSeek-Coder output regression tied to a prior fix gap, not the same issue as ignoring tokenizer.json." + }, + { + "left": "issue:42796", + "right": "issue:43404", + "accept": false, + "reason": "Tokenizer BPE-marker handling and Mistral lm_head weight tying are unrelated bugs." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "T5 tokenizer class loading conflict vs Qwen3Moe FP8 config failure; no shared code path." + }, + { + "left": "issue:46285", + "right": "issue:46402", + "accept": false, + "reason": "CLIP text-model structure inconsistency and Sam3 text encoder weights not loading are separate model-specific regressions." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper return_language pipeline behavior and CamemBERT masked-LM predictions are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Image preprocessor dtype mismatch and template-compilation error are different subsystems and failures." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "AutoConfig trust_remote_code field loss vs PagedAttentionCache linear_attention crash are unrelated." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "Both are CPU/offload related, but XLNet positional encoding and Qwen3_5Moe rotary embedding are different code paths and model families." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Tokenization mapping-name issue vs torch flex_attention compilation failure; no common bug." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "Perplexity regression on gpt-oss-20b is unrelated to runtime post-processor updates in TokenizersBackend." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Both mention Qwen, but FP8 config failure and linear_attention cache crash are different concrete problems." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Both are load failures, but they affect different models and likely different root causes." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Non-persistent buffer initialization junk and custom model initialization failures are related only by version, not by the same bug." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "Trainer token counting and Qwen2.5-VL iterable dataset handling are unrelated training bugs." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Grouped_mm tracing error in Mixtral and non-template node compilation error are different torch/dynamo issues." + }, + { + "left": "issue:40444", + "right": "issue:46326", + "accept": false, + "reason": "IterableDataset multi-image finetuning failure and mistral_common continue_final_message behavior are unrelated." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "AppleSilicon warmup TypeError and _is_hf_initialized flag regression are separate initialization/offload problems." + }, + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "Missing tensorflow in torch extra and undefined tensorflow_text backend are packaging/backend-mapping issues, not the same bug." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Both are audio feature-extraction related, but one is an unsupported center arg in LasrFeatureExtractor and the other is a separate _torch_extract_fbank_features issue." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer method-name conflict and notebook custom-model initialization are unrelated." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Whisper batch_decode skip_special_tokens handling and empty-transcription generation after align_special_tokens are different failures." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "GGUF file handling in from_pretrained and Qwen2.5-GGUF loading failure are related only at a very broad level, not the same defect." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Different repository/model load failures with no evidence of a shared code-path bug." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Missing all_tied_weights_keys and inability to load a tokenizer repo are unrelated." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "Dequantized model offload failure and Qwen2.5-GGUF loading failure are distinct loading problems." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Template compilation failure and GraniteMoEHybrid invalid method call are different bugs." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Default audio sampling-rate behavior and MIMI padding-mask mismatch are separate audio 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": 24, + "review_unit_index": 11, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:28530", + "issue:34567", + "issue:36032", + "issue:41720", + "issue:42915", + "issue:43089", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43531", + "issue:43540", + "issue:43632", + "issue:43645", + "issue:43646", + "issue:43742", + "issue:43746", + "issue:43792", + "issue:43819", + "issue:43883", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44534", + "issue:44589", + "issue:44610", + "issue:44849", + "issue:44877", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45987", + "issue:46315", + "issue:46326", + "issue:46661", + "issue:46821", + "issue:46869", + "issue:46899" + ], + "soft_pairs": [ + "issue:43746|issue:46326", + "issue:43646|issue:44534", + "issue:43645|issue:46661", + "issue:44403|issue:45081", + "issue:42915|issue:45084", + "issue:44849|issue:45325", + "issue:43377|issue:43819", + "issue:43792|issue:46869", + "issue:43404|issue:44466", + "issue:44464|issue:45987", + "issue:43883|issue:44991", + "issue:44987|issue:45081", + "issue:28530|issue:34567", + "issue:43994|issue:44610", + "issue:44008|issue:46899", + "issue:42915|issue:44291", + "issue:44451|issue:45081", + "issue:36032|issue:43742", + "issue:44265|issue:44610", + "issue:44062|issue:44987", + "issue:43089|issue:45987", + "issue:43322|issue:43540", + "issue:44479|issue:45325", + "issue:42915|issue:44589", + "issue:43632|issue:46821", + "issue:36032|issue:41720", + "issue:44991|issue:46315", + "issue:43531|issue:44877", + "issue:45216|issue:45357" + ], + "prepared_review_unit_hash": "10d51b9267c152ddaf039a67b9a49f2712ffeb378bc9d6787454d7db28b00fdf", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1849, + "serialized_chars": 959374, + "estimated_input_tokens": 239844, + "estimated_eval_tokens": 479944 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36615, + "estimated_input_tokens": 9154, + "estimated_eval_tokens": 18564 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose collection of Transformers issues, mostly around v5 regressions in model/tokenizer loading, initialization, and a few unrelated model-specific bugs. The soft pairs are thematically similar in places, but they do not look like the same underlying defect.", + "confidence": 0.72, + "canonical_issue_reason": "issue:43632 is the best umbrella candidate because it describes a core v5 initialization regression (`_is_hf_initialized`) that overlaps with several later custom-model loading failures, making it the most representative upstream bug in the set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43632 is the strongest cluster representative: broad, upstream, and closest to multiple v5 initialization/load breakages. It is still not a clean duplicate target for the whole cluster, just the best anchor issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43746", + "right": "issue:46326", + "accept": false, + "reason": "Both are tokenizer/model-loading problems, but one is PEFT local checkpoint loading for GraniteSpeech and the other is `continue_final_message` behavior for mistral_common tokenizers; different code paths and symptoms." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Both mention Transformers v5 breaking behavior, but one is about custom model initialization and the other is non-persistent buffers being filled with junk; not the same bug." + }, + { + "left": "issue:43645", + "right": "issue:46661", + "accept": false, + "reason": "Both concern custom/remote-code model initialization, but one is a Jupyter/notebook custom model init regression and the other is `AutoModel.from_pretrained` failing on remote-code models due to missing `config_class`; related area, different defect." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "One is about loading noise/logging, the other is a tokenizer regex patch crash; unrelated failure modes." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "These are distinct Qwen3MoE and template-compilation errors; no shared concrete code path beyond both being runtime errors." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Both involve Qwen3.5/Qwen2.5-VL model behavior, but one is about `output_hidden_states` and the other about still-image RoPE scaling; different model logic." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "Both describe encoder/decoder mismatch-type bugs, but one is MIMI batched-vs-single padding mask behavior and the other is DAC `from_latents` vs forward pass with missing STE; not the same underlying issue." + }, + { + "left": "issue:43792", + "right": "issue:46869", + "accept": false, + "reason": "Both are model execution failures, but one is Whisper not running and the other is YOLO multi-GPU device-map auto failure; unrelated models/code paths." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "One is a missing tie for `lm_head.weight` in Mistral3, the other is inconsistent serialization of `lm_head.weight` depending on device; related theme, but different bug surface and behavior." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Chunked generation inconsistency under compiled forward is a generation/runtime issue; `StaticCache.get_seq_length()` returning a tensor is a cache API contract bug." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "One is a missing `all_tied_weights_keys` attribute on a model class; the other is a tokenizer-loading failure for EMBEDDIA/est-roberta. Similar v5 breakage category, but not the same defect." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Both are loading-related regressions, but one is a generic v5.1.0 model load failure and the other is a specific Mistral tokenizer regex patch crash; different code paths." + }, + { + "left": "issue:28530", + "right": "issue:34567", + "accept": false, + "reason": "Early stopping metric selection and `num_input_tokens_seen` tracking are unrelated Trainer issues." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "One is a bad AutoModel/pipeline output issue for SigLIP2, the other is processor/model input-size mismatch for OmDet-Turbo; different model families and bugs." + }, + { + "left": "issue:44008", + "right": "issue:46899", + "accept": false, + "reason": "Gemma3n variable-name collision in forward is unrelated to Gemma4 quantization dtype-cast failures, despite both being multimodal model bugs." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "Both are initialization/model-loading regressions, but one is Qwen3Moe FineGrainedFP8Config failure and the other is `init_empty_weights` rejecting `_is_hf_initialized`; similar area, different concrete issue." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "ScandiBERT loading failure and Mistral tokenizer regex patch crash are different tokenizer/model-loading bugs." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "T5 tokenizer `add_special_tokens` name conflict and MobileLLM key error are separate model/tokenizer loading issues." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "`torch.export.export` failing on `torch_compilable_check` is an export/runtime issue; OmDet-Turbo is a processor input-size bug." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "`AddedToken(..., special=...)` duplicate-argument error is a tokenizer construction bug; `physical-intelligence/fast` loading failure is broader and not the same root cause." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Generation GPU-sync/dispatch overhead is a performance problem; `StaticCache.get_seq_length()` shape mismatch is an API correctness bug." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Llava Next loading segfault and Qwen3OmniMoe video-processing `ValueError` are both multimodal, but they fail in different subsystems and are not the same bug." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Both affect Qwen multimodal models, but one is a v5.3.0 video-input regression and the other is a RoPE-index scaling issue for still images; distinct logic." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and `Float8_e4m3fnStorage` deserialization/storage lookup failure are unrelated low-level errors." + }, + { + "left": "issue:43632", + "right": "issue:46821", + "accept": false, + "reason": "Both are v5-era API regressions, but one is core `_is_hf_initialized` initialization breakage and the other is a TimesFM `window_size` attribute error; not the same code path." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "T5 tokenizer method-name conflict and Qwen3 auto device-mapping CUDA assert are unrelated bugs." + }, + { + "left": "issue:44991", + "right": "issue:46315", + "accept": false, + "reason": "Both involve tokenizer behavior in v5, but one is loading a specific tokenizer and the other is `convert_tokens_to_ids` performance regression for slow tokenizers with many added tokens; different defect class." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3-MoE `sliding_window` bug and strict config preventing `granite_speech` loading are different configuration/model bugs." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": false, + "reason": "Both are Qwen3.5 save_pretrained regressions, but one concerns checkpoint correctness generally and the other specifically incorrect visual encoder keys; related family, not the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 12, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:33666", + "issue:35707", + "issue:40444", + "issue:40990", + "issue:41553", + "issue:41720", + "issue:42175", + "issue:42796", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43381", + "issue:43421", + "issue:43425", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43716", + "issue:43746", + "issue:43792", + "issue:43856", + "issue:44079", + "issue:44220", + "issue:44291", + "issue:44403", + "issue:44462", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44991", + "issue:45081", + "issue:45325", + "issue:45491", + "issue:45538", + "issue:45542", + "issue:45663", + "issue:45812", + "issue:45923", + "issue:46491", + "issue:46710", + "issue:46899" + ], + "soft_pairs": [ + "issue:40444|issue:45325", + "issue:43611|issue:44534", + "issue:43425|issue:44403", + "issue:43716|issue:46899", + "issue:43296|issue:43531", + "issue:45812|issue:46491", + "issue:44220|issue:44683", + "issue:42796|issue:43746", + "issue:43381|issue:45923", + "issue:44403|issue:44991", + "issue:43632|issue:44756", + "issue:33666|issue:40444", + "issue:40990|issue:44811", + "issue:43792|issue:44589", + "issue:44291|issue:44589", + "issue:42796|issue:46710", + "issue:44079|issue:45663", + "issue:35707|issue:40444", + "issue:43482|issue:43525", + "issue:43421|issue:44568", + "issue:43632|issue:44534", + "issue:43531|issue:44291", + "issue:43482|issue:45538", + "issue:42175|issue:45542", + "issue:41720|issue:45081", + "issue:44079|issue:44534", + "issue:41553|issue:43582", + "issue:44462|issue:45812", + "issue:43317|issue:43856", + "issue:43377|issue:45491" + ], + "prepared_review_unit_hash": "9966bbf0125bc76bd3346c037c7259d9f022cb33ef9ab5eef761c7a5fa721060", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1849, + "serialized_chars": 959374, + "estimated_input_tokens": 239844, + "estimated_eval_tokens": 479944 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36096, + "estimated_input_tokens": 9024, + "estimated_eval_tokens": 18304 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose set of unrelated issues spanning tokenizers, multimodal models, loading regressions, and backend/package problems. None of the soft pairs look like the same underlying bug or change, so all should be kept separate.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen2.5-VL issues, but one is about iterable-dataset finetuning with multiple images while the other is about still-image temporal position_id scaling; different code paths and symptoms." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "Both mention Transformers v5 regressions, but one is about loading models with base_model_prefix and the other about non-persistent buffers being filled with junk; separate bugs." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch compatibility and noisy load logging are unrelated problems." + }, + { + "left": "issue:43716", + "right": "issue:46899", + "accept": false, + "reason": "Both involve multimodal Gemma models and dtype/quantization concerns, but one is an image preprocessor/model dtype mismatch and the other is unsafe dtype casting in audio/vision embedders; not the same fix." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "PaddleOCR-VL load failure and Qwen3-MoE sliding_window behavior are unrelated." + }, + { + "left": "issue:45812", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but one is wrong token IDs for Granite models and the other is a leading-space round-trip issue in CodeLlama; different tokenizers and failures." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Audio fbank extraction and compiled flex_attention are different subsystems and bugs." + }, + { + "left": "issue:42796", + "right": "issue:43746", + "accept": false, + "reason": "Tokenizer BPE-marker handling and GraniteSpeech PEFT checkpoint loading are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Both touch gradient checkpointing, but one is an eval-mode restriction and the other is a missing supports_gradient_checkpointing flag on a trust_remote_code variant; not the same underlying issue." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "One is about removing loader noise; the other is AutoTokenizer ignoring tokenizer.json for a specific model repository." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "_is_hf_initialized handling in Transformers v5 and mmap OOM on Strix Halo are unrelated." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Both are Qwen-VL training issues, but one is multi-GPU training and the other is multi-image IterableDataset finetuning; different failure modes." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "High perplexity on a language model and Whisper batch_decode skipping special tokens are unrelated." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper-large-v2 runtime failure and Float8 storage lookup failure are different bugs." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "init_empty_weights/_is_hf_initialized argument handling and Float8 storage resolution are separate compatibility issues." + }, + { + "left": "issue:42796", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer BPE-marker handling and an accuracy regression after upgrading Transformers are not the same code-path problem." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment logic and Gemma4 shared_kv_states rebuild in FSDP2 are unrelated." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen2.5-VL multi-image finetuning." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "GGUF loading failure and missing pad_token_id on Llama4Config are different model/config issues." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Runtime post-processor updating and add_special_tokens BOS/EOS behavior are related only broadly to tokenizers, but they are distinct bugs with different mechanisms." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "Both are Transformers v5 regressions, but one concerns _is_hf_initialized and the other non-persistent buffers; separate changes." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Sliding-window attention in Qwen3-MoE and init_empty_weights argument handling are unrelated." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "GGUF loading failure and CLIPTokenizer max length handling are different tokenizer/model issues." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Both involve TensorFlow packaging/backends, but one is about the torch extra omitting TensorFlow and the other is about tensorboard being installed without TensorFlow causing an undefined backend error; related area, but not the same bug." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Qwen3 device-mapping cudaErrorAssert and Mistral regex-patching crash are unrelated." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key assignment and non-persistent buffer initialization are different regression sites." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Bad AutoTokenizer error messaging for Voxtral and AppleSilicon TypeError in caching_allocator_warmup are unrelated." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer-related, but one is ignoring tokenizer.json loading and the other is wrong token IDs for Granite models; not the same defect." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "device_map=auto offload loading failure and Qwen3 MoE training memory inefficiency are distinct issues." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "MIMI encoder batching/padding-mask correctness and Gemma3 NaN embeddings from sliding-window attention are different bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 13, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:39692", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:42796", + "issue:42915", + "issue:43262", + "issue:43296", + "issue:43454", + "issue:43482", + "issue:43493", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43644", + "issue:43646", + "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:44509", + "issue:44829", + "issue:44877", + "issue:45072", + "issue:45325", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45584", + "issue:45701", + "issue:45823", + "issue:45834", + "issue:46402", + "issue:46821", + "issue:46909" + ], + "soft_pairs": [ + "issue:44509|issue:46909", + "issue:43611|issue:43646", + "issue:43296|issue:46821", + "issue:43818|issue:46402", + "issue:43644|issue:44079", + "issue:44829|issue:45479", + "issue:42175|issue:43296", + "issue:43818|issue:45357", + "issue:44265|issue:45072", + "issue:43493|issue:43994", + "issue:40444|issue:45381", + "issue:45325|issue:45834", + "issue:45325|issue:45381", + "issue:43454|issue:44466", + "issue:42915|issue:43482", + "issue:43873|issue:45701", + "issue:44291|issue:44877", + "issue:43701|issue:45325", + "issue:42796|issue:45381", + "issue:43606|issue:44265", + "issue:40990|issue:45584", + "issue:43262|issue:43746", + "issue:44479|issue:45823", + "issue:35707|issue:41720", + "issue:34634|issue:35707", + "issue:43828|issue:46821", + "issue:39692|issue:40444", + "issue:44186|issue:44265", + "issue:43454|issue:43550", + "issue:43606|issue:43819", + "issue:41720|issue:45823" + ], + "prepared_review_unit_hash": "868d9ddcd62ad5ff9cdad581fb5d45513d8936d299f34f9cd1e317dd582c3428", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1849, + "serialized_chars": 959374, + "estimated_input_tokens": 239844, + "estimated_eval_tokens": 479944 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "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 packet is mostly cross-model false similarity. The only issue pair that looks close on titles alone is the zero-loss classification report, but the broader canonical issue is 45479, not 44829; the other previously accepted links are too speculative without body/diff evidence.", + "confidence": 0.64, + "canonical_issue_reason": "issue:45479 is the broader, title-level report of the zero-loss classification bug across sequence-classification models. issue:44829 is a narrower flash_attention_3 symptom and is not the safer canonical choice from titles alone.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45479 is the best overall issue candidate because its title states the underlying failure mode most generally and it is the clearest duplicate target for the narrower variants.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44509", + "right": "issue:46909", + "accept": false, + "reason": "Both are documentation problems, but the titles point to different docs/examples and not the same defect." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are Transformers v5 regressions, but the titles indicate different code paths and root causes." + }, + { + "left": "issue:43296", + "right": "issue:46821", + "accept": false, + "reason": "Unrelated models and failures: PaddleOCR-VL/vLLM load issue vs TimesFM AttributeError." + }, + { + "left": "issue:43818", + "right": "issue:46402", + "accept": false, + "reason": "Different model families and symptoms: Video-LLaVA tower/weights versus Sam3Model text-encoder loading." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Non-persistent buffer serialization is a different bug from ModelOutput key assignment." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "The titles are related, but 44829 is a flash_attention_3 training symptom while 45479 is the broader zero-loss classification report; not enough to call them the same bug path from titles alone." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Packaging/backend installation issue versus model loading failure; no shared concrete bug." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Different Qwen/vision-related regressions with different symptoms and likely different fixes." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "`torch.export`/`torch_compilable_check` is unrelated to the bfloat16 dtype mismatch described by the other title." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": false, + "reason": "Both mention SigLIP2, but the titles alone do not prove the same underlying implementation mismatch or code path." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen VL issues, but one is multi-image finetuning and the other is video position-id behavior." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Qwen2.5-VL temporal position scaling and Kosmos2.5 OCR index errors are different problems." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "These are plausibly related Qwen2.5-VL regressions, but the titles do not establish the same concrete bug path." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Related to tied weights, but the titles suggest different manifestations and not enough evidence of one underlying bug." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Different quantization/loading failures for different model families." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Offloading with quantization is not the same as tokenization behavior changing across versions." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Loading with unexpected `_is_hf_initialized` argument and strict config rejection are different regressions." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Both mention device placement, but the titles describe different models and different failures." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Progressive generation with embeddings/past state is unrelated to the CUDA assert in Qwen3 auto device mapping." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "Different subsystems and bugs: Bark voice preset versus generation with inputs_embeds/past_key_values." + }, + { + "left": "issue:43828", + "right": "issue:46821", + "accept": false, + "reason": "Autocast dtype mismatch and an AttributeError on window_size are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "Documentation/example errors are not the same bug as multi-image iterable finetuning failures." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer padding/truncation crash is unrelated to torch.export failures." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "AyaVision tied-weight behavior and Bamba torch.compile SDPA failure are distinct issues." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "CPU offload device mismatch for Bark-small is unrelated to DAC latent/forward mismatch." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Both involve device placement, but they are model-specific and do not look like the same bug." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Reject: the summary overstates the evidence in the packet. From the titles alone, issue:45479 is the broader canonical zero-loss classification report, while issue:44829 is a more specific flash_attention_3 symptom, so calling 44829 \"model-agnostic\" and more canonical is not grounded. Several accepted soft links also feel too strong for a title-only packet, especially 44829\u219445479, 43493\u219443994, and 45325\u219445381; these are plausible similarities, but not clearly the same bug path with the evidence provided. The conservative false-pair rejections are mostly fine." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 14, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:26413", + "issue:28530", + "issue:36331", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42796", + "issue:42915", + "issue:42947", + "issue:43065", + "issue:43257", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43450", + "issue:43454", + "issue:43526", + "issue:43572", + "issue:43720", + "issue:43749", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:44186", + "issue:44387", + "issue:44466", + "issue:44488", + "issue:44534", + "issue:44568", + "issue:44610", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45357", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45823", + "issue:45920", + "issue:45923", + "issue:46050", + "issue:46209", + "issue:46305", + "issue:46315", + "issue:46402", + "issue:46821" + ], + "soft_pairs": [ + "issue:43377|issue:44610", + "issue:43257|issue:45923", + "issue:43881|issue:44488", + "issue:44568|issue:45920", + "issue:46305|issue:46315", + "issue:42796|issue:46209", + "issue:43454|issue:45072", + "issue:45823|issue:46821", + "issue:40990|issue:42947", + "issue:43377|issue:44898", + "issue:43454|issue:43720", + "issue:42617|issue:42915", + "issue:43749|issue:44534", + "issue:43317|issue:43873", + "issue:43572|issue:45759", + "issue:43322|issue:46050", + "issue:41720|issue:43322", + "issue:36331|issue:42617", + "issue:44387|issue:45704", + "issue:41720|issue:44977", + "issue:36331|issue:42915", + "issue:44466|issue:45357", + "issue:40990|issue:45701", + "issue:43450|issue:45701", + "issue:44877|issue:44991", + "issue:43065|issue:46402", + "issue:43526|issue:43883", + "issue:26413|issue:28530", + "issue:41720|issue:42617", + "issue:43881|issue:44991", + "issue:44186|issue:45072" + ], + "prepared_review_unit_hash": "d5ea095b10ea7fc91e02d8b019193fd766f9bc82b7e0b7e553615813d58b2e45", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1849, + "serialized_chars": 959374, + "estimated_input_tokens": 239844, + "estimated_eval_tokens": 479944 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37007, + "estimated_input_tokens": 9252, + "estimated_eval_tokens": 18760 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous issues with only one plausible duplicate pair around offloading/quantization. Most other pairs share a subsystem name but not the same concrete failure mode.", + "confidence": 0.72, + "canonical_issue_reason": "issue:43873 is the broadest and most central report in the only real overlap area (offloading + quantization), with active discussion and inbound references; it reads like the umbrella bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best cluster representative because it is the most general, active, and reusable issue for the offloading/quantization failure family.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "Both are batched-input shape problems, but they affect different models/processors and different failure modes; not the same bug." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "Different code paths: MOE weight conversion under accelerate/deepspeed vs a missing gradient-checkpointing flag on a trust_remote_code model." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Both are loading failures, but for unrelated models and likely unrelated root causes." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Both concern tokenization regressions, but one is a specific special-token/BOS-EOS bug and the other is broader wrong token-id mapping across multiple models." + }, + { + "left": "issue:46305", + "right": "issue:46315", + "accept": false, + "reason": "Unrelated issues: a sliding-window mask off-by-one vs a tokenizer performance regression." + }, + { + "left": "issue:42796", + "right": "issue:46209", + "accept": false, + "reason": "Different areas entirely: tokenizer BPE-marker handling vs FP8 inference on B200." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "Different model components and symptoms: tied-weight serialization/generation corruption vs bfloat16 dtype mismatch in inference." + }, + { + "left": "issue:45823", + "right": "issue:46821", + "accept": false, + "reason": "Device-map forward mismatch and a TimesFM AttributeError are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "Perplexity regression on one model/dataset is not the same as gradient-checkpointing behavior with PEFT LoRA." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "Both involve batching and vision models, but one is padding-mask inconsistency and the other is resolution/interpolate_pos_encoding failure." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "Different problems: weight tying/serialization vs unpacking packed weights during accelerate loading." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "Separate failures: a 3D parallel script issue vs a FineGrainedFP8Config failure on Qwen3Moe." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "Both are loading/state issues, but one is FSDP CPU RAM-efficient loading and the other is non-persistent buffer initialization in v5." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": true, + "reason": "Both describe the same offloading-with-quantization loading path breaking under device_map/offload; 43317 looks like a concrete instance of the broader 43873 bug." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "A missing config field after v5 update is not the same as failing to unwrap text_config for composite multimodal configs." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Segfault on Llava Next loading and broken sinq quantized save/load are different code paths and symptoms." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Different model families and failures: cudaErrorAssert under auto device mapping vs a loading segfault." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "Trainer API incompatibility is unrelated to a 3D parallel execution failure." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Both are memory-related, but one is int4 quantization reserved-memory growth and the other is an apex RMSNorm leak." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Both mention Qwen3 variants, but one is an auto-device-map assertion and the other is a flash-attention generation bug." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Trainer compute_loss signature regression is unrelated to Qwen3Moe FP8 config handling." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both are save_pretrained regressions, but one is tied lm_head serialization and the other is incorrect visual-encoder keys on Qwen3.5." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "Tokenization changes may influence perplexity, but these are not the same concrete bug report." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Video processor batch-shape bug is unrelated to tokenization changes." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Different failures: strict config parsing vs tokenizer loading regression." + }, + { + "left": "issue:43065", + "right": "issue:46402", + "accept": false, + "reason": "Same model family, but dummy Conv2d in the pixel decoder is not the same as missing text-encoder weight loading." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "Image-processor label reduction bug and missing all_tied_weights_keys on a causal LM are unrelated." + }, + { + "left": "issue:26413", + "right": "issue:28530", + "accept": false, + "reason": "Both are training-loop issues, but one is checkpoint resume epoch-iterator failure and the other is early stopping metric discovery." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Different failures and subsystems: device-map/assertion vs running a parallel script." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Both are load failures, but for different models and different failure mechanisms." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer crash on NER/batched padding is unrelated to bfloat16 dtype mismatch in inference." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative: it identifies only one plausible duplicate pair (43317/43873), and the other pairwise rejections are generally justified by distinct titles, subsystems, or failure modes. The canonical-issue choice is also supported by the available evidence: 43873 is broader, active, and has inbound references, while 43317 looks like a narrower instance of the same offloading/quantization loading problem." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 15, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:28530", + "issue:33666", + "issue:36010", + "issue:36331", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43295", + "issue:43316", + "issue:43317", + "issue:43322", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43646", + "issue:43708", + "issue:43720", + "issue:43873", + "issue:44008", + "issue:44186", + "issue:44361", + "issue:44423", + "issue:44464", + "issue:44610", + "issue:44671", + "issue:44734", + "issue:44743", + "issue:44756", + "issue:44898", + "issue:44913", + "issue:45161", + "issue:45357", + "issue:45406", + "issue:45632", + "issue:45684", + "issue:45685", + "issue:45701", + "issue:45823", + "issue:46291", + "issue:46612", + "issue:46665", + "issue:46821", + "issue:46858", + "issue:46869" + ], + "soft_pairs": [ + "issue:43873|issue:44756", + "issue:46612|issue:46858", + "issue:43550|issue:43720", + "issue:43577|issue:43708", + "issue:43295|issue:45701", + "issue:44186|issue:44610", + "issue:45685|issue:46821", + "issue:43550|issue:43606", + "issue:43646|issue:46665", + "issue:43404|issue:45357", + "issue:36010|issue:42617", + "issue:44610|issue:44898", + "issue:42915|issue:43317", + "issue:44734|issue:46858", + "issue:44423|issue:45406", + "issue:46821|issue:46869", + "issue:44008|issue:45823", + "issue:41720|issue:45161", + "issue:45632|issue:45684", + "issue:28530|issue:33666", + "issue:44464|issue:46858", + "issue:44671|issue:44743", + "issue:43531|issue:43572", + "issue:36331|issue:41720", + "issue:42915|issue:46291", + "issue:44186|issue:44361", + "issue:43316|issue:44913", + "issue:42915|issue:43322", + "issue:43425|issue:46821" + ], + "prepared_review_unit_hash": "443f97489d38e669fcdbe0cbd3d02a09350fb39f81b1138f8a4c352071bdc739", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1849, + "serialized_chars": 959374, + "estimated_input_tokens": 239844, + "estimated_eval_tokens": 479944 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36448, + "estimated_input_tokens": 9112, + "estimated_eval_tokens": 18480 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly heterogeneous: the soft pairs are superficially similar around offloading, cache, serving, or multimodal paths, but they describe different concrete bugs and fixes. I reject all soft duplicate links. issue:43873 is the closest broad umbrella, but it is still not a clean canonical duplicate anchor.", + "confidence": 0.81, + "canonical_issue_reason": "issue:43873 is the broadest and most central runtime/offload report in the set, but the cluster is too heterogeneous for a true canonical duplicate issue.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 has the widest scope and the most external references, so it is the best umbrella triage target among these issues, even though it should not absorb the others as duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Both mention offloading/memory pressure, but one is a quantization-offload bug and the other is Strix Halo mmap OOM; different root causes." + }, + { + "left": "issue:46612", + "right": "issue:46858", + "accept": false, + "reason": "Both are cache/generation related, but one is skipped beam-search cache reorder and the other is a static-cache seq_length tensor arithmetic bug." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "Different model/code paths: Bamba torch.compile+SDPA vs BitNet packed-weight loading during accelerate initialization." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "Unrelated bugs: BLIP2 dtype propagation versus Trainer max_steps recalculation on checkpoint resume." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Both involve regressions around tokenizer/processor behavior, but one is custom processor API access and the other is version-dependent tokenization output." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Different processors and failures: LayoutLMv2 tokenizer crashes vs OmDet-Turbo image-size mismatch." + }, + { + "left": "issue:45685", + "right": "issue:46821", + "accept": false, + "reason": "Different bugs entirely: MPS histogram support in MoE code vs TimesFM window_size attribute access." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Both are model/runtime issues, but one is Bamba torch.compile+SDPA and the other is CPU-offload device mismatch for bark-small." + }, + { + "left": "issue:43646", + "right": "issue:46665", + "accept": false, + "reason": "Both touch custom model loading, but they describe different failure modes and code paths; not the same concrete bug." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Different models and symptoms: Mistral3 lm_head tying vs Qwen3.5 save_pretrained visual encoder keys." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "No overlap beyond being runtime failures; GenerationMixin import error is unrelated to 3d_parallel.py startup failure." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Both concern image sizes, but one is a processor/model contract mismatch and the other is a Perceiver non-default-resolution bug." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Both are quantization/offload-related in a broad sense, but one is FineGrainedFP8 on Qwen3Moe and the other is device_map auto loading of a dequantized model." + }, + { + "left": "issue:44734", + "right": "issue:46858", + "accept": false, + "reason": "Both mention cache handling, but one is server KV-cache continuation indexing and the other is static-cache seq_length arithmetic on non-CUDA backends." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Both involve serving multimodal models, but one is continuous-batching str-to-.to crash and the other is a Gemma4Processor missing _tokenizer attribute." + }, + { + "left": "issue:46821", + "right": "issue:46869", + "accept": false, + "reason": "Completely different problems: TimesFM window_size attribute error vs YOLO multi-GPU device_map failure." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Different model families and causes: Gemma3n variable collision vs Gemma4 PLE device mismatch under auto device mapping." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Different parallelism failures on different models: Qwen3 auto device mapping cudaErrorAssert vs GPT-OSS MoE TP not working." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Filesystem-related but distinct: cache-path collision for trust_remote_code vs read-only permission propagation in save_pretrained." + }, + { + "left": "issue:28530", + "right": "issue:33666", + "accept": false, + "reason": "Unrelated training issues: early stopping metric lookup vs Qwen2-VL multi-GPU training." + }, + { + "left": "issue:44464", + "right": "issue:46858", + "accept": false, + "reason": "Both involve generation/compile/cache, but the concrete bugs are different: inconsistent chunked generation outputs vs bad seq_length tensor arithmetic." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "Different models and failure modes: CamemBERT masked LM prediction regression vs Qwen3.5 recurrent state reset with cache." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "No shared underlying bug: Qwen3-MoE sliding_window behavior vs StableLmConfig missing pad_token_idx after 5.0 update." + }, + { + "left": "issue:36331", + "right": "issue:41720", + "accept": false, + "reason": "Trainer compute_loss signature mismatch is unrelated to Qwen3 auto device mapping cudaErrorAssert." + }, + { + "left": "issue:42915", + "right": "issue:46291", + "accept": false, + "reason": "Different areas: Qwen3Moe FP8 loading failure vs kernels package version/revision requirement breaking pipelines import." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Both are tokenizer crashes, but they are different tokenizer classes and task paths." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Both are config-related, but one is a Gemma3TextConfig API mismatch and the other is GPTNeoX rotary_pct not persisting on reload." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Different bug types: Qwen3Moe FineGrainedFP8Config failure vs Llava Next segmentation fault on load." + }, + { + "left": "issue:43425", + "right": "issue:46821", + "accept": false, + "reason": "No meaningful overlap: Torch 2.10 compatibility issue vs TimesFM window_size AttributeError." + } + ] + }, + "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": 24, + "review_unit_index": 16, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:28530", + "issue:29159", + "issue:30064", + "issue:33357", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:36032", + "issue:41720", + "issue:42490", + "issue:43329", + "issue:43388", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43606", + "issue:43644", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43873", + "issue:43881", + "issue:44062", + "issue:44077", + "issue:44387", + "issue:44451", + "issue:44492", + "issue:44509", + "issue:44534", + "issue:44589", + "issue:44625", + "issue:44898", + "issue:44991", + "issue:45059", + "issue:45072", + "issue:45357", + "issue:45406", + "issue:45464", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:46402", + "issue:46665", + "issue:46821", + "issue:46858" + ], + "soft_pairs": [ + "issue:28530|issue:30064", + "issue:33357|issue:35707", + "issue:29159|issue:36032", + "issue:43526|issue:43881", + "issue:43540|issue:43782", + "issue:44387|issue:45701", + "issue:43873|issue:45704", + "issue:30064|issue:34634", + "issue:43550|issue:43653", + "issue:44534|issue:46665", + "issue:43606|issue:43720", + "issue:43531|issue:45759", + "issue:41720|issue:43746", + "issue:44492|issue:44509", + "issue:45406|issue:45464", + "issue:42490|issue:43329", + "issue:43388|issue:45059", + "issue:43606|issue:43653", + "issue:34567|issue:35707", + "issue:34634|issue:41720", + "issue:43531|issue:46821", + "issue:43540|issue:46858", + "issue:45759|issue:45859", + "issue:45357|issue:46402", + "issue:44451|issue:44991", + "issue:43531|issue:44589", + "issue:44077|issue:44625", + "issue:43644|issue:46665", + "issue:44062|issue:44451", + "issue:44898|issue:45072" + ], + "prepared_review_unit_hash": "db0cc473f1f7fab2d85f04279302c51b678ab255062540095ae7b5f65501547e", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1849, + "serialized_chars": 959374, + "estimated_input_tokens": 239844, + "estimated_eval_tokens": 479944 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36783, + "estimated_input_tokens": 9196, + "estimated_eval_tokens": 18648 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a grab bag of unrelated Transformers issues. None of the provided soft edges look like safe duplicates; they share broad subsystem terms, but not the same concrete bug or fix path. The strongest internal theme is the non-persistent-buffer regression, with 44534 the best representative of that subtopic.", + "confidence": 0.96, + "canonical_issue_reason": "If a single issue must represent the cluster, 44534 is the clearest broad regression report and best matches the only near-duplicate theme (non-persistent buffers).", + "canonical_pr_reason": null, + "best_issue_reason": "44534 is the most canonical-looking issue overall because it names the broad version-5 buffer corruption regression directly and is better as a representative than the narrower or unrelated reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:28530", + "right": "issue:30064", + "accept": false, + "reason": "Early-stopping metric lookup vs image processor void-segmentation failure; different components and failure modes." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "MacOS CLIP bus error vs generation with inputs_embeds/past_key_values; unrelated bugs." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency vs T5 tokenizer load-time add_special_tokens conflict." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug vs glm-4v-9b loading failure; no shared code path." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Qwen3OmniMoe video processing ValueError vs Qwen3VL weight_only load error; different issues." + }, + { + "left": "issue:44387", + "right": "issue:45701", + "accept": false, + "reason": "Int4 quantization memory/OOM regression vs tokenization changes across versions; not the same bug." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization offloading behavior vs T5 apex RMSNorm memory leak; unrelated fix targets." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Void segmentation-map handling vs BarkProcessor voice_preset handling; different processors and failures." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "Bamba torch.compile SDPA failure vs BigBirdTokenizer special-token decode bug; unrelated." + }, + { + "left": "issue:44534", + "right": "issue:46665", + "accept": false, + "reason": "Non-persistent buffers filled with junk vs from_pretrained behavior inside Python classes; different root causes." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "CPU offload device mismatch vs BitNet packed-weight unpacking during accelerate loading; not the same path." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Qwen3-MoE sliding_window issue vs composite Qwen multimodal config unwrapping; different bugs." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Qwen3 auto device mapping cuda assert vs GraniteSpeech PEFT local checkpoint loading; unrelated." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "Cache-strategy typo vs docs mentioning removed pipeline tasks; one is docs, one is API text." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer crash vs Qwen3.5 streaming inference failure; different models and code paths." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Trailing-slash local model import warning vs undefined video-token helper variables; unrelated loading bugs." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "gather_for_metrics dropping tuple labels vs SAM3 text+box behavior; different areas and symptoms." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "CPU offload device mismatch vs BigBirdTokenizer special-token decode bug; not the same underlying issue." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState token counter not updating vs progressive generation behavior; different subsystems." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor voice_preset bug vs Qwen3 device-mapping cuda assert; unrelated." + }, + { + "left": "issue:43531", + "right": "issue:46821", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug vs TimesFM window_size AttributeError; different models and failures." + }, + { + "left": "issue:43540", + "right": "issue:46858", + "accept": false, + "reason": "Qwen3OmniMoe video-input ValueError vs static-cache seq_length device tensor bug; unrelated." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Multimodal Qwen config unwrapping vs Qwen rotary embedding CPU-offload incompatibility; different fixes." + }, + { + "left": "issue:45357", + "right": "issue:46402", + "accept": false, + "reason": "Qwen3.5 visual-encoder save_pretrained regression vs Sam3 text-encoder load regression; unrelated." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "ScandiBERT loading failure vs EMBEDDIA/est-roberta tokenizer loading failure; both loading-related but distinct." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Sliding-window support issue vs missing Float8 storage object; no shared bug." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "patchtsmixer post_init policy issue vs Qwen3.5 num_labels propagation bug; different code paths." + }, + { + "left": "issue:43644", + "right": "issue:46665", + "accept": false, + "reason": "Transformers 5 non-persistent-buffer junk vs from_pretrained inside classes; only loosely related by loading." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "AddedToken special-argument conflict vs ScandiBERT tokenizer load failure; unrelated tokenizer issues." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Perceiver positional interpolation failure vs bfloat16 dtype mismatch in inference; different concrete bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 17, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:39692", + "issue:41720", + "issue:42886", + "issue:43381", + "issue:43421", + "issue:43493", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43819", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:43994", + "issue:44186", + "issue:44368", + "issue:44514", + "issue:44545", + "issue:44610", + "issue:44625", + "issue:44671", + "issue:44843", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:44995", + "issue:45042", + "issue:45081", + "issue:45356", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45704", + "issue:45759", + "issue:45907", + "issue:45923", + "issue:45987", + "issue:46032", + "issue:46050", + "issue:46463", + "issue:46655", + "issue:46693", + "issue:46829", + "issue:46832", + "issue:46858" + ], + "soft_pairs": [ + "issue:44625|issue:45479", + "issue:44987|issue:45042", + "issue:43381|issue:43844", + "issue:44368|issue:45357", + "issue:39692|issue:44610", + "issue:41720|issue:45704", + "issue:43746|issue:46050", + "issue:43421|issue:43927", + "issue:43381|issue:45704", + "issue:46655|issue:46693", + "issue:45704|issue:45923", + "issue:42886|issue:44843", + "issue:44918|issue:44936", + "issue:45759|issue:45923", + "issue:43746|issue:43873", + "issue:43994|issue:44671", + "issue:44514|issue:44545", + "issue:43421|issue:43653", + "issue:39692|issue:43493", + "issue:46032|issue:46463", + "issue:43421|issue:44186", + "issue:43782|issue:45381", + "issue:45081|issue:45356", + "issue:30064|issue:36010", + "issue:44995|issue:46858", + "issue:45356|issue:45907", + "issue:39692|issue:43873", + "issue:43720|issue:43819", + "issue:43653|issue:43720", + "issue:46829|issue:46832", + "issue:45987|issue:46829" + ], + "prepared_review_unit_hash": "b5a0f1ad8c243ea9faac337b1f4e6a87cce0aa75f72964eedc2680fe431bbfee", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1849, + "serialized_chars": 959374, + "estimated_input_tokens": 239844, + "estimated_eval_tokens": 479944 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37554, + "estimated_input_tokens": 9389, + "estimated_eval_tokens": 19034 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly heterogeneous and does not form one clean duplicate cluster. Most pairs share only a broad subsystem; the only strong duplicate candidates are the offline tokenizer/cache pair and the two identical Qwen2_5_VLProcessor chat-template crashes.", + "confidence": 0.86, + "canonical_issue_reason": "No single canonical issue cleanly represents the whole cluster because the items span unrelated bugs; among the likely duplicates, the offline tokenizer/cache reports are the most concrete.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44843 is the best representative issue because it describes a specific, actionable failure path (_patch_mistral_regex -> model_info() -> HF_HUB_OFFLINE) and is the clearest tracker for one of the likely duplicate pairs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Related to classification heads, but one is config propagation and the other is loss computation semantics; not the same bug." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Different failures: model loading for a specific repo versus PIL image processors requiring torchvision." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Both mention training/runtime behavior, but eval-mode checkpointing and ZeRO-3 gradient growth are different code paths." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "A warning about tie_word_embeddings is not the same as incorrect visual-encoder keys being saved." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Both are multimodal/model-specific issues, but documentation example errors and processor size mismatch are distinct bugs." + }, + { + "left": "issue:41720", + "right": "issue:45704", + "accept": false, + "reason": "Qwen3 auto device mapping CUDA assert is unrelated to T5/apex RMSNorm memory leak." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "Local PEFT adapter loading and quantized save/load corruption are different failure modes." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Runtime special-token post-processor updates and DiaConfig token-ID persistence are separate tokenizer/config bugs." + }, + { + "left": "issue:43381", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing in eval mode is unrelated to T5 using apex.FusedRMSNorm." + }, + { + "left": "issue:46655", + "right": "issue:46693", + "accept": false, + "reason": "Incorrect video padding and FA2 long-context performance regression are different problems." + }, + { + "left": "issue:45704", + "right": "issue:45923", + "accept": false, + "reason": "Apex RMSNorm leak and missing supports_gradient_checkpointing flag are unrelated." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": true, + "reason": "Both describe HF_HUB_OFFLINE tokenizer-loading failures caused by unintended network/model_info access during tokenizer setup." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "TRL SFT embedding unpacking and trainer.evaluate after train are different trainer behaviors." + }, + { + "left": "issue:45759", + "right": "issue:45923", + "accept": false, + "reason": "Composite Qwen config handling and a missing gradient-checkpointing flag are not the same bug." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "Local checkpoint loading for PEFT adapters and quantization/offloading behavior are different code paths." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "SigLIP2 inference mismatch and CamemBERT masked-LM predictions are unrelated model-specific issues." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "These are the same Qwen2_5_VLProcessor batched apply_chat_template crash, with nearly identical titles and failure conditions." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Both involve tokenizer special tokens, but one is runtime post-processor syncing and the other is BigBird mask-token registration/decoding." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Both mention SigLIP2, but documentation example errors and HF-vs-JAX implementation discrepancy are different issues." + }, + { + "left": "issue:46032", + "right": "issue:46463", + "accept": false, + "reason": "Mamba2 use_cache corruption and a T5 decoder-input error message are unrelated." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Special-token post-processor syncing and LayoutLMv2 tokenizer crashes on NER/padding are different tokenizer bugs." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Qwen3VL weight_only loading errors and Qwen2.5-VL video position-id issues are not the same failure." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both touch fix_mistral_regex, but one is an AttributeError crash and the other is a regression about codec handling/warnings in a different tokenizer scenario." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Image processor void-segmentation handling and GenerationMixin import failure are unrelated." + }, + { + "left": "issue:44995", + "right": "issue:46858", + "accept": false, + "reason": "Both mention cache/indexing, but stale indexer cache on second forward pass is not the same as static-cache seq-length tensor arithmetic." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regression around fix_mistral_regex and list_repo_files revision forwarding are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "SigLIP2 doc/model issues and offloading with quantization are different." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "Packed-weight loading failure and DAC.from_latents/STE mismatch are unrelated model behaviors." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "BigBird special-token decode output and BitNet packed-weight loading are different bugs." + }, + { + "left": "issue:46829", + "right": "issue:46832", + "accept": false, + "reason": "Hidden-state output plumbing in one video model and RT-DETR feature-level mismatch are unrelated." + }, + { + "left": "issue:45987", + "right": "issue:46829", + "accept": false, + "reason": "StaticCache seq-length return type and VideoPrism output field mismatch are not the same issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The judgments are conservative and grounded in the packet. The two accepted pairs look like true duplicates/near-duplicates (HF_HUB_OFFLINE tokenizer/cache failure; identical Qwen2_5_VLProcessor batched apply_chat_template crash). The rejected pairs mostly differ in bug surface, code path, or failure mode, and the summary correctly avoids claiming a single coherent cluster." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 18, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:30064", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43295", + "issue:43335", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43596", + "issue:43611", + "issue:43618", + "issue:43643", + "issue:43653", + "issue:43697", + "issue:43756", + "issue:43819", + "issue:43927", + "issue:44008", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44361", + "issue:44442", + "issue:44448", + "issue:44488", + "issue:44661", + "issue:44671", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45183", + "issue:45381", + "issue:45479", + "issue:45584", + "issue:45834", + "issue:45987", + "issue:46294", + "issue:46665", + "issue:46693", + "issue:46858", + "issue:46932" + ], + "soft_pairs": [ + "issue:43295|issue:45834", + "issue:43550|issue:43927", + "issue:43550|issue:44361", + "issue:44062|issue:44488", + "issue:43540|issue:46294", + "issue:45381|issue:46693", + "issue:43531|issue:43643", + "issue:43596|issue:44220", + "issue:43611|issue:46665", + "issue:44186|issue:44898", + "issue:43653|issue:43819", + "issue:44008|issue:46858", + "issue:41720|issue:44991", + "issue:45987|issue:46932", + "issue:30064|issue:36331", + "issue:44220|issue:44661", + "issue:43643|issue:44877", + "issue:43550|issue:43819", + "issue:43335|issue:43756", + "issue:43618|issue:43697", + "issue:44843|issue:45081", + "issue:44448|issue:44671", + "issue:39692|issue:45834", + "issue:44186|issue:44442", + "issue:44821|issue:45084", + "issue:43540|issue:44008", + "issue:34634|issue:36010", + "issue:45183|issue:45479", + "issue:45584|issue:45834" + ], + "prepared_review_unit_hash": "3b25042d9abfecc37ac61cfbf5bd29748fe9f690d6c444013531ed472fc43d4b", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1849, + "serialized_chars": 959374, + "estimated_input_tokens": 239844, + "estimated_eval_tokens": 479944 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36652, + "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: it mixes unrelated Transformers bugs across tokenizers, vision/video, config loading, cache semantics, and training/runtime APIs. None of the soft edges look like the same underlying change or defect, so I would not merge any pairs.", + "confidence": 0.96, + "canonical_issue_reason": "No clear canonical issue: the items span many different subsystems and failure modes rather than one shared bug.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good global representative because the cluster is not a true duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Different domains and failures: processor/tokenizer regression vs long-OCR index error." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "One is torch.compile SDPA failure; the other is save/load losing custom token IDs." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Bamba compile/SDPA bug is unrelated to MLuke tokenizer AttributeError." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "AddedToken keyword collision vs tokenizer loading failure for a specific model; different code paths." + }, + { + "left": "issue:43540", + "right": "issue:46294", + "accept": false, + "reason": "Both are video-input issues, but they affect different Qwen models and different mismatch/validation failures." + }, + { + "left": "issue:45381", + "right": "issue:46693", + "accept": false, + "reason": "Qwen2.5-VL position-id bug is unrelated to FA2 long-context performance regression." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Qwen3-MoE sliding-window bug vs AutoConfig trust_remote_code field loss; unrelated." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "Zero3/Bert initialization IndexError is unrelated to audio fbank feature extraction." + }, + { + "left": "issue:43611", + "right": "issue:46665", + "accept": false, + "reason": "Both involve loading behavior, but one is base_model_prefix regression and the other is from_pretrained inside Python classes." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "LayoutLMv2 tokenizer crash vs Perceiver non-default-resolution classification failure; different bugs." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "BigBird special-token decode issue and DAC latent/forward mismatch are separate code paths." + }, + { + "left": "issue:44008", + "right": "issue:46858", + "accept": false, + "reason": "Gemma 3n variable collision is unrelated to StaticCache sequence-length tensor semantics." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "CUDA assert on Qwen3 device mapping is unrelated to tokenizer loading for est-roberta." + }, + { + "left": "issue:45987", + "right": "issue:46932", + "accept": false, + "reason": "StaticCache return-type regression and Gemma4 quantized-embedder dtype casting are unrelated." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Void segmentation-map processing and CustomTrainer compute_loss signature mismatch are unrelated." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio fbank extraction bug vs add-new-model-like tokenizer mapping bug; different areas." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Both are config/loading related, but trust_remote_code field loss and strict granite_speech config rejection are different defects." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Bamba SDPA/compile failure vs DAC from_latents mismatch are unrelated model behaviors." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation and Smollm3 RoPE layer dropping are different model-architecture bugs." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "CLIPOutput attentions assignment and RTDetrV2 output divergence are different model-specific regressions." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Same helper area (_patch_mistral_regex), but one is an offline network call and the other is a backend_tokenizer attribute crash." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Pegasus output drift and CamemBERT masked-LM drift are distinct model-specific issues." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "SigLIP2 doc/quantization problems are unrelated to Kosmos2.5 long OCR indexing." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "LayoutLMv2 NER/padding crash is unrelated to FastSpeech2Conformer tokenizer loading failure." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "AutoImageProcessor URL loading is unrelated to the template-node compilation TypeError." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Different Qwen/Gemma model bugs with different failure mechanisms and code paths." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor voice_preset and GenerationMixin import are unrelated regressions." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Input validation XOR error and zero-loss classification bug affect different logic." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty-transcription handling is unrelated to Kosmos2.5 OCR indexing." + } + ] + }, + "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": 24, + "review_unit_index": 19, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:34634", + "issue:36331", + "issue:43322", + "issue:43388", + "issue:43421", + "issue:43540", + "issue:43550", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43644", + "issue:43645", + "issue:43716", + "issue:43720", + "issue:43749", + "issue:43782", + "issue:43818", + "issue:43825", + "issue:43827", + "issue:43931", + "issue:43994", + "issue:44008", + "issue:44291", + "issue:44479", + "issue:44561", + "issue:44610", + "issue:44671", + "issue:44805", + "issue:44811", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45381", + "issue:45685", + "issue:45701", + "issue:45834", + "issue:46032", + "issue:46291", + "issue:46294", + "issue:46463", + "issue:46512", + "issue:46665", + "issue:46846" + ], + "soft_pairs": [ + "issue:43644|issue:43749", + "issue:43322|issue:45685", + "issue:43606|issue:45072", + "issue:43388|issue:46032", + "issue:43550|issue:45072", + "issue:43825|issue:43994", + "issue:44479|issue:45834", + "issue:43421|issue:44811", + "issue:43782|issue:44977", + "issue:44561|issue:45020", + "issue:43577|issue:43818", + "issue:46294|issue:46463", + "issue:43582|issue:46512", + "issue:44991|issue:46291", + "issue:43716|issue:44008", + "issue:43931|issue:46846", + "issue:44805|issue:44936", + "issue:44610|issue:45072", + "issue:43540|issue:45381", + "issue:28218|issue:29159", + "issue:43749|issue:44291", + "issue:43720|issue:45072", + "issue:43825|issue:43827", + "issue:43645|issue:46665", + "issue:44671|issue:45701", + "issue:43577|issue:43582", + "issue:34634|issue:36331" + ], + "prepared_review_unit_hash": "b4f9a9142f25db356ad4f7d446294056de826b9957cdcbd8781d3d6bd768d3c9", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1849, + "serialized_chars": 959374, + "estimated_input_tokens": 239844, + "estimated_eval_tokens": 479944 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35456, + "estimated_input_tokens": 8864, + "estimated_eval_tokens": 17984 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is mostly a heterogeneous set of unrelated issues; only the tokenizer pair (28218/29159) looks like a likely duplicate. No PRs were provided.", + "confidence": 0.71, + "canonical_issue_reason": "issue:29159 is the broader tokenizer report: it frames the problem as slow/fast tokenizer inconsistency, which plausibly subsumes the more specific extra-space symptom in issue:28218.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:29159 is the best anchor for the only plausible duplicate pair because it is the more general and representative description of the underlying tokenizer bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Different bugs: buffer initialization junk vs FSDP CPU RAM-efficient loading breakage." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Different model/pathologies: Llava Next segfault vs MPS histogram int error." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "CPU offload device mismatch is not the same as bfloat16 dtype mismatches." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "Different code paths: metric gathering label truncation vs cache misuse producing wrong results." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "torch.compile+SDPA failure is unrelated to generic dtype mismatch reports." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "An error-message/doc regression is not the same underlying bug as bad SigLIP2 outputs." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Both are vision-related, but they describe different failures in different models and input shapes." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Tokenizer post-processor update bug vs batch_decode skipping special tokens; related area, different bug." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Loading with weight_only=True and flash-attention generation issues are different concrete failures." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "One is a specific removed-helper breakage; the other is a broad remote_code regression report." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "Different model bugs: dtype staying float32 vs missing temporal attention / shared weights." + }, + { + "left": "issue:46294", + "right": "issue:46463", + "accept": false, + "reason": "Video token-feature mismatch is unrelated to T5 decoder input validation errors." + }, + { + "left": "issue:43582", + "right": "issue:46512", + "accept": false, + "reason": "Apple Silicon TypeError in allocator warmup is unrelated to stale config dtype after from_config." + }, + { + "left": "issue:44991", + "right": "issue:46291", + "accept": false, + "reason": "Tokenizer loading regression and kernels import/dependency failure are different issues." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Preprocessor/model dtype mismatch is unrelated to the Gemma3n variable-name collision bug." + }, + { + "left": "issue:43931", + "right": "issue:46846", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and missing TP-plan entries are not the same underlying defect." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Mask shape IndexError and trainer.evaluate() failing after train() are different failures." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Input-size mismatch in OmDet-Turbo is unrelated to the dtype mismatch issue." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Both involve video inputs, but they are different model-specific regressions with different symptoms." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": true, + "reason": "Both describe the same tokenizer inconsistency around added tokens; one is the specific extra-space symptom, the other the broader slow/fast tokenizer mismatch." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "FSDP CPU loading failure and unexpected _is_hf_initialized argument are different loading bugs." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "Packed-weights unpacking during accelerate loading is unrelated to generic dtype mismatch behavior." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "Runtime error-message mismatch and lingering docs references are related context, but not the same concrete bug." + }, + { + "left": "issue:43645", + "right": "issue:46665", + "accept": false, + "reason": "Jupyter custom-model initialization breakage is different from inconsistent from_pretrained behavior inside Python classes." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "Masked LM prediction regression in CamemBERT is not the same as a general tokenization-version change report." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Unrelated dtype/model-loading issue vs Apple Silicon allocator TypeError." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "BarkProcessor voice_preset failure and CustomTrainer.compute_loss signature breakage are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is grounded in the packet and stays conservative. The tokenizer pair (28218/29159) is the only clearly plausible duplicate anchor from the titles, and the other soft-edge rejections avoid overstating equivalence. No PR pair claims were made, so there is no mergeability issue to check." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 20, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:36010", + "issue:36331", + "issue:42175", + "issue:42490", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43582", + "issue:43638", + "issue:43645", + "issue:43653", + "issue:43697", + "issue:43742", + "issue:43782", + "issue:43819", + "issue:43906", + "issue:43927", + "issue:44060", + "issue:44368", + "issue:44554", + "issue:44589", + "issue:44857", + "issue:44912", + "issue:44936", + "issue:44991", + "issue:45003", + "issue:45020", + "issue:45042", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45372", + "issue:45406", + "issue:45538", + "issue:45600", + "issue:46175", + "issue:46209", + "issue:46285", + "issue:46291", + "issue:46326", + "issue:46697", + "issue:46728", + "issue:46932" + ], + "soft_pairs": [ + "issue:42175|issue:45081", + "issue:46175|issue:46932", + "issue:45003|issue:46285", + "issue:46697|issue:46728", + "issue:43653|issue:44912", + "issue:43782|issue:45325", + "issue:43262|issue:43819", + "issue:45372|issue:46326", + "issue:45081|issue:45406", + "issue:43582|issue:44857", + "issue:43742|issue:45020", + "issue:44589|issue:45042", + "issue:43550|issue:44912", + "issue:43452|issue:44991", + "issue:43257|issue:43329", + "issue:44060|issue:44368", + "issue:43526|issue:43697", + "issue:43329|issue:45600", + "issue:36010|issue:36331", + "issue:36010|issue:43645", + "issue:43906|issue:46209", + "issue:43526|issue:44554", + "issue:43819|issue:43927", + "issue:45084|issue:45538", + "issue:43638|issue:44936", + "issue:43531|issue:45042", + "issue:42175|issue:46291", + "issue:42490|issue:43257" + ], + "prepared_review_unit_hash": "513e4f3eb98e9580c4ea6e3562bec7749ab385eef7eb8469eda1f4aeaee38e7c", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1849, + "serialized_chars": 959374, + "estimated_input_tokens": 239844, + "estimated_eval_tokens": 479944 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 36027, + "estimated_input_tokens": 9007, + "estimated_eval_tokens": 18270 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a heterogeneous set of Transformers issues, mostly unrelated regressions and model-specific bugs. None of the soft-linked pairs look like true duplicates of the same underlying bug or change.", + "confidence": 0.82, + "canonical_issue_reason": "issue:45020 is the broadest umbrella in the set: it describes recent-version breakage around `remote_code`, which is the closest thematic match to several other loading/regression reports. The cluster overall is still too mixed to treat as one duplicate family.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the best representative issue because it is the most general compatibility/regression report and sits closest to the common pattern across the cluster, even though it does not subsume the others exactly.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Package/backend install omission is unrelated to a tokenizer regex crash." + }, + { + "left": "issue:46175", + "right": "issue:46932", + "accept": false, + "reason": "One is a large one-hot materialization issue; the other is dtype casting for quantized embedders." + }, + { + "left": "issue:45003", + "right": "issue:46285", + "accept": false, + "reason": "Unsafe `sys.modules` access is a different failure mode from the CLIP class structure inconsistency." + }, + { + "left": "issue:46697", + "right": "issue:46728", + "accept": false, + "reason": "Over-padding when already divisible is distinct from an incorrect image-patch count calculation." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "Tokenizer special-token registration is unrelated to MXFP4 quantization fallback behavior." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "A `from_pretrained` weight-loading error is not the same as a rope-index scaling bug." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting is unrelated to DAC latent reconstruction mismatch." + }, + { + "left": "issue:45372", + "right": "issue:46326", + "accept": false, + "reason": "Importing `ReasoningEffort` and `continue_final_message` on mistral_common fail in different code paths." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Mistral regex patching and Gemma4 processor initialization are different loading bugs." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Apple Silicon warmup type handling is not the same problem as AMP loss crashes on CUDA." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "A key error loading a specific model is not the same as the broader `remote_code` regression." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to PIL backend torchvision requirements." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "torch.compile/SDPA failure and MXFP4 quantization fallback are separate model-runtime issues." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "`gguf_file` loading breakage is different from tokenizer loading failure for a specific model." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Qwen3 MoE conversion/loading and the multimodal token-count undefined-variable bug are unrelated." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "These are two similar warnings, but they concern different model families and warning causes." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "A label-reduction bug in BEiT is not the same as RT-DETR-v2 output divergence." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Undefined video-branch variables and stale auto-mapping config references are not the same underlying bug." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "GenerationMixin import failure and custom `compute_loss` signature mismatch are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "Importing `GenerationMixin` and Jupyter custom-model initialization failures are different regressions." + }, + { + "left": "issue:43906", + "right": "issue:46209", + "accept": false, + "reason": "A reproduction of an old issue and an FP8 inference failure on B200 are not the same bug." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "BEiT label reduction and MPS attention correctness are unrelated issues." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "DAC forward/from_latents mismatch is unrelated to DiaConfig custom-token-ID persistence." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template-node compilation failure and CLIP tokenizer max-length semantics are unrelated." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Deepspeed zero3 index errors and post-train evaluation failures are different trainer/runtime problems." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior is unrelated to PIL backend torchvision dependency issues." + }, + { + "left": "issue:42175", + "right": "issue:46291", + "accept": false, + "reason": "Torch-only install missing TensorFlow backend is unrelated to `transformers.pipelines` failing on kernels versioning." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Trailing-slash local model import warnings are unrelated to Qwen3 MOE weight conversion under accelerate+deepspeed." + } + ] + }, + "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": 24, + "review_unit_index": 21, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:28282", + "issue:29159", + "issue:29870", + "issue:34567", + "issue:34689", + "issue:38175", + "issue:39692", + "issue:40990", + "issue:42915", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43450", + "issue:43454", + "issue:43540", + "issue:43577", + "issue:43606", + "issue:43643", + "issue:43650", + "issue:43696", + "issue:43742", + "issue:43746", + "issue:43749", + "issue:43854", + "issue:43906", + "issue:43927", + "issue:43931", + "issue:44291", + "issue:44387", + "issue:44479", + "issue:44568", + "issue:44610", + "issue:44617", + "issue:44756", + "issue:44811", + "issue:44821", + "issue:44912", + "issue:44977", + "issue:45042", + "issue:45356", + "issue:45459", + "issue:45759", + "issue:45803", + "issue:45859", + "issue:46421", + "issue:46424", + "issue:46701" + ], + "soft_pairs": [ + "issue:43746|issue:44811", + "issue:43854|issue:44977", + "issue:39692|issue:44912", + "issue:43643|issue:45759", + "issue:38175|issue:44610", + "issue:43257|issue:43696", + "issue:43262|issue:44811", + "issue:43257|issue:43931", + "issue:44387|issue:44617", + "issue:43329|issue:43450", + "issue:43329|issue:44479", + "issue:45459|issue:45803", + "issue:34567|issue:40990", + "issue:42915|issue:43742", + "issue:46421|issue:46424", + "issue:43749|issue:44756", + "issue:44291|issue:45042", + "issue:29159|issue:34567", + "issue:43650|issue:43906", + "issue:43606|issue:45859", + "issue:42915|issue:44821", + "issue:43540|issue:46701", + "issue:43927|issue:44912", + "issue:28282|issue:29870", + "issue:44568|issue:45356", + "issue:43454|issue:43577", + "issue:28282|issue:34689" + ], + "prepared_review_unit_hash": "9dd77bff1082215207cf0b7dcb7e696b4b88842f5d1ab2d8e3dfda8c5149e62b", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1849, + "serialized_chars": 959374, + "estimated_input_tokens": 239844, + "estimated_eval_tokens": 479944 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35417, + "estimated_input_tokens": 8855, + "estimated_eval_tokens": 17966 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose collection of unrelated bug reports. A few pairs share broad themes (video/multimodal processing, loading/config, tokenizer behavior, OOM), but none look like the same underlying bug or a mergeable duplicate PR change.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "Different subsystems and failures: PEFT/local checkpoint loading vs Whisper processor decoding behavior." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "Unrelated model-loading error for GLM-4.7 vs Qwen3.5 flash-attention generation regression." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "Docs/example mistakes for SigLIP2 vs MXFP4 quantization fallback on gpt-oss-20b." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Both are config-loading related, but one is missing fields from trust_remote_code and the other is AutoModelForCausalLM.from_config unwrapping text_config; different code paths." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Different model families and bugs: zero probabilities in SigLIP2 vs processor input-size mismatch in OmDet-Turbo." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Qwen3 MOE weight conversion/load issue vs a generic CUDA OOM on GPT-oss-20b." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio chat-template sampling-rate default bug vs Whisper batch_decode skip_special_tokens behavior." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Both touch Qwen3 loading, but one is accelerate/deepspeed weight conversion and the other is VL shape mismatch; not the same bug." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Both mention OOM, but one is int4 quantization memory growth and the other is Sam3Video runtime OOM; different causes." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Video-related, but one is undefined variables in multimodal token counting and the other is batched video processor shape output." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "Shared video-regression theme, but the concrete failures are different and span different models/code paths." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both involve broad exception handling, but they are separate tokenizer/data conversion bugs in different modules." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "Trainer token accounting bug vs extremely high perplexity on gpt-oss-20b; no direct code-path match." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "FineGrainedFP8Config failure in Qwen3Moe vs a key error loading MobileLLM-125M." + }, + { + "left": "issue:46421", + "right": "issue:46424", + "accept": false, + "reason": "Both cache-related, but one is spurious recompilation from lazy init and the other is max_cache_length being ignored except for Quantized Cache." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "Different memory/loading mechanisms: FSDP CPU RAM efficient loading vs disabling mmap on Strix Halo." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "init_empty_weights/_is_hf_initialized regression vs PIL image processors requiring torchvision; unrelated." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency vs TrainerState token counter not updating; different components." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "Placeholder/low-signal report vs reproduction of another issue; no shared bug." + }, + { + "left": "issue:43606", + "right": "issue:45859", + "accept": false, + "reason": "Both mention CPU offload, but they affect different models and code paths." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3Moe FP8 loading failure vs AutoImageProcessor URL loading failure." + }, + { + "left": "issue:43540", + "right": "issue:46701", + "accept": false, + "reason": "Different multimodal pipelines and failures: Qwen3OmniMoe video input ValueError vs DiffusionGemma image-text pipeline breakage." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "DiaConfig save/load token-ID loss vs gpt-oss MXFP4 quantization fallback; unrelated." + }, + { + "left": "issue:28282", + "right": "issue:29870", + "accept": false, + "reason": "PyTorch missing ImportError vs Bart generate() decoder_attention_mask initialization bug." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Tokenizer special-token regression vs codec/warning regression in Kimi-K2.5; not the same defect." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "AyaVision weight tying bug vs Blip2 dtype propagation bug; separate loading/model issues." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "Missing PyTorch environment error vs Llama 3.2 Vision model loading breakage in 4.46.2." + } + ] + }, + "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": 24, + "review_unit_index": 22, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:24643", + "issue:27957", + "issue:28282", + "issue:29127", + "issue:29159", + "issue:33357", + "issue:34567", + "issue:36331", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43404", + "issue:43425", + "issue:43452", + "issue:43525", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43824", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44560", + "issue:44568", + "issue:44849", + "issue:44857", + "issue:44936", + "issue:44987", + "issue:44991", + "issue:45127", + "issue:45137", + "issue:45357", + "issue:45381", + "issue:45405", + "issue:45488", + "issue:45538", + "issue:45701", + "issue:45907", + "issue:46291", + "issue:46512", + "issue:46693", + "issue:46821", + "issue:46832", + "issue:46869" + ], + "soft_pairs": [ + "issue:44987|issue:45538", + "issue:43525|issue:46291", + "issue:43697|issue:45357", + "issue:33357|issue:34567", + "issue:44857|issue:46832", + "issue:43404|issue:45127", + "issue:43425|issue:46291", + "issue:45137|issue:45405", + "issue:45538|issue:46869", + "issue:28282|issue:29127", + "issue:42915|issue:45538", + "issue:42175|issue:43824", + "issue:44479|issue:46693", + "issue:44062|issue:44991", + "issue:43742|issue:44291", + "issue:44936|issue:46821", + "issue:42915|issue:43749", + "issue:24643|issue:29159", + "issue:43452|issue:43582", + "issue:43577|issue:46512", + "issue:44849|issue:45701", + "issue:27957|issue:28282", + "issue:44987|issue:45907", + "issue:41720|issue:43540", + "issue:43540|issue:44560", + "issue:44479|issue:45381", + "issue:34567|issue:36331", + "issue:44568|issue:45488" + ], + "prepared_review_unit_hash": "74a02cb935d8cd156f3ca4a82eb15543f87611e22bc8cee6c2fa4ebdbfc2d2a1", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1849, + "serialized_chars": 959374, + "estimated_input_tokens": 239844, + "estimated_eval_tokens": 479944 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35491, + "estimated_input_tokens": 8873, + "estimated_eval_tokens": 18002 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: most items are unrelated regressions across tokenization, model loading, training, vision, and backend/runtime paths. I found no safe duplicate merges among the soft pairs.", + "confidence": 0.18, + "canonical_issue_reason": "No single issue cleanly represents the whole cluster. If one must be chosen, issue 45701 is the broadest tokenization-regression report and is the closest match to the small tokenizer-related subset of this cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45701 is the most reusable representative because it captures a broad version-dependent tokenization change, while most other issues are narrow model- or runtime-specific failures.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Different problems: model loading failure for a specific repo vs CLIPTokenizer max-length sentinel behavior." + }, + { + "left": "issue:43525", + "right": "issue:46291", + "accept": false, + "reason": "Unrelated: missing pad_token_id on Llama4Config vs pipelines import failing due to kernels version/revision requirements." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "Different code paths: RTDetr output drift vs incorrect save_pretrained visual-encoder keys." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "Completely unrelated: MacOS CLIP bus error vs TrainerState token counter not updating." + }, + { + "left": "issue:44857", + "right": "issue:46832", + "accept": false, + "reason": "Both are RT-DETR-related, but one is an AMP loss crash and the other is a forward-path shape/type error; not the same bug." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Both mention tied weights, but one is missing lm_head tying and the other is LoRA merge collapse with extended vocab; different failures." + }, + { + "left": "issue:43425", + "right": "issue:46291", + "accept": false, + "reason": "Both involve environment/version issues, but the dependency and failure mode are different." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque error is unrelated to the PEFT minimum-version bump." + }, + { + "left": "issue:45538", + "right": "issue:46869", + "accept": false, + "reason": "CLIPTokenizer model_max_length behavior is unrelated to YOLO multi-GPU device-map failures." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "ImportError about missing PyTorch is unrelated to LayoutLMv3 box-validation messaging." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Qwen3Moe FP8 config failure is unrelated to CLIPTokenizer max-length semantics." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "TensorFlow backend packaging issue is unrelated to missing Qwen2_5_VL import." + }, + { + "left": "issue:44479", + "right": "issue:46693", + "accept": false, + "reason": "Both concern vision/attention performance or regressions, but they are distinct bugs and model families." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "AddedToken constructor conflict is a different tokenizer bug from loading EMBEDDIA/est-roberta." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "Missing key on MobileLLM load vs unexpected _is_hf_initialized during init_empty_weights are different initialization bugs." + }, + { + "left": "issue:44936", + "right": "issue:46821", + "accept": false, + "reason": "Trainer evaluate/train lifecycle issue is unrelated to TimesFM window_size attribute handling." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "Different FSDP/precision-related failures; not the same underlying bug." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed weight shape error is unrelated to tokenizer fast/slow inconsistency." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "GGUF tokenizer/model loading breakage is unrelated to Apple Silicon caching_allocator_warmup TypeError." + }, + { + "left": "issue:43577", + "right": "issue:46512", + "accept": false, + "reason": "Both are dtype-related, but one is wrong loaded module dtypes and the other is stale config dtype after from_config." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Qwen3.5 hidden-state output bug is unrelated to the broad tokenization-change report." + }, + { + "left": "issue:27957", + "right": "issue:28282", + "accept": false, + "reason": "XLMRoberta FlashAttention2 behavior is unrelated to PyTorch-not-found ImportError." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Repo-specific model loading failure is unrelated to list_repo_files not forwarding revision." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Auto device-map CUDA assert and video-processing ValueError are different Qwen3 bugs." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both are video-input failures, but they affect different models and error paths; not safe duplicates." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": false, + "reason": "Same broad Qwen video area, but the reported regression targets differ and the concrete failure is not the same." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "TrainerState token counting and CustomTrainer compute_loss signature errors are unrelated trainer bugs." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Both are tokenizer regressions, but one is BOS/EOS injection and the other is LlamaTokenizer pre-tokenizer override; different concrete bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 23, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:24643", + "issue:29870", + "issue:38175", + "issue:42175", + "issue:43257", + "issue:43452", + "issue:43531", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43697", + "issue:43716", + "issue:43742", + "issue:43756", + "issue:43906", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44568", + "issue:44589", + "issue:44625", + "issue:44737", + "issue:44792", + "issue:44821", + "issue:44877", + "issue:44898", + "issue:44964", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45405", + "issue:45600", + "issue:45663", + "issue:45672", + "issue:45674", + "issue:45823", + "issue:46399", + "issue:46463", + "issue:46468", + "issue:46491", + "issue:46693", + "issue:46701", + "issue:46821", + "issue:46829", + "issue:46846" + ], + "soft_pairs": [ + "issue:44792|issue:44964", + "issue:42175|issue:44488", + "issue:38175|issue:44898", + "issue:43540|issue:44479", + "issue:43257|issue:43756", + "issue:44062|issue:45081", + "issue:44291|issue:44821", + "issue:45042|issue:45081", + "issue:43756|issue:46399", + "issue:43582|issue:46821", + "issue:43756|issue:45325", + "issue:43742|issue:44589", + "issue:43716|issue:46701", + "issue:44568|issue:46491", + "issue:45405|issue:45600", + "issue:43577|issue:45072", + "issue:45672|issue:45674", + "issue:43531|issue:44821", + "issue:45823|issue:46463", + "issue:44737|issue:46463", + "issue:43906|issue:46693", + "issue:43906|issue:46468", + "issue:24643|issue:29870", + "issue:43452|issue:44488", + "issue:44625|issue:44877", + "issue:45663|issue:46846", + "issue:43540|issue:46693", + "issue:43697|issue:46829" + ], + "prepared_review_unit_hash": "5f8061607cad99054ead817e8c3a74fe51aac5ac0c39ba7793e730d9ef4b8618", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1849, + "serialized_chars": 959374, + "estimated_input_tokens": 239844, + "estimated_eval_tokens": 479944 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35886, + "estimated_input_tokens": 8972, + "estimated_eval_tokens": 18200 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: most items are unrelated bugs spanning tokenizers, multimodal loading, quantization, config validation, and model-specific dtype/device issues. I did not find any soft pair that clearly describes the same underlying bug/change.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue stands out because the issues in this cluster are not duplicates of one another; they cover distinct model families and failure modes.", + "canonical_pr_reason": null, + "best_issue_reason": "No best issue for deduplication; the cluster is too mixed to use any one issue as a representative canonical bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Both involve multimodal models, but the failures are different: a Janus image-generation test regression versus Phi-4 multimodal loading." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "One is a packaging/backend dependency complaint, the other is a model loading failure for a specific BERT checkpoint." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Different models and different symptoms: zero probabilities in SigLIP2 versus Perceiver classification failing on non-default resolution." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Both are video-input regressions, but they affect different Qwen model families and likely different code paths." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Different underlying bugs: DeepSpeed weight conversion for Qwen3 MoE versus RoPE-layer dropping in Smollm3." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Separate tokenizer bugs: AddedToken argument duplication versus Mistral regex patch crashing on a tokenizer attribute." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "Unrelated loading issues: init_empty_weights argument handling versus loading AutoImageProcessor from a URL." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "One is an image-processor dependency regression, the other is a tokenizer regex patch crash." + }, + { + "left": "issue:43756", + "right": "issue:46399", + "accept": false, + "reason": "Both mention model internals, but one is a RoPE-layer omission and the other is a decorator/registration crash in Qwen3.5 kernels." + }, + { + "left": "issue:43582", + "right": "issue:46821", + "accept": false, + "reason": "Different platforms and different APIs: Apple Silicon allocator warmup versus TimesFM window_size handling." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Both touch RoPE/position handling, but they are distinct model-specific bugs with different symptoms and code paths." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "Different loading failures: MobileLLM config/key error versus missing Float8 storage type." + }, + { + "left": "issue:43716", + "right": "issue:46701", + "accept": false, + "reason": "Different multimodal regressions in different models: Mistral-3 dtype mismatch versus DiffusionGemma pipeline breakage." + }, + { + "left": "issue:44568", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer-related, but one is missing BOS/EOS insertion and the other is an encode-decode space regression." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "One is a dependency version bump problem; the other is stale auto-mapping references causing CI failure." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both are dtype-related, but they affect different model classes and likely different conversion/inference paths." + }, + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Both involve 4-bit/quantized inference, but the root causes are different: uint8 audio-module finfo usage versus skip-modules clearing lm_head exclusion." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Completely different areas: Qwen3-MoE sliding-window behavior versus image processor URL loading." + }, + { + "left": "issue:45823", + "right": "issue:46463", + "accept": false, + "reason": "A device-map mismatch in Gemma4 PLE is unrelated to T5 decoder-input validation messaging." + }, + { + "left": "issue:44737", + "right": "issue:46463", + "accept": false, + "reason": "XLNet CPU placement bug versus T5 error-message bug; no shared underlying failure." + }, + { + "left": "issue:43906", + "right": "issue:46693", + "accept": false, + "reason": "One is a reproduction of an earlier issue, the other is a FA2 long-context performance regression." + }, + { + "left": "issue:43906", + "right": "issue:46468", + "accept": false, + "reason": "No shared bug: one reproduces issue 38071, the other is an official Nemotron example failure." + }, + { + "left": "issue:24643", + "right": "issue:29870", + "accept": false, + "reason": "Different training/runtime errors: DeepSpeed weight dimensionality versus BART generate decoder mask assignment." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "Different loading failures: gguf_file handling versus a specific model that no longer loads." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Different config propagation problems in different model families." + }, + { + "left": "issue:45663", + "right": "issue:46846", + "accept": false, + "reason": "Both are Gemma/Qwen-family training issues, but one is per-layer shared_kv_state rebuilding and the other is missing tensor-parallel plan entries." + }, + { + "left": "issue:43540", + "right": "issue:46693", + "accept": false, + "reason": "Both mention generation-related behavior, but one is a video-input processing error and the other is a FA2 performance regression." + }, + { + "left": "issue:43697", + "right": "issue:46829", + "accept": false, + "reason": "Different model-specific output issues: RTDetrV2 output changes versus VideoPrism hidden_states being misassigned." + } + ] + }, + "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": 24, + "review_unit_index": 24, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:28282", + "issue:29159", + "issue:32090", + "issue:33357", + "issue:38175", + "issue:41762", + "issue:43295", + "issue:43452", + "issue:43525", + "issue:43526", + "issue:43643", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43749", + "issue:43761", + "issue:43819", + "issue:43994", + "issue:44361", + "issue:44442", + "issue:44466", + "issue:44493", + "issue:44737", + "issue:44811", + "issue:44843", + "issue:44898", + "issue:44913", + "issue:44936", + "issue:45005", + "issue:45200", + "issue:45216", + "issue:45356", + "issue:45357", + "issue:45372", + "issue:45375", + "issue:45479", + "issue:45588", + "issue:45920", + "issue:46050", + "issue:46121", + "issue:46170", + "issue:46463", + "issue:46701", + "issue:46829", + "issue:46832", + "issue:46899", + "issue:46932" + ], + "soft_pairs": [ + "issue:45357|issue:45920", + "issue:28282|issue:32090", + "issue:44913|issue:46121", + "issue:46463|issue:46899", + "issue:44737|issue:45588", + "issue:43697|issue:45216", + "issue:43526|issue:45479", + "issue:43720|issue:44898", + "issue:43643|issue:45375", + "issue:44466|issue:45005", + "issue:45200|issue:46463", + "issue:44493|issue:46050", + "issue:44361|issue:44442", + "issue:43688|issue:43749", + "issue:41762|issue:44936", + "issue:43761|issue:46829", + "issue:43653|issue:44361", + "issue:43452|issue:44843", + "issue:38175|issue:43295", + "issue:43819|issue:44811", + "issue:43994|issue:44898", + "issue:45372|issue:46170", + "issue:43525|issue:46701", + "issue:46832|issue:46932", + "issue:43295|issue:45356", + "issue:29159|issue:33357" + ], + "prepared_review_unit_hash": "52e8d4acdf5e676271e5beadf291d545c2518a15f1d3d11667e91640c35ac872", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1849, + "serialized_chars": 959374, + "estimated_input_tokens": 239844, + "estimated_eval_tokens": 479944 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 36202, + "estimated_input_tokens": 9051, + "estimated_eval_tokens": 18358 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the listed issues span unrelated tokenizer, model-loading, training, quantization, and pipeline bugs. I found no convincing duplicate pairs among the soft edges, so the safest triage is to keep them separate and use the broad tokenizer regression as the nearest representative issue.", + "confidence": 0.31, + "canonical_issue_reason": "Issue #45920 is the broadest, most central problem statement in the set: it describes a v5 tokenizer regression affecting multiple model families, whereas most other issues are narrower model-specific failures.", + "canonical_pr_reason": null, + "best_issue_reason": "#45920 is the best cluster representative because it is a high-signal regression report with multiple downstream symptoms and affected families, making it more representative than the highly specific one-off bugs here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Both concern tokenizer-related regressions, but one is a Qwen3.5 save_pretrained visual-key bug and the other is a broad AutoTokenizer token-id mismatch across many models; not the same underlying defect." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "PyTorch import error for AutoModel vs Trainer GPU broadcast TypeError are unrelated failure modes in different code paths." + }, + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "GPTNeoXConfig reload dropping rotary_pct is a config serialization issue; convert_rope_params_to_dict failing on JSON-loaded lists is a separate validation bug." + }, + { + "left": "issue:46463", + "right": "issue:46899", + "accept": false, + "reason": "T5 decoder-input validation error message vs Gemma4 4-bit multimodal dtype-cast breakage are different subsystems and symptoms." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU arange performance bug and flash_attention s_aux=None AttributeError are unrelated implementation bugs." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "RTDetrV2 output mismatch in v5 and Qwen3.5 save_pretrained checkpoint corruption are different regressions in different model families." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels truncation and single-label-classification zero-loss behavior are separate issues in different components." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "BitNet packed-weight loading failure and Perceiver interpolation failure do not share the same concrete code path." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "AutoConfig trust_remote_code missing fields and Qwen3_5MoeVisionConfig silently dropped field are both config-related but arise from different models and mechanisms." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights/serialization, but one is a save_pretrained inconsistency and the other is translation-model tied-weight issues; not clearly the same bug." + }, + { + "left": "issue:45200", + "right": "issue:46463", + "accept": false, + "reason": "Gemma 4 mm_token_type_ids defaulting and T5 decoder-input validation error messaging are unrelated model-specific behaviors." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Unexpected position-id keys and sinq quantization save/load breakage are different serialization/loading problems." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "MLukeTokenizer task AttributeError and FastSpeech2ConformerTokenizer loading failure are different tokenizer-specific bugs." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "OLMoE/GPT Oss auxiliary-loss normalization and FSDP CPU RAM efficient loading are distinct training/loading issues." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Gemma3 ZeRO-3 loading index error and trainer.evaluate() after trainer.train() failure are unrelated runtime bugs." + }, + { + "left": "issue:43761", + "right": "issue:46829", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression and VideoPrism hidden_states misassignment are both output-structure bugs but in different models and not the same code path." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "BigBirdTokenizer special-token decode bug and MLukeTokenizer task AttributeError are separate tokenizer issues with different symptoms." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "gguf_file breaking AutoTokenizer/AutoModel loading is a file-format/load-path issue; HF_HUB_OFFLINE model_info() call is an offline-mode bug." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Siglip2 zero probabilities and processor.tokenizer/image-to-tokenizer regression are different multimodal behaviors and not the same defect." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "DAC.from_latents vs forward mismatch and Whisper batch_decode skip_special_tokens handling are unrelated decoder/postprocessing bugs." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Siglip2 nonsensical AutoModel/pipeline outputs and Perceiver interpolation failure are separate multimodal model issues." + }, + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "Gemma 4 processor import failure from mistral_common and Windows ROCm torch.distributed dependency issues are different import/runtime problems." + }, + { + "left": "issue:43525", + "right": "issue:46701", + "accept": false, + "reason": "Llama4Config missing pad_token_id and DiffusionGemmaGenerationOutput pipeline failure are unrelated model/config issues." + }, + { + "left": "issue:46832", + "right": "issue:46932", + "accept": false, + "reason": "RT-DETR num_feature_levels/backbone mismatch and Gemma4 quantized embedders dtype-cast bug are different model families and failure modes." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Both are regressions in multimodal/tokenizer areas, but one is processor.tokenizer/image handling and the other is Kimi-K2.5 codec/mistral-regex behavior; not the same bug." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Slow-vs-fast tokenizer inconsistency and CLIP community model bus error on macOS are unrelated issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 25, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:32090", + "issue:33666", + "issue:36010", + "issue:41720", + "issue:42898", + "issue:43452", + "issue:43504", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43611", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43927", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44484", + "issue:44554", + "issue:44568", + "issue:44625", + "issue:44704", + "issue:44734", + "issue:44743", + "issue:44821", + "issue:44843", + "issue:44977", + "issue:44991", + "issue:45440", + "issue:45491", + "issue:45542", + "issue:45701", + "issue:45704", + "issue:46002", + "issue:46050", + "issue:46178", + "issue:46402", + "issue:46491", + "issue:46612", + "issue:46693", + "issue:46821", + "issue:46846" + ], + "soft_pairs": [ + "issue:43531|issue:43742", + "issue:43653|issue:44568", + "issue:45542|issue:46178", + "issue:43646|issue:43749", + "issue:42898|issue:46491", + "issue:43688|issue:45704", + "issue:43756|issue:46402", + "issue:44843|issue:44991", + "issue:43452|issue:43577", + "issue:44464|issue:44743", + "issue:43653|issue:43927", + "issue:43688|issue:45701", + "issue:44479|issue:44625", + "issue:45491|issue:46002", + "issue:44484|issue:44704", + "issue:44821|issue:46821", + "issue:43688|issue:45440", + "issue:33666|issue:36010", + "issue:32090|issue:33666", + "issue:44466|issue:46050", + "issue:44977|issue:46693", + "issue:44734|issue:46612", + "issue:44464|issue:44977", + "issue:43504|issue:43550", + "issue:41720|issue:44464", + "issue:43504|issue:43720", + "issue:43611|issue:46846", + "issue:43577|issue:44554" + ], + "prepared_review_unit_hash": "f7c4636fb1a9e6a3d31989adfbe787ce3b79e86bbd46872e7264d2c1318ee011", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1849, + "serialized_chars": 959374, + "estimated_input_tokens": 239844, + "estimated_eval_tokens": 479944 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35593, + "estimated_input_tokens": 8899, + "estimated_eval_tokens": 18054 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: most items are distinct model- or tokenizer-specific regressions, not duplicates. A few pairs share broad themes (loading, generation, tokenization), but they target different code paths and fixes.", + "confidence": 0.94, + "canonical_issue_reason": "No true canonical issue stands out because the cluster is not a real duplicate set. If one must be chosen, issue 43646 is the broadest umbrella around Transformers 5.0 model initialization/loading regressions.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43646 is the best representative only in the loose sense that it is the most general and could subsume several v5 loading/init complaints; it is still not a genuine duplicate anchor for the rest of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Different failures: Qwen3-MoE sliding-window behavior vs MobileLLM key error on load. Same model-loading vibe, but not the same bug." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer special-token regressions, but they affect different tokenizers and different symptoms (mask-token decode vs BOS/EOS insertion)." + }, + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "Both mention backend handling, but one is an undefined tf backend path and the other is an invalid BACKENDS_MAPPING entry for tensorflow_text. Not the same underlying bug." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model initialization breakage is unrelated to FSDP CPU RAM efficient loading." + }, + { + "left": "issue:42898", + "right": "issue:46491", + "accept": false, + "reason": "Both involve tokenization behavior, but one is a v5 cleanup-space semantic change and the other is a CodeLlama leading-space regression. Different code paths." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Aux-loss normalization in MoE models is unrelated to the T5 apex RMSNorm memory leak." + }, + { + "left": "issue:43756", + "right": "issue:46402", + "accept": false, + "reason": "Smollm3 RoPE-layer mismatch and Sam3 text-encoder weight loading are separate model-specific issues." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer/hub loading complaints, but one is offline model_info misuse and the other is a tokenizer load regression for a specific model." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "GGUF loading failures and BLIP2 dtype propagation are unrelated." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Both touch generation/cache behavior, but one is compiled chunked generation and the other is recurrent-state reset in Qwen3.5. Not mergeable as one fix." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "Tokenizer special-token registration and DiaConfig custom-token-ID persistence are different bugs." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Aux-loss normalization has nothing to do with tokenizer-version-dependent tokenization changes." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Both are Qwen3.5-related, but one is a video-input regression and the other is num_labels propagation. Different subsystems." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Both mention NaNs, but one is sliding-window attention on mixed-length batches and the other is classification-head initialization/checkpoint NaNs. Different root causes." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "A save_pretrained shard-size question is unrelated to AutoProcessor cached_file kwargs forwarding." + }, + { + "left": "issue:44821", + "right": "issue:46821", + "accept": false, + "reason": "AutoImageProcessor-from-URL loading and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "MoE aux-loss normalization is not the same as DeepseekV3MoE remote/native divergence." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Multi-GPU Qwen2-VL training and GenerationMixin import failure are completely different problems." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer _gpu_broadcast_one NoneType error and Qwen2-VL multi-GPU training are different failure modes." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "lm_head.weight serialization/tied-weights inconsistency and sinq quantized save/load breakage are separate issues." + }, + { + "left": "issue:44977", + "right": "issue:46693", + "accept": false, + "reason": "Both mention generation performance/behavior, but one is flash-attention correctness on Qwen3.5 and the other is a long-context FA2 performance regression. Not the same bug." + }, + { + "left": "issue:44734", + "right": "issue:46612", + "accept": false, + "reason": "Server KV-cache continuation indexing and beam-search cache reorder skipping are different generation bugs in different paths." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Compiled chunked generation inconsistency and Qwen3.5 flash-attention generation issues are unrelated." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Legacy-field model loading for Beit and torch.compile+SDPA failure for Bamba are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Auto device mapping CUDA asserts and compiled chunked generation inconsistency are different issues." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Both are loading-related, but one is a legacy config field issue and the other is unpacking packed BitNet weights during accelerate loading." + }, + { + "left": "issue:43611", + "right": "issue:46846", + "accept": false, + "reason": "base_model_prefix breakage and missing linear_attn entries in TP plan are separate v5 regressions." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "BLIP2 dtype propagation and MPS attention correctness 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": 24, + "review_unit_index": 26, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:28218", + "issue:33357", + "issue:33666", + "issue:36331", + "issue:39692", + "issue:42796", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43452", + "issue:43493", + "issue:43504", + "issue:43525", + "issue:43572", + "issue:43606", + "issue:43643", + "issue:43646", + "issue:43688", + "issue:43701", + "issue:43720", + "issue:43782", + "issue:43825", + "issue:43844", + "issue:43927", + "issue:43994", + "issue:44361", + "issue:44451", + "issue:44466", + "issue:44514", + "issue:44554", + "issue:44561", + "issue:44568", + "issue:44610", + "issue:44625", + "issue:44964", + "issue:44977", + "issue:45290", + "issue:45405", + "issue:45584", + "issue:45812", + "issue:45823", + "issue:46050", + "issue:46192", + "issue:46209", + "issue:46365", + "issue:46489", + "issue:46693", + "issue:46710" + ], + "soft_pairs": [ + "issue:43643|issue:44561", + "issue:43782|issue:46693", + "issue:43278|issue:43688", + "issue:33666|issue:36331", + "issue:43720|issue:43927", + "issue:43606|issue:43927", + "issue:43504|issue:44610", + "issue:43262|issue:43295", + "issue:43720|issue:44361", + "issue:44964|issue:45405", + "issue:43493|issue:43825", + "issue:44514|issue:45290", + "issue:44554|issue:46365", + "issue:44977|issue:46209", + "issue:44625|issue:45584", + "issue:43525|issue:43572", + "issue:43452|issue:44451", + "issue:45823|issue:46050", + "issue:28218|issue:33357", + "issue:43994|issue:46192", + "issue:42796|issue:44977", + "issue:43493|issue:43844", + "issue:39692|issue:43295", + "issue:43278|issue:43844", + "issue:44568|issue:46489", + "issue:43646|issue:44466", + "issue:46209|issue:46710", + "issue:33357|issue:33666", + "issue:44568|issue:45812", + "issue:43278|issue:43701" + ], + "prepared_review_unit_hash": "17b6f709fc28f3a64468b259b1f30480dba53aa33b2c337c18e96caf370cea25", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1849, + "serialized_chars": 959374, + "estimated_input_tokens": 239844, + "estimated_eval_tokens": 479944 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36817, + "estimated_input_tokens": 9205, + "estimated_eval_tokens": 18666 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous, but most soft edges are only superficially similar (often same subsystem, different model/input condition/root cause). I rejected all soft edges; none look like the same underlying bug or mergeable change.", + "confidence": 0.89, + "canonical_issue_reason": "issue:44568 is the clearest concrete tokenizer regression in v5 and the best representative of the tokenizer-focused subset, even though the overall cluster is mixed.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44568 is the strongest standalone issue here: specific, reproducible, and centered on a concrete tokenizer behavior regression.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both involve trust_remote_code/v5 breakage, but one is missing returned config fields and the other is removal of an internal helper; different failure modes." + }, + { + "left": "issue:43782", + "right": "issue:46693", + "accept": false, + "reason": "Completely different bugs: weight_only load failure vs FA2 long-context performance regression." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Different training/eval issues: embedding dtype drift vs auxiliary-loss normalization." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Multi-GPU training support and a CustomTrainer signature mismatch are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "Packed-weight loading in BitNet is unrelated to DiaConfig losing custom token IDs on save/load." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch is a different code path from config field loss after serialization." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Legacy field loading for BEiT segmentation is unrelated to an OmDet processor image-size mismatch." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and processor.tokenizer/image handling are different problems." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "BitNet packed-weight loading and MLukeTokenizer task-time AttributeError are not the same bug." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Model loading failure and an unreleased PEFT version bump are unrelated." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and a pipeline error-message regression are distinct issues." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both are apply_chat_template crashes, but the triggering conditions differ (batched padding=False vs assistant tool-call messages without content)." + }, + { + "left": "issue:44554", + "right": "issue:46365", + "accept": false, + "reason": "MPS attention correctness and an import conflict with datasets are unrelated." + }, + { + "left": "issue:44977", + "right": "issue:46209", + "accept": false, + "reason": "Flash-attention generation issues and FP8/B200 inference failure are different hardware/model bugs." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "num_labels propagation in Qwen3.5 is unrelated to Whisper empty-transcription generation after token alignment." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Both are missing config fields, but they affect different models and different attributes; not the same underlying defect." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "gguf_file loading breakage is not the same as a specific model failing to load." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Device-map forward mismatch and sinq save/load quantization breakage are different failure modes." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer spacing behavior and a MacOS CLIP bus error are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:46192", + "accept": false, + "reason": "Wrong SigLIP2 outputs and return_tensors being ignored in text_kwargs are separate bugs." + }, + { + "left": "issue:42796", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer BPE-marker handling and Qwen3.5 flash-attention generation are unrelated." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 implementation mismatch and DeepSpeed gradient growth are different subsystems and causes." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "Documentation example errors and processor.tokenizer regression are not the same underlying bug." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Embedding dtype drift is unrelated to the ZeRO-3 gradient regression." + }, + { + "left": "issue:44568", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but they affect different tokenizers and symptoms; not enough evidence of one shared defect." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization breakage and lm_head serialization inconsistency are different v5 regressions." + }, + { + "left": "issue:46209", + "right": "issue:46710", + "accept": false, + "reason": "FP8 inference failure on B200 is not the same as an accuracy regression after upgrade." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "MacOS bus error in CLIP and Qwen2-VL multi-GPU training are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but one is add_special_tokens/BOS-EOS behavior and the other is wrong token IDs for Granite models; different concrete bugs." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Embedding dtype change and resume_from_checkpoint key mismatch are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 27, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:43257", + "issue:43299", + "issue:43334", + "issue:43504", + "issue:43572", + "issue:43575", + "issue:43606", + "issue:43653", + "issue:43824", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:43937", + "issue:43994", + "issue:44112", + "issue:44291", + "issue:44361", + "issue:44464", + "issue:44488", + "issue:44493", + "issue:44589", + "issue:44792", + "issue:44843", + "issue:44849", + "issue:44869", + "issue:44964", + "issue:45072", + "issue:45200", + "issue:45229", + "issue:45245", + "issue:45357", + "issue:45405", + "issue:45520", + "issue:45588", + "issue:45759", + "issue:45823", + "issue:46050", + "issue:46209", + "issue:46285", + "issue:46399", + "issue:46424", + "issue:46701", + "issue:46710", + "issue:46752", + "issue:46821", + "issue:46832", + "issue:46846" + ], + "soft_pairs": [ + "issue:44849|issue:46209", + "issue:44488|issue:44843", + "issue:44792|issue:45405", + "issue:43927|issue:44361", + "issue:43575|issue:45405", + "issue:43504|issue:43606", + "issue:43824|issue:44589", + "issue:44849|issue:45357", + "issue:43257|issue:43299", + "issue:45245|issue:46710", + "issue:46821|issue:46832", + "issue:44493|issue:46285", + "issue:46399|issue:46846", + "issue:43334|issue:45759", + "issue:43606|issue:44112", + "issue:43334|issue:43572", + "issue:43504|issue:43653", + "issue:44589|issue:45520", + "issue:43572|issue:44291", + "issue:45072|issue:46832", + "issue:44464|issue:46424", + "issue:43937|issue:46701", + "issue:43844|issue:44964", + "issue:43873|issue:46050", + "issue:45200|issue:45229", + "issue:43994|issue:44493", + "issue:44869|issue:46752", + "issue:45229|issue:45823", + "issue:45588|issue:46050" + ], + "prepared_review_unit_hash": "15afbd13e430050d3fda7f31a749c4ffc2871cebaab58cf1129d563bc8c2959b", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1849, + "serialized_chars": 959374, + "estimated_input_tokens": 239844, + "estimated_eval_tokens": 479944 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35957, + "estimated_input_tokens": 8990, + "estimated_eval_tokens": 18236 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The proposed soft pairs are mostly unrelated Transformers issues; none look like the same concrete bug/change, so I would reject all of them. I\u2019d use the most active, high-impact report as the representative issue for triage.", + "confidence": 0.9, + "canonical_issue_reason": "issue:43873 has the strongest cluster signal overall: it is highly discussed, has inbound references, and describes a concrete runtime failure with broad user impact around offloading/quantization.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best single issue to anchor triage because it is active, well-scoped, and clearly reproducible; the other items are too diverse to serve as true duplicates of it.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "Same broad Qwen line, but different failures: hidden-states behavior vs FP8 inference on B200. Not the same code path." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "One is a model loading failure for a specific checkpoint; the other is an unconditional hub metadata lookup breaking offline mode. Different bugs." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "Janus image generation test failure is unrelated to a PEFT version bump." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "Different model families and symptoms: custom token IDs lost on save/load vs tokenizer task AttributeError." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "Qwen2 TP OOM is unrelated to the PEFT release-version issue." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Legacy config field loading for BEiT is not the same as Bark CPU offload device mismatch." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Import error for a Qwen2.5-VL class is unrelated to float8 storage lookup failure." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Both involve Qwen3.5, but one is an output_hidden_states regression and the other is save_pretrained writing wrong visual keys. Different fixes." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both mention Qwen MOE loading, but the reported breakage differs: accelerate+deepspeed conversion vs Qwen3VL MOE load failure. Not enough to treat as one bug." + }, + { + "left": "issue:45245", + "right": "issue:46710", + "accept": false, + "reason": "Category-count runtime error and post-upgrade accuracy regression are unrelated." + }, + { + "left": "issue:46821", + "right": "issue:46832", + "accept": false, + "reason": "TimesFM window_size AttributeError is unrelated to RT-DETR feature-level forwarding TypeError." + }, + { + "left": "issue:44493", + "right": "issue:46285", + "accept": false, + "reason": "Unexpected position-id keys across many models is not the same as CLIP text-model structure inconsistency." + }, + { + "left": "issue:46399", + "right": "issue:46846", + "accept": false, + "reason": "Both are Qwen3.5, but one is kernel registration crashing and the other is TP plan omissions causing OOM/shape error. Different concrete problems." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Both concern Qwen multimodal configs, but one is a missing pad_token_id attribute and the other is from_config not unwrapping text_config. Different failure points." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "Bark CPU offload device mismatch is unrelated to a stale GraniteSpeech CI test." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Qwen3-VL loading AttributeError and StableLm missing pad_token_idx are separate config regressions." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "BEiT legacy-field loading bug is unrelated to BigBirdTokenizer special-token registration." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Float8 storage lookup failure and flash_attention import KeyError are different runtime/import issues." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Both involve 5.0-era loading regressions, but one is a missing config field and the other is an unexpected init_empty_weights argument. Not the same bug." + }, + { + "left": "issue:45072", + "right": "issue:46832", + "accept": false, + "reason": "dtype mismatch in inference is unrelated to RT-DETR backbone feature-level handling." + }, + { + "left": "issue:44464", + "right": "issue:46424", + "accept": false, + "reason": "Chunked generation inconsistency with compiled forward is not the same as cache max-length being ignored outside quantized cache." + }, + { + "left": "issue:43937", + "right": "issue:46701", + "accept": false, + "reason": "GLM-5 GenerationConfig validation and DiffusionGemma pipeline output issues are unrelated." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "DeepSpeed gradient growth during training is unrelated to Phi-4-multimodal loading failure." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Quantized offloading behavior and quantized save/load breakage are both quantization-related but not the same concrete bug." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Gemma4 text-only token defaults and Gemma4 31B multi-GPU OOM are different issues." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 pipeline nonsense outputs and position-id key warnings are different regressions." + }, + { + "left": "issue:44869", + "right": "issue:46752", + "accept": false, + "reason": "Whisper timestamp decoding crash is unrelated to empty-list chat-template IndexError." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma4, but one is CUDA OOM in multi-GPU inference and the other is a device mismatch with device_map=auto. Not the same code path." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "Flash-attention sinkless-model crash is unrelated to sinq quantized save/load corruption." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 28, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:29159", + "issue:29870", + "issue:29942", + "issue:30333", + "issue:32090", + "issue:34567", + "issue:37428", + "issue:38175", + "issue:41720", + "issue:42490", + "issue:43065", + "issue:43295", + "issue:43450", + "issue:43493", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43575", + "issue:43696", + "issue:43701", + "issue:43844", + "issue:43873", + "issue:43957", + "issue:44186", + "issue:44423", + "issue:44554", + "issue:44610", + "issue:44734", + "issue:44977", + "issue:45072", + "issue:45084", + "issue:45198", + "issue:45200", + "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:46821" + ], + "soft_pairs": [ + "issue:29159|issue:32090", + "issue:42490|issue:43696", + "issue:29942|issue:30333", + "issue:44977|issue:46701", + "issue:28218|issue:34567", + "issue:45084|issue:45520", + "issue:43065|issue:46369", + "issue:44554|issue:45446", + "issue:15354|issue:38175", + "issue:44423|issue:44734", + "issue:41720|issue:46710", + "issue:43493|issue:43701", + "issue:45406|issue:46121", + "issue:44977|issue:46710", + "issue:45072|issue:45198", + "issue:43295|issue:43450", + "issue:45588|issue:45759", + "issue:37428|issue:43957", + "issue:43540|issue:45200", + "issue:43295|issue:43873", + "issue:44186|issue:46192", + "issue:45823|issue:46192", + "issue:43295|issue:44610", + "issue:43572|issue:46821", + "issue:43550|issue:43844", + "issue:45200|issue:45823", + "issue:29870|issue:29942", + "issue:43450|issue:43575", + "issue:45520|issue:46178" + ], + "prepared_review_unit_hash": "e920157b789c6d255b7176f53383e5f01a4ec836ea16feec6116d2fce86690c5", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1849, + "serialized_chars": 959374, + "estimated_input_tokens": 239844, + "estimated_eval_tokens": 479944 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36474, + "estimated_input_tokens": 9119, + "estimated_eval_tokens": 18494 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: it contains several small tokenizer/processor/multimodal subthemes, but no pair looks like the same underlying bug or change. I would not merge any of the soft edges.", + "confidence": 0.84, + "canonical_issue_reason": "No safe canonical issue: the items span unrelated bugs across tokenization, serving, model loading, training, quantization, and backend imports rather than one duplicate root cause.", + "canonical_pr_reason": null, + "best_issue_reason": "If one issue must anchor the cluster, issue 43295 is the closest hub because it has multiple soft adjacencies and is the broadest processor/tokenizer regression among the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency is unrelated to the Trainer _gpu_broadcast_one NoneType failure." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "Trailing-slash import warning and Qwen OOM on load are different failure modes." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 test failures do not match MLflow reporting behavior after training failure." + }, + { + "left": "issue:44977", + "right": "issue:46701", + "accept": false, + "reason": "Flash-attention generation bug and image-text-to-text pipeline breakage are distinct code paths." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Added-token spacing behavior is unrelated to TrainerState.num_input_tokens_seen not updating." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Non-template-node compile errors are not the same as a missing flash_attn backend import mapping." + }, + { + "left": "issue:43065", + "right": "issue:46369", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder is not the same as SAM3 litetext memory overflow." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness and a PyTorch version guard bug are different issues." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript GeneratorExp export failure is unrelated to SigLIP2 zero-probability outputs." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Continuous-batching multimodal crash and KV-cache continuation indexing bug affect different serve paths." + }, + { + "left": "issue:41720", + "right": "issue:46710", + "accept": false, + "reason": "Auto device-mapping cuda asserts are not the same as an accuracy regression after upgrade." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and resume_from_checkpoint key mismatch are unrelated." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Missing _tokenizer on Gemma4Processor and rope-validation type conversion are different defects." + }, + { + "left": "issue:44977", + "right": "issue:46710", + "accept": false, + "reason": "Flash-attention generation failure is not the same as the DeepSeek accuracy regression." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "bfloat16 dtype mismatch tests and Wav2Vec2 save/tokenization failure are separate problems." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Processor.tokenizer regression and batched video shape handling are different processor bugs." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "flash_attention.py s_aux=None crash and text_config unwrapping for multimodal configs are distinct." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Missing flash_supports_window_size import and meta-device model loading breakage are not the same bug." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Qwen3OmniMoe video-input processing error and Gemma4 mm_token_type_ids defaults are different model-specific issues." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor/tokenizer regression does not match offloading behavior with quantization." + }, + { + "left": "issue:44186", + "right": "issue:46192", + "accept": false, + "reason": "LayoutLMv2Tokenizer NER/batching crash and return_tensors being ignored are different tokenizer behaviors." + }, + { + "left": "issue:45823", + "right": "issue:46192", + "accept": false, + "reason": "Gemma4 device-mismatch in forward is unrelated to return_tensors handling." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Processor/tokenizer access regression is unrelated to OmDet input-size mismatch." + }, + { + "left": "issue:43572", + "right": "issue:46821", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "torch.compile SDPA failure is not the same as DeepSpeed ZeRO-3 gradient growth." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "These are both Gemma4-related, but one is a missing default for mm_token_type_ids and the other is a device-map forward mismatch; not the same fix." + }, + { + "left": "issue:29870", + "right": "issue:29942", + "accept": false, + "reason": "Bart generate mask initialization bug and Flash Attention 2 tests do not share a root cause." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Video processor output shape mismatch and tensor-parallel OOM are unrelated." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "flash_attn import key errors and tensorflow_text backend mapping errors are different import/system issues." + }, + { + "left": "issue:46369", + "right": "issue:46821", + "accept": false, + "reason": "SAM3 litetext memory overflow and TimesFM window_size AttributeError are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 29, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:28218", + "issue:35141", + "issue:37428", + "issue:39692", + "issue:42490", + "issue:42915", + "issue:43232", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43334", + "issue:43450", + "issue:43452", + "issue:43493", + "issue:43525", + "issue:43572", + "issue:43653", + "issue:43819", + "issue:43824", + "issue:43856", + "issue:43950", + "issue:43975", + "issue:44112", + "issue:44442", + "issue:44466", + "issue:44479", + "issue:44521", + "issue:44554", + "issue:44737", + "issue:44792", + "issue:44849", + "issue:44898", + "issue:44987", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45356", + "issue:45381", + "issue:45412", + "issue:45563", + "issue:46192", + "issue:46209", + "issue:46285", + "issue:46512", + "issue:46894", + "issue:46899", + "issue:46932" + ], + "soft_pairs": [ + "issue:43572|issue:44987", + "issue:44554|issue:45356", + "issue:42490|issue:43493", + "issue:37428|issue:43824", + "issue:39692|issue:46192", + "issue:43232|issue:44849", + "issue:43295|issue:43493", + "issue:44466|issue:45127", + "issue:44521|issue:45290", + "issue:45381|issue:46209", + "issue:43653|issue:44112", + "issue:28218|issue:35141", + "issue:43278|issue:43856", + "issue:44737|issue:46894", + "issue:42915|issue:43824", + "issue:43950|issue:46285", + "issue:43824|issue:43975", + "issue:43452|issue:46512", + "issue:43262|issue:43450", + "issue:44442|issue:45198", + "issue:45200|issue:46899", + "issue:43334|issue:43525", + "issue:45200|issue:46932", + "issue:44792|issue:45563", + "issue:44479|issue:46192", + "issue:43819|issue:44112", + "issue:44898|issue:45412" + ], + "prepared_review_unit_hash": "d9f67e7b4850e5a49d958e0855e8609fbf55cd46fc6fa37f7ea2bca53ff63694", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1849, + "serialized_chars": 959374, + "estimated_input_tokens": 239844, + "estimated_eval_tokens": 479944 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36230, + "estimated_input_tokens": 9058, + "estimated_eval_tokens": 18372 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All soft pairs are false positives: they share broad subsystems or symptom classes, but not the same underlying bug/change. No single issue here is a good duplicate canonical.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "Both involve loading/config issues, but one is a missing `pad_token_idx` in StableLmConfig and the other is a separate `transformers>=5.1.0` load failure for a specific model." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "Unrelated failures: an MPS attention correctness bug vs a Kimi-K2.5 tokenizer/codec regression." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "Different code paths: local-path trailing-slash import warning vs SigLIP2 implementation discrepancy." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols and different modules/models." + }, + { + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 docs example errors are unrelated to `return_tensors` being ignored when `text_kwargs` is passed." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Different generation bugs: `_update_model_kwargs_for_generation` after `sync_gpus` vs a Qwen3.5 `output_hidden_states` issue." + }, + { + "left": "issue:43295", + "right": "issue:43493", + "accept": false, + "reason": "`processor.tokenizer`/image-passing regression is not the same as the SigLIP2 model discrepancy." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Both touch tied weights, but one is serialization of `lm_head.weight` and the other is LoRA merge collapse after vocab extension." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Same API surface (`apply_chat_template`), but one is all-zero assistant masks for multimodal inputs and the other is a tool-call/no-content crash." + }, + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "A Qwen video position-id regression and an FP8/B200 inference failure are unrelated bugs." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "BigBird special-token registration and a GraniteSpeech CI/device-override failure are different issues." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer spacing after added tokens is unrelated to embedding reinitialization during `resize_token_embeddings`." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Embedding dtype drift in eval is not the same as Qwen3 MoE training memory usage." + }, + { + "left": "issue:44737", + "right": "issue:46894", + "accept": false, + "reason": "XLNet CPU placement bug vs CohereASR training-loss double-shift are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "FineGrainedFP8Config failure for Qwen3Moe is unrelated to a Qwen2_5_VL import error." + }, + { + "left": "issue:43950", + "right": "issue:46285", + "accept": false, + "reason": "Non-persistent buffer corruption on `from_pretrained()` is a different bug from CLIP text-model structural inconsistency." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "An import error for `Qwen2_5_VLForConditionalGeneration` does not match a DeepSeek tokenizer detokenization regression." + }, + { + "left": "issue:43452", + "right": "issue:46512", + "accept": false, + "reason": "GGUF loading/from_pretrained failure and stale `config.dtype` after `from_config(dtype=...)` are separate problems." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and batched video output-shape bugs are unrelated." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "Both are tokenizer/model loading problems, but they affect different models and different failure modes." + }, + { + "left": "issue:45200", + "right": "issue:46899", + "accept": false, + "reason": "Gemma4 text-only `mm_token_type_ids` defaults and 4-bit quantized embedder dtype casting are distinct multimodal bugs." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Both mention missing `pad_token_id`, but they hit different model configs and likely different code paths." + }, + { + "left": "issue:45200", + "right": "issue:46932", + "accept": false, + "reason": "`mm_token_type_ids` defaults for text-only fine-tuning is not the same as Gemma4 quantized vision/audio embedder dtype casting." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Janus image-generation test failure and a stale paged-generate warning are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:46192", + "accept": false, + "reason": "A video-input regression in Qwen VL models is unrelated to `return_tensors` being ignored with explicit `text_kwargs`." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC latent/STE mismatch and GraniteSpeech CI test flakiness do not describe the same bug." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver non-default-resolution failure and RT-DETR memory release issues 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": 24, + "review_unit_index": 30, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:28282", + "issue:29127", + "issue:29942", + "issue:32090", + "issue:33357", + "issue:37428", + "issue:38175", + "issue:41720", + "issue:43278", + "issue:43335", + "issue:43388", + "issue:43425", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43653", + "issue:43720", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43901", + "issue:44112", + "issue:44206", + "issue:44448", + "issue:44466", + "issue:44561", + "issue:44610", + "issue:44743", + "issue:44855", + "issue:44857", + "issue:45083", + "issue:45200", + "issue:45325", + "issue:45412", + "issue:45520", + "issue:45584", + "issue:45593", + "issue:45759", + "issue:46170", + "issue:46209", + "issue:46234", + "issue:46285", + "issue:46424", + "issue:46512", + "issue:46821", + "issue:46858" + ], + "soft_pairs": [ + "issue:45200|issue:45325", + "issue:41720|issue:46209", + "issue:43335|issue:43550", + "issue:43827|issue:43901", + "issue:44561|issue:46234", + "issue:43819|issue:45083", + "issue:43388|issue:43526", + "issue:44610|issue:44857", + "issue:44857|issue:45593", + "issue:45759|issue:46285", + "issue:43606|issue:45083", + "issue:46424|issue:46858", + "issue:46512|issue:46821", + "issue:44206|issue:45584", + "issue:43335|issue:43653", + "issue:38175|issue:45412", + "issue:29942|issue:32090", + "issue:28282|issue:33357", + "issue:43550|issue:44112", + "issue:37428|issue:43425", + "issue:43611|issue:44466", + "issue:43335|issue:43504", + "issue:44448|issue:44743", + "issue:44855|issue:45083", + "issue:45520|issue:46170", + "issue:43278|issue:43825", + "issue:43335|issue:45083", + "issue:43335|issue:45593", + "issue:43335|issue:44112", + "issue:29127|issue:32090", + "issue:43720|issue:44112" + ], + "prepared_review_unit_hash": "af3b1143bdf70c1b07d833312b2b3ceec931eec054f60e4af4d7db586d4f193c", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1849, + "serialized_chars": 959374, + "estimated_input_tokens": 239844, + "estimated_eval_tokens": 479944 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37444, + "estimated_input_tokens": 9361, + "estimated_eval_tokens": 18978 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a true duplicate set: it mixes unrelated bugs across models, cache behavior, import/version issues, docs, and CI failures. No soft edge looks like the same underlying change or bug.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Different multimodal bugs in different models: Gemma 4 mm_token_type_ids vs Qwen2.5-VL rope indexing." + }, + { + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "Both are CUDA/GPU-related, but one is a Qwen3 auto device mapping assert and the other is FP8 inference on B200; not the same bug." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "Unrelated code paths: SwitchTransformers config construction vs Bamba torch.compile + SDPA failure." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs-related, but they cover different pipeline APIs and different behavioral mismatches." + }, + { + "left": "issue:44561", + "right": "issue:46234", + "accept": false, + "reason": "Different missing utility functions in different compatibility areas; not the same import failure." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "Different subsystems: DAC latent decoding vs qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Different bugs in different image/metric utilities; no shared failing code path." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Both are detection-related, but one is input-size preprocessing and the other is AMP loss instability." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "Different detection-model issues: float16 CUDA crash vs auxiliary losses missing when denoising is off." + }, + { + "left": "issue:45759", + "right": "issue:46285", + "accept": false, + "reason": "Different problems in different model families: unwrapping composite config vs CLIP structure inconsistency." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "Unrelated bugs: CPU offload device mismatch vs qwen3_omni_moe feature-length helper." + }, + { + "left": "issue:46424", + "right": "issue:46858", + "accept": false, + "reason": "Both involve cache internals, but they affect different methods and different failure modes." + }, + { + "left": "issue:46512", + "right": "issue:46821", + "accept": false, + "reason": "Different issues: stale config dtype after from_config vs TimesFM window_size AttributeError." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Different audio/model bugs: unsupported center arg in LasrFeatureExtractor vs Whisper empty transcription after token alignment." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "Different components entirely: SwitchTransformers config bug vs BigBirdTokenizer special-token registration." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "Different models and symptoms: zero probabilities in SigLIP2 vs RT-DETR memory not released." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Different training/runtime failures: Flash Attention 2 tests vs Trainer _gpu_broadcast_one NoneType error." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "Different environments and failure types: PyTorch ImportError vs MacOS bus error with a CLIP model." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "Different failing paths: Bamba torch.compile/SDPA vs GraniteSpeech stale device override CI test." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "Both mention version/import compatibility, but one is a specific missing symbol and the other is broad Torch 2.10 incompatibility." + }, + { + "left": "issue:43611", + "right": "issue:44466", + "accept": false, + "reason": "Loading regression vs serialization inconsistency; not the same underlying code path." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "Different bugs in unrelated model classes: SwitchTransformers config vs Beit legacy-field loading." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Different model behaviors: Pegasus output change across versions vs Qwen3.5 recurrent-state reset." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Python 3.13 import parse error in DebertaV2 vs qwen3_omni_moe helper logic; unrelated." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "Different platform/import issues: flash_attn key lookup on Python 3.13 vs Windows AMD ROCm torch.distributed dependency." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Different regression types: dtype stale in config vs pipeline error-message text for removed translation tasks." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "Unrelated model/config bug vs qwen3_omni_moe helper function behavior." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "Different model families and symptoms; no shared implementation bug." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "SwitchTransformers config bug and GraniteSpeech CI failure are unrelated." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "Different error-handling bugs in different subsystems: LayoutLMv3 box info vs Trainer broadcast of NoneType." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "BitNet accelerate-loading bug and GraniteSpeech stale device override test 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": 24, + "review_unit_index": 31, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:26413", + "issue:27957", + "issue:28218", + "issue:29942", + "issue:31501", + "issue:32090", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:42490", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43701", + "issue:43819", + "issue:43854", + "issue:44206", + "issue:44351", + "issue:44360", + "issue:44448", + "issue:44493", + "issue:44514", + "issue:44521", + "issue:44561", + "issue:44617", + "issue:44779", + "issue:44857", + "issue:45072", + "issue:45083", + "issue:45127", + "issue:45245", + "issue:45290", + "issue:45310", + "issue:45459", + "issue:45478", + "issue:45588", + "issue:45823", + "issue:45859", + "issue:46234", + "issue:46326", + "issue:46431", + "issue:46566", + "issue:46697" + ], + "soft_pairs": [ + "issue:44514|issue:44521", + "issue:45290|issue:46326", + "issue:45588|issue:45859", + "issue:42490|issue:43854", + "issue:37428|issue:44351", + "issue:34689|issue:35141", + "issue:45127|issue:45245", + "issue:39692|issue:43526", + "issue:43819|issue:44493", + "issue:46431|issue:46566", + "issue:44448|issue:44779", + "issue:43606|issue:44857", + "issue:26413|issue:31501", + "issue:45310|issue:45478", + "issue:28218|issue:32090", + "issue:45459|issue:46234", + "issue:43701|issue:45083", + "issue:39692|issue:44493", + "issue:44617|issue:46697", + "issue:44206|issue:45823", + "issue:32090|issue:33357", + "issue:42490|issue:43575", + "issue:44857|issue:45072", + "issue:43550|issue:45083", + "issue:44360|issue:44561", + "issue:29942|issue:35141", + "issue:27957|issue:34689", + "issue:38175|issue:44493" + ], + "prepared_review_unit_hash": "26b9bcc993ee50944a73ce4c0f506e419303a6eb4c91f397507cc0656bff12c5", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1849, + "serialized_chars": 959374, + "estimated_input_tokens": 239844, + "estimated_eval_tokens": 479944 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35421, + "estimated_input_tokens": 8856, + "estimated_eval_tokens": 17968 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of near-matches across unrelated bugs. The only clear duplicate is the pair of identical Qwen3.5 Moe from_pretrained regression reports; the rest are same-subsystem but distinct issues and should stay separate.", + "confidence": 0.97, + "canonical_issue_reason": "issue:45310 is the better canonical issue: it is the older report and has the same exact title as issue:45478, indicating the same underlying Qwen3.5 Moe from_pretrained regression.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the strongest overall issue representative because it is the exact duplicate target for the only clear duplicate pair and is slightly more established/complete than the later clone.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both involve apply_chat_template, but one is a batched padding=False crash and the other is all-zero assistant masks for multimodal inputs; different bugs." + }, + { + "left": "issue:45290", + "right": "issue:46326", + "accept": false, + "reason": "Different failure modes: assistant tool-call/no-content crash vs mistral_common continue_final_message behavior." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Flash-attention sinkless-model AttributeError vs CPU-offload incompatibility in Qwen3_5MoeTextRotaryEmbedding; not the same bug." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "Local-path trailing-slash warning/import issue vs a separate model-loading test failure." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Missing _flash_supports_window_size import and missing HybridCache are different import regressions." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Model loading for Llama 3.2 Vision Instruct is unrelated to token embedding reinitialization after resize." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA merge collapse with tied embeddings is unrelated to the 2^24 categories runtime error." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "SigLIP2 docs/model mismatch is unrelated to BeitImageProcessorFast reduce_labels returning only one label." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC.from_latents vs forward mismatch is a different problem from unexpected position-id keys in many models." + }, + { + "left": "issue:46431", + "right": "issue:46566", + "accept": false, + "reason": "Missing chat template on a processor is unrelated to DiffusionGemma staying on meta with device_map=auto." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Both are version regressions, but one is Pegasus output drift and the other is DeepSeek tokenizer corruption; different code paths." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "CPU offload device mismatch for bark-small is unrelated to LwDetrImageLoss AMP CUDA crashes." + }, + { + "left": "issue:26413", + "right": "issue:31501", + "accept": false, + "reason": "resume_from_checkpoint epoch_iterator failure and FineWeb training not starting are not the same underlying bug." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Exact duplicate reports with the same title and same Qwen3.5 Moe from_pretrained regression." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer added-space behavior is unrelated to Trainer _gpu_broadcast_one NoneType errors." + }, + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "Tokenizer protobuf error handling is unrelated to the missing is_falcon_mamba_ssm_available utility." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "resume_from_checkpoint key mismatch and qwen3_omni_moe feat-length helper behavior are different bugs." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 docs issues are unrelated to position-id key warnings across models." + }, + { + "left": "issue:44617", + "right": "issue:46697", + "accept": false, + "reason": "CUDA OOM in Sam3Video is unrelated to Swin2SR over-padding." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Unsupported center arg in LasrFeatureExtractor and Gemma4 PLE device mismatch are different regressions." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "NoneType broadcast error in Trainer is unrelated to the MacOS CLIP bus error." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Local model path warning and Qwen2-57B-A14B-Instruct tensor-parallel OOM are not the same issue." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Both are dtype-related crashes, but they affect different models and code paths." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure is unrelated to qwen3_omni_moe output-length helper behavior." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "DSA indexer ReLU discussion is unrelated to the v5 removal of is_torch_fx_available breaking remote-code models." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 test failures are unrelated to embedding reinitialization after resizing vocab." + }, + { + "left": "issue:27957", + "right": "issue:34689", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 support and Llama 3.2 Vision model loading are different problems." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 is not the same as unexpected position-id keys." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet and stays conservative. The duplicate call on issue:45310/issue:45478 is well supported by the identical title and high similarity, and the other soft-edge rejections do not overclaim duplication or mergeability beyond what the issue titles/bodies suggest." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 32, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:25251", + "issue:29127", + "issue:29870", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34567", + "issue:37428", + "issue:39692", + "issue:40444", + "issue:41720", + "issue:42175", + "issue:42490", + "issue:43278", + "issue:43329", + "issue:43381", + "issue:43526", + "issue:43575", + "issue:43701", + "issue:43873", + "issue:43927", + "issue:43976", + "issue:44448", + "issue:44466", + "issue:44561", + "issue:44568", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:44871", + "issue:44977", + "issue:45229", + "issue:45290", + "issue:45381", + "issue:45440", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45698", + "issue:45823", + "issue:45920", + "issue:46192", + "issue:46399", + "issue:46421", + "issue:46655", + "issue:46858" + ], + "soft_pairs": [ + "issue:43278|issue:43329", + "issue:29870|issue:32090", + "issue:45920|issue:46192", + "issue:44448|issue:44977", + "issue:45290|issue:45381", + "issue:10000|issue:15354", + "issue:44855|issue:46399", + "issue:43927|issue:45698", + "issue:44977|issue:45229", + "issue:40444|issue:43526", + "issue:43278|issue:43381", + "issue:29870|issue:33290", + "issue:45290|issue:46655", + "issue:44857|issue:45588", + "issue:32090|issue:33290", + "issue:37428|issue:42175", + "issue:46421|issue:46858", + "issue:44561|issue:44779", + "issue:43873|issue:45229", + "issue:42490|issue:43873", + "issue:43976|issue:45440", + "issue:25251|issue:32090", + "issue:44448|issue:44466", + "issue:44568|issue:45491", + "issue:44871|issue:44977", + "issue:29127|issue:34567", + "issue:45588|issue:45823", + "issue:43381|issue:43701", + "issue:33357|issue:39692", + "issue:41720|issue:45229", + "issue:43278|issue:43575", + "issue:44977|issue:45563" + ], + "prepared_review_unit_hash": "e49cdaea0c32793b406001e1820b635d866f673b26bfb2a149fd1b56daac5308", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1849, + "serialized_chars": 959374, + "estimated_input_tokens": 239844, + "estimated_eval_tokens": 479944 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37714, + "estimated_input_tokens": 9429, + "estimated_eval_tokens": 19114 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous; the soft-similarity pairs do not describe the same underlying bug/change, so all soft edges are rejected. There are no PRs in the cluster.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue fits this cluster because the items span unrelated failures across tokenization, generation, training, cache, multimodal, and documentation areas.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45920 is the broadest, most self-contained regression report in the set, with multiple affected models and a clear tokenizer-focused failure mode, so it is the best representative if one must be selected.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Different bugs: dtype drift during eval vs undefined multimodal-token helpers in video parsing." + }, + { + "left": "issue:29870", + "right": "issue:32090", + "accept": false, + "reason": "Different code paths: BART generate() mask initialization vs Trainer GPU broadcast of None values." + }, + { + "left": "issue:45920", + "right": "issue:46192", + "accept": false, + "reason": "Both are tokenizer-related, but one is wrong token IDs across models and the other is return_tensors being ignored when text kwargs are passed." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Different failures: Pegasus v4/v5 output divergence vs Qwen3.5 flash-attention generation crash." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Different surfaces: chat template tool-call crash vs Qwen2.5-VL video position-id bug." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "Unrelated issues: DistilBertModel error vs torch.jit.generator-expression export limitation." + }, + { + "left": "issue:44855", + "right": "issue:46399", + "accept": false, + "reason": "Both touch import/decorator parsing, but they are different models and distinct failures with no shared code-path." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Both involve save/load behavior, but one loses custom token IDs and the other loads the wrong custom module after save_pretrained." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Different problems: flash-attention generation bug vs multi-GPU OOM." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Different subsystems: multimodal finetuning with iterable datasets vs BeitImageProcessorFast label reduction." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Different issues: eval dtype mismatch vs gradient checkpointing being disallowed in eval mode." + }, + { + "left": "issue:29870", + "right": "issue:33290", + "accept": false, + "reason": "Different bugs: generation-time UnboundLocalError vs memory blow-up with Adafactor in DeepSpeed." + }, + { + "left": "issue:45290", + "right": "issue:46655", + "accept": false, + "reason": "Different failures in different components: chat template tool-call handling vs video processor padding calculation." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "Different code paths: AMP loss crash vs flash_attention integration crash on sink-less models." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Different trainer/deepspeed failures: NoneType broadcast vs optimizer OOM." + }, + { + "left": "issue:37428", + "right": "issue:42175", + "accept": false, + "reason": "Unrelated: flash-attention import error vs missing TensorFlow in a torch-only install." + }, + { + "left": "issue:46421", + "right": "issue:46858", + "accept": false, + "reason": "Both concern cache behavior, but one is recompilation from lazy init and the other is device-tensor seq_length breaking slice arithmetic." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Different regressions: trust_remote_code breakage from removed API vs incorrect tokenizer output for DeepSeek models." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Different problems: quantization/offloading behavior vs multi-GPU OOM." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Different issues: trailing-slash import warning vs offloading not working with quantization." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Different failures: Python-version compatibility issue vs divergence from remote DeepSeekV3 implementation." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Different areas: pipeline top_k nesting change vs Trainer GPU broadcast TypeError." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Different bugs: model output changes across versions vs serialization of lm_head.weight varying by device." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Different tokenizer/model issues: missing BOS/EOS injection vs NaN embeddings from sliding-window attention." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Different failures: eos_token_id config mismatch vs flash-attention generation bug." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "Different trainer/layout problems: error-message clarity vs num_input_tokens_seen not updating." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "Different code paths: flash-attention crash on s_aux=None vs PLE device mismatch under device_map=auto." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Different issues: eval-mode gradient-checkpointing restriction vs resume_from_checkpoint key mismatch." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "Different problems: MacOS bus error with a CLIP model vs documentation example errors." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Different failures: cudaErrorAssert from auto device mapping vs CUDA OOM." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "Unrelated: BF16-to-FP32 eval dtype change vs tensor-parallel OOM on a large Qwen model." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Different issues: flash-attention generation failure vs stale warning for num_return_sequences." + } + ] + }, + "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": 24, + "review_unit_index": 33, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:29127", + "issue:29870", + "issue:29942", + "issue:30064", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43065", + "issue:43066", + "issue:43381", + "issue:43412", + "issue:43421", + "issue:43575", + "issue:43611", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43994", + "issue:44186", + "issue:44206", + "issue:44265", + "issue:44361", + "issue:44387", + "issue:44442", + "issue:44462", + "issue:44479", + "issue:44743", + "issue:45072", + "issue:45198", + "issue:45245", + "issue:45372", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:45712", + "issue:45803", + "issue:46121", + "issue:46369", + "issue:46693", + "issue:46701" + ], + "soft_pairs": [ + "issue:45198|issue:45803", + "issue:44186|issue:45198", + "issue:44361|issue:45198", + "issue:43611|issue:46121", + "issue:43653|issue:44743", + "issue:29870|issue:34689", + "issue:43756|issue:45440", + "issue:45372|issue:45588", + "issue:29942|issue:30064", + "issue:44206|issue:44479", + "issue:42915|issue:42994", + "issue:43653|issue:44442", + "issue:45459|issue:45712", + "issue:45491|issue:46693", + "issue:44265|issue:45198", + "issue:43412|issue:45588", + "issue:43065|issue:43994", + "issue:45372|issue:45406", + "issue:29127|issue:33357", + "issue:45245|issue:45563", + "issue:43065|issue:45412", + "issue:43575|issue:43701", + "issue:45440|issue:45593", + "issue:42490|issue:43381", + "issue:29127|issue:35141", + "issue:45372|issue:45459", + "issue:43421|issue:45491", + "issue:43066|issue:44462", + "issue:45406|issue:46701", + "issue:43994|issue:45412", + "issue:43575|issue:44387", + "issue:45412|issue:46369", + "issue:44442|issue:45072" + ], + "prepared_review_unit_hash": "abc754a1ab3d88365ee151d6b10f2cff231c2bd2dd611440dd7799898eea1779", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1849, + "serialized_chars": 959374, + "estimated_input_tokens": 239844, + "estimated_eval_tokens": 479944 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37712, + "estimated_input_tokens": 9428, + "estimated_eval_tokens": 19112 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is a loose mix of unrelated Transformers issues across tokenizers, model loading, generation, quantization, memory, and exporter regressions. None of the soft-similarity pairs look like the same underlying bug/change, so I would not merge any of them as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Different failure modes in different components: Wav2Vec2 save/tokenization vs Fuyu tensor conversion swallowing errors." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2 NER/padding crash and Wav2Vec2 save_pretrained/tokenization failure are unrelated tokenizer bugs." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLuke task AttributeError is a different code path from Wav2Vec2 save/tokenization failure." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "base_model_prefix loading regression and Rope validation TypeError are separate configuration/loading issues." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "BigBirdTokenizer special-token decode bug and Qwen3_5 recurrent-state reset are unrelated." + }, + { + "left": "issue:29870", + "right": "issue:34689", + "accept": false, + "reason": "BART generate() UnboundLocalError and Llama 3.2 Vision model-loading break are different problems." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Smollm3 RoPE-layer count bug and DeepSeekV3MoE divergence are different model-implementation mismatches." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma processor import failure and flash_attention None-handling crash do not share the same root cause." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures and void segmentation-map processing are unrelated." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "LasrFeatureExtractor center-arg crash and video-input regression affect different pipelines and code paths." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "FineGrainedFP8Config failure for Qwen3Moe and quantized-model saving failure are separate quantization bugs." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "BigBird tokenizer special-token registration and FastSpeech2ConformerTokenizer loading are different tokenizer issues." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Protobuf import-error masking and leftover dummy classes/check_repo failure are unrelated maintenance bugs." + }, + { + "left": "issue:45491", + "right": "issue:46693", + "accept": false, + "reason": "Gemma3 NaN embeddings and FA2 long-context performance regression are not the same defect." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export.export failure with torch_compilable_check is unrelated to Wav2Vec2 save/tokenization." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Gemma3n executorch export issues and flash_attention s_aux=None crash are different subsystems." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Dummy Sam3PixelDecoder Conv2d cleanup and SigLIP2 AutoModel/pipeline nonsense outputs are unrelated." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Gemma4 processor import error and Gemma4Processor missing _tokenizer in serve are related to the same model family but not the same concrete bug." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 box-info error-message clarity and CLIP bus error on macOS are entirely different issues." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-count overflow and stale num_return_sequences warning are unrelated generate/data-shape problems." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Dummy class cleanup and RT-DETR memory leak are not the same code-path problem." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "Tensor-parallel OOM on Qwen2-57B and resume_from_checkpoint key mismatch are different bugs." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepSeekV3MoE divergence and D-FINE auxiliary-loss behavior are unrelated model bugs." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Local-path import warning and gradient-checkpointing eval-mode restriction do not share a root cause." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and embedding reinitialization on resize are different issues." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Gemma4 processor import failure and protobuf-error masking affect different loading paths." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer post-processor update behavior and Gemma3 NaN embeddings are unrelated." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Wrong tokenizer decoder type in v5 and AutoTokenizer ignoring tokenizer.json are separate tokenizer-loading regressions." + }, + { + "left": "issue:45406", + "right": "issue:46701", + "accept": false, + "reason": "Gemma4 processor serve crash and DiffusionGemma pipeline failure are different failure points." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 wrong outputs and RT-DETR memory leak are unrelated model issues." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Qwen2 tensor-parallel OOM and int4 reserved-memory regression are different memory problems with different triggers." + }, + { + "left": "issue:45412", + "right": "issue:46369", + "accept": false, + "reason": "RT-DETR deletion leak and SAM3 litetext memory overflow are different memory-management bugs." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "FastSpeech2ConformerTokenizer loading failure and bfloat16 dtype mismatch are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 34, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:27957", + "issue:29127", + "issue:33290", + "issue:34689", + "issue:35141", + "issue:42175", + "issue:42490", + "issue:42915", + "issue:43262", + "issue:43334", + "issue:43381", + "issue:43526", + "issue:43531", + "issue:43646", + "issue:43720", + "issue:43761", + "issue:43824", + "issue:43873", + "issue:43931", + "issue:43994", + "issue:44077", + "issue:44186", + "issue:44206", + "issue:44279", + "issue:44442", + "issue:44464", + "issue:44514", + "issue:44743", + "issue:44811", + "issue:44898", + "issue:44977", + "issue:45003", + "issue:45245", + "issue:45250", + "issue:45381", + "issue:45440", + "issue:45584", + "issue:45588", + "issue:45834", + "issue:45859", + "issue:46121", + "issue:46234", + "issue:46369", + "issue:46399", + "issue:46640", + "issue:46693", + "issue:46821" + ], + "soft_pairs": [ + "issue:44464|issue:45584", + "issue:43526|issue:45834", + "issue:42915|issue:43931", + "issue:43526|issue:46693", + "issue:27957|issue:29127", + "issue:43824|issue:44279", + "issue:27957|issue:33290", + "issue:43994|issue:46369", + "issue:43526|issue:44186", + "issue:33290|issue:34689", + "issue:33290|issue:35141", + "issue:46121|issue:46399", + "issue:43334|issue:43531", + "issue:45250|issue:46640", + "issue:43381|issue:43873", + "issue:45588|issue:46821", + "issue:43761|issue:45859", + "issue:43646|issue:44077", + "issue:44514|issue:45381", + "issue:44977|issue:45245", + "issue:44743|issue:44811", + "issue:44442|issue:44898", + "issue:43262|issue:44206", + "issue:42490|issue:44743", + "issue:45003|issue:45440", + "issue:43720|issue:44442", + "issue:42175|issue:46234" + ], + "prepared_review_unit_hash": "6a1112faa535f65e1545ea070481ac8f5ef000e3eecea893efb5095ec5378b38", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1849, + "serialized_chars": 959374, + "estimated_input_tokens": 239844, + "estimated_eval_tokens": 479944 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35021, + "estimated_input_tokens": 8756, + "estimated_eval_tokens": 17768 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is very noisy: the soft-similarity links mostly connect unrelated issues that share broad keywords (Flash Attention, Qwen, loading, OCR, etc.) rather than the same underlying bug. I would not collapse these pairs as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "issue:46640 is the broadest FA2-related ticket, so it is the closest thing to a hub, but the surrounding items are too heterogeneous to be true duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46640 is the only plausible umbrella representative for the narrow Flash Attention subset, but it is not a safe cluster-wide canonical.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Different bugs: compiled-forward generation inconsistency vs Whisper empty-transcription handling." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "Unrelated image/OCR issues: reduce_labels bug vs long OCR input index error." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Different model/pathology: FineGrainedFP8Config failure vs Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:43526", + "right": "issue:46693", + "accept": false, + "reason": "Same broad vision area only; reduce_labels is unrelated to FA2 long-context regression." + }, + { + "left": "issue:27957", + "right": "issue:29127", + "accept": false, + "reason": "XLM-Roberta FA2 support vs LayoutLMv3 error-message clarity; not the same bug." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Import error for a specific model class vs a generic dependency issue; no shared code-path." + }, + { + "left": "issue:27957", + "right": "issue:33290", + "accept": false, + "reason": "FA2 support request vs DeepSpeed Adafactor OOM; different subsystems and failures." + }, + { + "left": "issue:43994", + "right": "issue:46369", + "accept": false, + "reason": "SigLIP output correctness vs sam3-litetext memory overflow; unrelated symptoms and models." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "Different tokenizer/processor bugs: Beit reduce_labels vs LayoutLMv2 NER padding/truncation crash." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "OOM in training vs model-loading breakage for a vision model; not the same issue." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "Different code paths: optimizer OOM vs embedding reinitialization after resize." + }, + { + "left": "issue:46121", + "right": "issue:46399", + "accept": false, + "reason": "Rope-validation type error vs Qwen3.5 kernel registration crash; unrelated." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Different Qwen families and failures: missing pad_token_id vs sliding_window behavior." + }, + { + "left": "issue:45250", + "right": "issue:46640", + "accept": false, + "reason": "Both mention Flash Attention 2, but one is a generic topic and the other is a specific crash; not the same bug." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient-checkpointing eval-mode behavior vs quantization/offloading issue; different problem." + }, + { + "left": "issue:45588", + "right": "issue:46821", + "accept": false, + "reason": "Whisper token/alignment failure vs TimesFM window_size AttributeError; no common underlying bug." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "CLIPVision hidden_states regression vs Qwen3_Moe CPU-offload incompatibility; unrelated." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Custom model initialization breakage vs patchtsmixer post_init policy; not the same fix." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL-related, but batched template padding crash and wrong vision_position_ids are different defects." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3.5 FA2 generation bug vs category-cardinality runtime error; unrelated." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Recurrent-state reset bug vs Whisper batch_decode special-token handling." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "AutoTokenizer load failure vs Perceiver resolution/interpolation failure; different code paths." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio chat-template sampling-rate default bug vs unsupported center arg crash; unrelated." + }, + { + "left": "issue:42490", + "right": "issue:44743", + "accept": false, + "reason": "Local-path import warning vs Qwen3 modular recurrent-state cache bug; no shared underlying issue." + }, + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "Sys.modules access bug vs DeepSeekV3 MoE divergence; only broad modeling overlap." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "Packed-weight accelerate-loading bug vs FastSpeech2Conformer tokenizer loading failure; different failure modes." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "Generic packaging/backend issue vs missing utility symbol; too broad and 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": 24, + "review_unit_index": 35, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:28282", + "issue:29870", + "issue:32090", + "issue:42617", + "issue:42907", + "issue:43232", + "issue:43316", + "issue:43388", + "issue:43493", + "issue:43525", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43643", + "issue:43701", + "issue:43742", + "issue:43749", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:44062", + "issue:44077", + "issue:44079", + "issue:44188", + "issue:44190", + "issue:44442", + "issue:44479", + "issue:44496", + "issue:44855", + "issue:44871", + "issue:44913", + "issue:44987", + "issue:45137", + "issue:45216", + "issue:45325", + "issue:45698", + "issue:45759", + "issue:45803", + "issue:45907", + "issue:46178", + "issue:46506", + "issue:46697", + "issue:46829", + "issue:46932" + ], + "soft_pairs": [ + "issue:43493|issue:43827", + "issue:27957|issue:29870", + "issue:44077|issue:44479", + "issue:44062|issue:45907", + "issue:43316|issue:43525", + "issue:45325|issue:46697", + "issue:43873|issue:44871", + "issue:44855|issue:45137", + "issue:43749|issue:43931", + "issue:43643|issue:44913", + "issue:43316|issue:45759", + "issue:44190|issue:44496", + "issue:44442|issue:45803", + "issue:43761|issue:44079", + "issue:43761|issue:44188", + "issue:44987|issue:46178", + "issue:43931|issue:45216", + "issue:43232|issue:43388", + "issue:46829|issue:46932", + "issue:43701|issue:46506", + "issue:42617|issue:43575", + "issue:42907|issue:45698", + "issue:43550|issue:43701", + "issue:43575|issue:43742", + "issue:27957|issue:32090", + "issue:43606|issue:43701", + "issue:25251|issue:28282" + ], + "prepared_review_unit_hash": "5fee99b432dceb31dfa9a7530e6cfc1515821cb0289d0687c6f971598dc65ec0", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1849, + "serialized_chars": 959374, + "estimated_input_tokens": 239844, + "estimated_eval_tokens": 479944 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "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": "This cluster is mostly a loose collection of unrelated Transformers bug reports and feature regressions. The titles overlap superficially around configs, loading, generation, and model-specific issues, but they do not describe the same underlying defect. No soft-edge pair looks safe to merge.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43873 is the best representative here because it is the most active, broadly impactful bug report in the set and has multiple inbound references; the rest are mostly niche, model-specific failures.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the strongest issue candidate overall: open, heavily discussed, and clearly tied to a concrete runtime problem with wider user impact than the more isolated reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 HF/JAX discrepancy is a model-implementation bug; the other is docs still referencing removed pipeline APIs. Same ecosystem, different problem." + }, + { + "left": "issue:27957", + "right": "issue:29870", + "accept": false, + "reason": "Flash Attention 2 support for XLM-Roberta and a BART generate() decoder_attention_mask bug affect different code paths and symptoms." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "One is about an optional post_init restriction in patchtsmixer; the other is a video-input regression across Qwen VL models. Not the same defect." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "AddedToken keyword collision and list_repo_files not forwarding revision are unrelated API bugs." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Gemma3TextConfig API mismatch and Llama4Config missing pad_token_id are separate config-shape issues for different models." + }, + { + "left": "issue:45325", + "right": "issue:46697", + "accept": false, + "reason": "Qwen2.5-VL rope position scaling and Swin2SR over-padding are different preprocessing/vision bugs." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization offloading failure is unrelated to Gemma eos_token_id config inconsistency." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 IndentationError in a scripted model file and DeepSpeed ZeRO3 deque pop failure are not the same code-path problem." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "FSDP CPU RAM efficient loading breakage and Qwen3-VL weight-shape mismatch are separate loading issues." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Missing fields with trust_remote_code and GPTNeoX rotary_pct not persisting on reload involve different config serialization paths." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Both mention config handling, but one is a Gemma3TextConfig API discrepancy and the other is AutoModelForCausalLM.from_config unwrapping text_config for composite Qwen configs." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Local dataset loading in a trainer script and an unrecognized model config error are unrelated." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "FastSpeech2ConformerTokenizer loading failure and FuyuBatchFeature's bare except swallowing errors are distinct tokenizer/data-processing bugs." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression and ModelOutput key assignment bug do not share the same underlying failure." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "Hidden_states being None in CLIPVisionModel is unrelated to attention kernel divergence under torch.compile." + }, + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "A model loading regression for physical-intelligence/fast is not the same as a backend registry error for tensorflow_text." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Weight-shape mismatch on load and incorrect save_pretrained checkpoint contents are different lifecycle stages and different bugs." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs after sync_gpus and gather_for_metrics dropping tuple labels are unrelated distributed-training issues." + }, + { + "left": "issue:46829", + "right": "issue:46932", + "accept": false, + "reason": "VideoPrism output field misassignment and Gemma4 quantized embedder dtype casting are different model families and failure modes." + }, + { + "left": "issue:43701", + "right": "issue:46506", + "accept": false, + "reason": "resume_from_checkpoint key mismatch is unrelated to CPU/CUDA output divergence in PPDocLayoutV3." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "3d_parallel.py execution failure and Qwen2-57B tensor-parallel OOM are different problems." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Saving dequantized Ministrals/Devstrals and loading the wrong custom module after save_pretrained are separate serialization issues." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "Bamba-9B-v2 torch.compile SDPA failure is unrelated to resume_from_checkpoint key mismatches." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "Tensor-parallel OOM on a large Qwen model and a key error loading MobileLLM-125M are not the same bug." + }, + { + "left": "issue:27957", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 support for XLM-Roberta and Trainer GPU broadcast failing on NoneType are unrelated runtime issues." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch in bark-small is not the same as a resume_from_checkpoint key mismatch." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline top_k nesting behavior and missing PyTorch import for AutoModel are completely different problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 36, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:43065", + "issue:43295", + "issue:43316", + "issue:43388", + "issue:43404", + "issue:43441", + "issue:43452", + "issue:43504", + "issue:43540", + "issue:43646", + "issue:43650", + "issue:43688", + "issue:43716", + "issue:43761", + "issue:43825", + "issue:44077", + "issue:44162", + "issue:44242", + "issue:44464", + "issue:44479", + "issue:44496", + "issue:44514", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44792", + "issue:44871", + "issue:44913", + "issue:44977", + "issue:45542", + "issue:45584", + "issue:45600", + "issue:45632", + "issue:45698", + "issue:45803", + "issue:46050", + "issue:46170", + "issue:46202", + "issue:46234", + "issue:46291", + "issue:46365", + "issue:46369", + "issue:46421", + "issue:46424", + "issue:46821", + "issue:46894" + ], + "soft_pairs": [ + "issue:46234|issue:46291", + "issue:43295|issue:43825", + "issue:16998|issue:22355", + "issue:43295|issue:44871", + "issue:44871|issue:45584", + "issue:44464|issue:46421", + "issue:44077|issue:44534", + "issue:43316|issue:43716", + "issue:43316|issue:46821", + "issue:44871|issue:46050", + "issue:43646|issue:44913", + "issue:43452|issue:44496", + "issue:45803|issue:46365", + "issue:44162|issue:44792", + "issue:43404|issue:43441", + "issue:45632|issue:46424", + "issue:44242|issue:46894", + "issue:45803|issue:46170", + "issue:44610|issue:46369", + "issue:43650|issue:46202", + "issue:43761|issue:44479", + "issue:43540|issue:44514", + "issue:43504|issue:45698", + "issue:45542|issue:46234", + "issue:43065|issue:44617", + "issue:44792|issue:44977", + "issue:43388|issue:43688", + "issue:44792|issue:45600" + ], + "prepared_review_unit_hash": "098c89b6da6953cd6a381812d6850c0c96a475e9633ac27678cd906b3470fbb6", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1849, + "serialized_chars": 959374, + "estimated_input_tokens": 239844, + "estimated_eval_tokens": 479944 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35942, + "estimated_input_tokens": 8986, + "estimated_eval_tokens": 18228 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is not a true duplicate cluster: the items span many unrelated Transformers bugs and feature issues. The soft-similarity pairs mostly share a broad subsystem or model family, but not the same concrete bug or change.", + "confidence": 0.91, + "canonical_issue_reason": "No single canonical issue stands out because the set is heterogeneous and the soft pairs are only superficially related.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45698 is the broadest and most user-facing loading bug here, with the most discussion, so it is the best representative if one must be chosen.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46234", + "right": "issue:46291", + "accept": false, + "reason": "Both are import-related, but one is a missing utility symbol and the other is a kernels version/revision dependency check; different bugs." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Processor/tokenizer regression versus an incorrect pipeline error message; same release window, not the same defect." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "Unrelated topics: model_max_length behavior versus missing transformers.onnx module." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Different models and different failures: processor/tokenizer regression versus Gemma eos_token_id inconsistency." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Gemma EOS config mismatch and Whisper empty-transcription failure are separate code paths." + }, + { + "left": "issue:44464", + "right": "issue:46421", + "accept": false, + "reason": "Both mention chunked generation/cache, but one is output inconsistency and the other is recompilation from lazy cache init." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "PatchTSMixer post_init policy and non-persistent buffer initialization are unrelated." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy and Mistral-3 image dtype mismatch are different problems." + }, + { + "left": "issue:43316", + "right": "issue:46821", + "accept": false, + "reason": "Gemma config API mismatch versus TimesFM window_size AttributeError; no shared bug." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "EOS token config mismatch and sinq quantized roundtrip failure are different load/save issues." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Both concern model/config handling, but one is custom initialization breakage and the other is a GPTNeoX config field not persisting." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "One is a GGUF/from_pretrained regression, the other is an unrecognized model/config loading error." + }, + { + "left": "issue:45803", + "right": "issue:46365", + "accept": false, + "reason": "Bare except in tensor conversion versus Trainer import failing due to datasets are unrelated." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 model breakage and a Janus test failure are different artifacts and code paths." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Tied lm_head weights versus FlashAttention failure in Ministral-3 are not the same bug." + }, + { + "left": "issue:45632", + "right": "issue:46424", + "accept": false, + "reason": "Both mention cache, but one is remote-code cache path collision and the other is max_cache_length semantics." + }, + { + "left": "issue:44242", + "right": "issue:46894", + "accept": false, + "reason": "Load-balancing loss omission and training-loss double-shift are distinct loss-calculation bugs." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "Exception-swallowing in tensor conversion versus Windows/ROCm import dependency failure are unrelated." + }, + { + "left": "issue:44610", + "right": "issue:46369", + "accept": false, + "reason": "Input resolution mismatch for OmDet-Turbo and Sam3LiteText OOM are different model issues." + }, + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "The titles are unrelated; one is a vague data request, the other is a Gemma tokenizer roundtrip bug." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "CLIP vision hidden_states regression and Qwen video-input regression are different models and failures." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Different Qwen variants and different failures: video processing ValueError versus batched chat template crash." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Legacy-field pretrained preset loading and wrong custom module resolution after save/load are separate loading bugs." + }, + { + "left": "issue:45542", + "right": "issue:46234", + "accept": false, + "reason": "TensorBoard/TF backend detection and a missing import_utils helper are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Dummy Conv2d implementation and Sam3Video OOM are not the same defect." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "A Janus image-generation test failure and a Qwen3.5 flash-attention generation issue do not share a concrete bug." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Metric gathering dropping tuple labels and auxiliary loss normalization are different training issues." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "Janus test failure and stale Sam3LiteText auto_mappings references 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": 24, + "review_unit_index": 37, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:29870", + "issue:35141", + "issue:41950", + "issue:42490", + "issue:43335", + "issue:43352", + "issue:43475", + "issue:43525", + "issue:43531", + "issue:43550", + "issue:43572", + "issue:43644", + "issue:43673", + "issue:43827", + "issue:43931", + "issue:43994", + "issue:44060", + "issue:44190", + "issue:44242", + "issue:44534", + "issue:44617", + "issue:44734", + "issue:44743", + "issue:44855", + "issue:44869", + "issue:44913", + "issue:44964", + "issue:45072", + "issue:45127", + "issue:45200", + "issue:45245", + "issue:45406", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45632", + "issue:46082", + "issue:46178", + "issue:46421", + "issue:46617", + "issue:46640", + "issue:46697", + "issue:46832", + "issue:46858", + "issue:46897", + "issue:46932" + ], + "soft_pairs": [ + "issue:43572|issue:46178", + "issue:45127|issue:45200", + "issue:43673|issue:44743", + "issue:43352|issue:46640", + "issue:44190|issue:44964", + "issue:41950|issue:43475", + "issue:44534|issue:44913", + "issue:43525|issue:43531", + "issue:44734|issue:45406", + "issue:35141|issue:42490", + "issue:45072|issue:46932", + "issue:44855|issue:45588", + "issue:43827|issue:43994", + "issue:45245|issue:46858", + "issue:44869|issue:46832", + "issue:46082|issue:46697", + "issue:45632|issue:46617", + "issue:29870|issue:35141", + "issue:43673|issue:46421", + "issue:43931|issue:44060", + "issue:44617|issue:45584", + "issue:44242|issue:46897", + "issue:43644|issue:44913", + "issue:43335|issue:44855", + "issue:25251|issue:27957", + "issue:45563|issue:45584", + "issue:43550|issue:44190" + ], + "prepared_review_unit_hash": "a26f7d4dde06a7177070b1c548009c142c5178482e517dd8d8409a63c56b5a6c", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1849, + "serialized_chars": 959374, + "estimated_input_tokens": 239844, + "estimated_eval_tokens": 479944 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36011, + "estimated_input_tokens": 9003, + "estimated_eval_tokens": 18262 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: the paired issues span unrelated bugs in configs, generation, caching, pipelines, docs, and model-specific behavior. The soft-similarity links are mostly false positives based on shared vocabulary rather than the same underlying defect.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue stands out; the items are too diverse to represent one bug cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "If forced to pick a representative, issue:46640 is the broadest/most generic title, but it is still not a good canonical issue because the cluster is not one coherent problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43572", + "right": "issue:46178", + "accept": false, + "reason": "Different problems: StableLmConfig missing pad_token_idx after a v5 update vs an unsupported tensorflow_text backend mapping error." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "Both touch embedding behavior, but one is LoRA merge collapse with extended vocab and the other is Gemma4 multimodal token-type defaults for text-only finetuning." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Both involve cache/generation, but one is missing GenerationMixin cache in chunked prefill and the other resets recurrent states when cache is used with seq_len>1." + }, + { + "left": "issue:43352", + "right": "issue:46640", + "accept": false, + "reason": "The titles are both about Flash Attention, but one is a model support-gate issue and the other is too generic to show the same code-path bug." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Dataset-loading in an example script is unrelated to a model-loading failure for Phi-4 multimodal." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Both are vision/video-adjacent, but one is a pipeline processor-selection bug and the other is a missing field on Sam3VisionEncoderOutput." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer junk after v5 upgrade is unrelated to GPTNeoX rotary_pct reverting on reload." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Different configs and failure modes: missing pad_token_id on Llama4Config vs a sliding_window issue in Qwen3-MoE." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "Serve KV-cache continuation indexing bug is unrelated to Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Reinitializing output embeddings after resize is unrelated to the local-path trailing-slash import warning." + }, + { + "left": "issue:45072", + "right": "issue:46932", + "accept": false, + "reason": "Both mention dtype/casting, but they affect different models and different execution paths, so they are not the same fix." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Python 3.13 JIT parsing/IndentationError is unrelated to flash_attention.py crashing on s_aux=None." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs still referencing pipeline() is unrelated to a model producing bad outputs with AutoModel and pipeline." + }, + { + "left": "issue:45245", + "right": "issue:46858", + "accept": false, + "reason": "Category-cardinality limits are unrelated to device-tensor slice arithmetic in static cache prefill." + }, + { + "left": "issue:44869", + "right": "issue:46832", + "accept": false, + "reason": "Whisper word-timestamp decoding on a trailing replacement character is unrelated to RT-DETR feature-level count handling." + }, + { + "left": "issue:46082", + "right": "issue:46697", + "accept": false, + "reason": "LlamaConfig head_dim validation and Swin2SR image over-padding are unrelated bugs." + }, + { + "left": "issue:45632", + "right": "issue:46617", + "accept": false, + "reason": "Both involve trust_remote_code/cache handling, but one is a leaf-directory name collision and the other is a cache FileNotFoundError; too different to merge." + }, + { + "left": "issue:29870", + "right": "issue:35141", + "accept": false, + "reason": "BART generate() decoder_attention_mask initialization is unrelated to post_init reinitializing resized embeddings." + }, + { + "left": "issue:43673", + "right": "issue:46421", + "accept": false, + "reason": "Both touch chunked prefill/cache behavior, but one reports missing cache initialization while the other reports spurious recompilation; not the same concrete bug." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and Qwen3-Next tied-weights warning are different model-loading issues." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "CUDA OOM in Sam3Video is unrelated to Whisper failing on empty transcription." + }, + { + "left": "issue:44242", + "right": "issue:46897", + "accept": false, + "reason": "Both are training-loss bugs, but they affect different models and different loss computations." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Buffers filled with junk after v5 is unrelated to GPTNeoXConfig rotary_pct resetting on reload." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction and the DebertaV2 JIT parsing error are unrelated." + }, + { + "left": "issue:25251", + "right": "issue:27957", + "accept": false, + "reason": "Pipeline top_k output nesting and XLMRoberta Flash Attention 2 support are unrelated." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "A stale paged-generate warning is unrelated to Whisper empty-transcription failure." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "torch.compile with SDPA on Bamba-9B-v2 is unrelated to a local-dataset loading failure in an example script." + } + ] + }, + "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": 24, + "review_unit_index": 38, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:25251", + "issue:29870", + "issue:39692", + "issue:41720", + "issue:43065", + "issue:43295", + "issue:43335", + "issue:43526", + "issue:43540", + "issue:43673", + "issue:43854", + "issue:44077", + "issue:44112", + "issue:44190", + "issue:44462", + "issue:44464", + "issue:44479", + "issue:44521", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44737", + "issue:44779", + "issue:44877", + "issue:44933", + "issue:44938", + "issue:44964", + "issue:45127", + "issue:45245", + "issue:45276", + "issue:45290", + "issue:45357", + "issue:45362", + "issue:45381", + "issue:45542", + "issue:45563", + "issue:45584", + "issue:45600", + "issue:45632", + "issue:45803", + "issue:45907", + "issue:46234", + "issue:46369", + "issue:46489", + "issue:46655", + "issue:46697", + "issue:46752", + "issue:46858" + ], + "soft_pairs": [ + "issue:44933|issue:45362", + "issue:44077|issue:44877", + "issue:41720|issue:45245", + "issue:45381|issue:46369", + "issue:44479|issue:44734", + "issue:43335|issue:44190", + "issue:43065|issue:44610", + "issue:39692|issue:44190", + "issue:45127|issue:45357", + "issue:44464|issue:45563", + "issue:45381|issue:46655", + "issue:44779|issue:46489", + "issue:44617|issue:46369", + "issue:43295|issue:45276", + "issue:44112|issue:45600", + "issue:43526|issue:46697", + "issue:45290|issue:46752", + "issue:45276|issue:45584", + "issue:44737|issue:45803", + "issue:43540|issue:44734", + "issue:44462|issue:45907", + "issue:44521|issue:45381", + "issue:44938|issue:45542", + "issue:25251|issue:29870", + "issue:43673|issue:46858", + "issue:43854|issue:44964", + "issue:45632|issue:46234" + ], + "prepared_review_unit_hash": "b90549f5399f4d2539911307772ea0785eeb0e22d7a931627eab1a256999a08d", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1849, + "serialized_chars": 959374, + "estimated_input_tokens": 239844, + "estimated_eval_tokens": 479944 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35908, + "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 issues span unrelated models, processors, generation paths, and CI/documentation failures. Only the DeepSeek tokenizer pair looks like a true near-duplicate; the rest are similarity-only but not the same underlying bug.", + "confidence": 0.95, + "canonical_issue_reason": "issue:44779 is the broader, earlier report of the DeepSeek tokenizer regression in v5; issue:46489 is a narrower DeepSeek-Coder v1 manifestation and explicitly references the earlier fix gap.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44779 is the best issue to anchor the only clear duplicate-like thread in this set because it describes the regression at the most general level.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Both mention breakage around transformers/chat, but one is a missing import and the other is a Qwen3.5 chat crash; different failure modes and code paths." + }, + { + "left": "issue:44077", + "right": "issue:44877", + "accept": false, + "reason": "Both involve config validation, but they concern different models and different checks; not the same bug." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "A device-mapping CUDA assert and a categories-limit RuntimeError are unrelated failures." + }, + { + "left": "issue:45381", + "right": "issue:46369", + "accept": false, + "reason": "Different model families and symptoms: Qwen video position IDs vs Sam3-LiteText memory overflow." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Both are generation regressions, but one is video-input processing and the other is KV-cache continuation indexing in serve." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "Sparse-layer config construction and local dataset loading are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Different models and different problems: dummy layer construction vs processor/model image-size mismatch." + }, + { + "left": "issue:39692", + "right": "issue:44190", + "accept": false, + "reason": "Documentation/example errors for SigLIP2 do not match the local dataset loader issue." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "LoRA/embedding collapse and incorrect visual encoder save keys are separate model-state bugs." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Chunked compiled generation inconsistency and a stale warning about num_return_sequences are not the same defect." + }, + { + "left": "issue:45381", + "right": "issue:46655", + "accept": false, + "reason": "Both are video-related, but one is wrong vision_position_ids and the other is padding calculation in a different model." + }, + { + "left": "issue:44779", + "right": "issue:46489", + "accept": true, + "reason": "Same underlying DeepSeek tokenizer regression in v5+; 46489 is a specific DeepSeek-Coder v1 report and cites the earlier fix gap." + }, + { + "left": "issue:44617", + "right": "issue:46369", + "accept": false, + "reason": "CUDA OOM in Sam3Video is not the same as memory overflow in Sam3-LiteText." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Processor/tokenizer API regression and gemma4 embedding-resize behavior are different code paths." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "Both are CI-related, but one is a stale GraniteSpeech test and the other is a broken auto_mappings reference." + }, + { + "left": "issue:43526", + "right": "issue:46697", + "accept": false, + "reason": "Different image-processor bugs: label reduction vs over-padding." + }, + { + "left": "issue:45290", + "right": "issue:46752", + "accept": false, + "reason": "Both hit apply_chat_template, but one is tool-call assistant messages and the other is an empty list; separate edge cases." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize behavior and Whisper empty-transcription handling are unrelated." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "CPU tensor allocation in XLNet and a bare-except error-handling bug in FuyuBatchFeature are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Qwen3OmniMoe video-input validation and serve KV-cache continuation indexing are different bugs." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer loading precedence and list_repo_files revision forwarding are unrelated API issues." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Both are multimodal/chat-adjacent, but one is assistant mask generation and the other is video position IDs." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 import/load failure and undefined tf backend handling are not the same problem." + }, + { + "left": "issue:25251", + "right": "issue:29870", + "accept": false, + "reason": "Pipeline top_k nesting and Bart decoder_attention_mask assignment are different generation bugs." + }, + { + "left": "issue:43673", + "right": "issue:46858", + "accept": false, + "reason": "Both involve cache/prefill, but one is a missing GenerationMixin cache and the other is device-tensor seq-length arithmetic in static cache." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Different models and different load failures; not a duplicate." + }, + { + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "A local-model trust_remote_code cache collision and a missing availability helper are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative on the soft edges. The only accepted pair, issue:44779 and issue:46489, is plausibly the same DeepSeek tokenizer regression family with the latter as a narrower DeepSeek-Coder v1 report. The rest of the pairwise rejections are appropriately cautious given the titles and 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": 24, + "review_unit_index": 39, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:27957", + "issue:32090", + "issue:35141", + "issue:36246", + "issue:38617", + "issue:41628", + "issue:41950", + "issue:42175", + "issue:42796", + "issue:42907", + "issue:43295", + "issue:43381", + "issue:43404", + "issue:43441", + "issue:43526", + "issue:43531", + "issue:43582", + "issue:43643", + "issue:43650", + "issue:43673", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44112", + "issue:44220", + "issue:44246", + "issue:44279", + "issue:44295", + "issue:44336", + "issue:44496", + "issue:44521", + "issue:44683", + "issue:44964", + "issue:44987", + "issue:45003", + "issue:45042", + "issue:45083", + "issue:45216", + "issue:45335", + "issue:45446", + "issue:45593", + "issue:45600", + "issue:46082", + "issue:46121", + "issue:46424", + "issue:46506", + "issue:46932" + ], + "soft_pairs": [ + "issue:44246|issue:45003", + "issue:43643|issue:44496", + "issue:44964|issue:45600", + "issue:44112|issue:44964", + "issue:27957|issue:35141", + "issue:42175|issue:44279", + "issue:42796|issue:44521", + "issue:46082|issue:46121", + "issue:32090|issue:35141", + "issue:36246|issue:41628", + "issue:43404|issue:45216", + "issue:43531|issue:45600", + "issue:36246|issue:38617", + "issue:41950|issue:44016", + "issue:44295|issue:46506", + "issue:43673|issue:46424", + "issue:43650|issue:44220", + "issue:43582|issue:46932", + "issue:43295|issue:45335", + "issue:43976|issue:44987", + "issue:45083|issue:46506", + "issue:44016|issue:44220", + "issue:44496|issue:45042", + "issue:43526|issue:43901", + "issue:43381|issue:45593", + "issue:44683|issue:45446", + "issue:42907|issue:43441", + "issue:43901|issue:44496", + "issue:43673|issue:44336" + ], + "prepared_review_unit_hash": "38f2909bd15ee80b47d61b0e0cea9c443344246fd855fcb2dad0bcb6017daed9", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1849, + "serialized_chars": 959374, + "estimated_input_tokens": 239844, + "estimated_eval_tokens": 479944 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35736, + "estimated_input_tokens": 8934, + "estimated_eval_tokens": 18124 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is highly heterogeneous: the soft pairs are mostly superficially similar by subsystem or wording, but they describe different bugs, regressions, or docs/test issues. I would not merge any of these pairs as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Both touch import behavior, but one is intermittent import slowness and the other is a specific unsafe sys.modules access bug; different failures." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Different config-loading problems: remote-code configs missing fields vs an unrecognized model lacking model_type." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Phi-4 multimodal loading failure and Sam3LiteText auto-mapping CI breakage are unrelated model/config issues." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "CI stale-device-override test failure is not the same bug as a Phi-4 multimodal model loading regression." + }, + { + "left": "issue:27957", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention support for XLMRoberta is unrelated to token-embedding resize reinitialization in post_init." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "One is a packaging extra omission for TensorFlow; the other is a vague dependency problem with no matching concrete code path." + }, + { + "left": "issue:42796", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer BPE marker handling and multimodal assistant-mask generation are different tokenizer/template bugs." + }, + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "Llama head_dim validation and rope-parameter dict conversion with JSON lists are separate config-validation issues." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Distributed Trainer NoneType broadcast error is unrelated to embedding resize/reinit behavior." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but for different symbols/classes and likely different export paths." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Weight tying in Mistral3ForConditionalGeneration is unrelated to Qwen3.5 save_pretrained checkpoint corruption." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and removed Sam3LiteText auto-mapping references are unrelated." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Missing Qwen2_5_VLImageProcessor export and missing layer_type_validation import are different API breakages." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "A video-classification pipeline lookup bug is unrelated to a notebook syntax error." + }, + { + "left": "issue:44295", + "right": "issue:46506", + "accept": false, + "reason": "Buffer access error for position_ids is not the same as CPU/CUDA result divergence in PPDocLayoutV3." + }, + { + "left": "issue:43673", + "right": "issue:46424", + "accept": false, + "reason": "Chunked-prefill cache missing and max_cache_length only affecting quantized cache are distinct cache issues." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "Placeholder-like 'ADD THE DATA' is not the same bug as _torch_extract_fbank_features()." + }, + { + "left": "issue:43582", + "right": "issue:46932", + "accept": false, + "reason": "Apple Silicon allocator TypeError and Gemma4 quantized embedder dtype casting are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Processor.tokenizer/image input regression is different from decoder.embed_tokens not updating after resize_token_embeddings." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Python-version compatibility break and failure loading a specific model are different problems." + }, + { + "left": "issue:45083", + "right": "issue:46506", + "accept": false, + "reason": "Qwen3_omni_moe feature-length helper behavior and PPDocLayoutV3 CPU/CUDA drift are unrelated." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error and feature-extraction bug do not share the same underlying code path." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Missing model_type in config and PIL image processors wrongly requiring torchvision are separate loading/dep issues." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to outdated pipeline documentation." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing eval-mode restriction and missing auxiliary losses in D-FINE are different behaviors." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Torch 2.9 flex_attention compilation failure and AuxRequest version-check gating are distinct flex_attention bugs." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Saving dequantized Ministrals/Devstrals and FlashAttention failure in Ministral-3 are different model-specific issues." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Pipeline docs mismatch and unrecognized-model config loading failure are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Generation cache missing in chunked_prefill and ANSI codes emitted by loading_report 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": 24, + "review_unit_index": 40, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:39692", + "issue:41950", + "issue:42796", + "issue:43295", + "issue:43299", + "issue:43441", + "issue:43479", + "issue:43577", + "issue:43650", + "issue:43824", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44075", + "issue:44279", + "issue:44327", + "issue:44351", + "issue:44368", + "issue:44466", + "issue:44496", + "issue:44521", + "issue:44779", + "issue:44792", + "issue:44933", + "issue:45020", + "issue:45216", + "issue:45276", + "issue:45278", + "issue:45335", + "issue:45357", + "issue:45375", + "issue:45405", + "issue:45584", + "issue:45588", + "issue:45759", + "issue:45812", + "issue:46082", + "issue:46123", + "issue:46369", + "issue:46399", + "issue:46424", + "issue:46512", + "issue:46515", + "issue:46693", + "issue:46752" + ], + "soft_pairs": [ + "issue:43479|issue:45375", + "issue:44496|issue:45759", + "issue:44016|issue:44062", + "issue:43976|issue:44279", + "issue:44792|issue:46424", + "issue:43441|issue:45588", + "issue:43824|issue:44933", + "issue:44521|issue:46693", + "issue:44279|issue:46515", + "issue:45335|issue:45584", + "issue:44327|issue:46752", + "issue:46123|issue:46369", + "issue:43299|issue:45216", + "issue:46082|issue:46399", + "issue:44279|issue:45405", + "issue:43295|issue:44779", + "issue:39692|issue:43901", + "issue:44075|issue:44368", + "issue:43577|issue:45216", + "issue:46082|issue:46512", + "issue:43976|issue:45405", + "issue:42796|issue:43650", + "issue:44779|issue:45812", + "issue:44351|issue:45278", + "issue:41950|issue:45020", + "issue:43299|issue:45357", + "issue:44466|issue:45276", + "issue:43299|issue:43854" + ], + "prepared_review_unit_hash": "5f9f6e77355d656937b592498a669c80e1a6f403aaf069dd57dc2bc1b62e4678", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1849, + "serialized_chars": 959374, + "estimated_input_tokens": 239844, + "estimated_eval_tokens": 479944 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35646, + "estimated_input_tokens": 8912, + "estimated_eval_tokens": 18080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is highly heterogeneous: docs, tokenizer, multimodal loading, save/load serialization, pipeline behavior, dependency, and performance bugs. None of the soft pairs look like the same underlying issue, so I rejected all of them.", + "confidence": 0.88, + "canonical_issue_reason": "issue:45216 is the clearest self-contained regression report in the set: it has a specific version boundary, a concrete broken save_pretrained behavior, and a narrow repro/expected-vs-actual shape.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45216 is the most actionable and well-scoped bug report among this mixed cluster, with a precise regression claim and a directly testable failure mode.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Different bugs in different composite config fields: default vision/audio config initialization vs missing deepstack_visual_indexes being dropped by @strict." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Both are model-loading complaints, but one is an unrecognized model/config issue while the other is from_config failing to unwrap text_config for Qwen multimodal configs." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error and AddedToken argument duplication are unrelated failure modes." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "One is a Python-version compatibility complaint; the other is a generic dependency issue with no concrete shared bug." + }, + { + "left": "issue:44792", + "right": "issue:46424", + "accept": false, + "reason": "Janus test failure and cache max length semantics are different code paths and symptoms." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both mention flash attention, but the failing code paths and root causes differ: Ministral FlashAttention vs sink-less models hitting s_aux=None." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Different import errors in different modules/models; not the same missing symbol or path." + }, + { + "left": "issue:44521", + "right": "issue:46693", + "accept": false, + "reason": "apply_chat_template assistant mask generation is unrelated to a FA2 long-context performance regression." + }, + { + "left": "issue:44279", + "right": "issue:46515", + "accept": false, + "reason": "Generic dependency problems, but they concern different dependencies and failure modes." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "resize_token_embeddings not propagating vs Whisper failing on empty transcription after align_special_tokens are distinct bugs." + }, + { + "left": "issue:44327", + "right": "issue:46752", + "accept": false, + "reason": "Both are IndexErrors, but they occur in unrelated paths with different triggers and fixes." + }, + { + "left": "issue:46123", + "right": "issue:46369", + "accept": false, + "reason": "Final-partial-batch handling and memory overflow are not the same bug." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Different regression classes: multimodal model loading failure vs incorrect checkpoint serialization in save_pretrained." + }, + { + "left": "issue:46082", + "right": "issue:46399", + "accept": false, + "reason": "LlamaConfig validation of head_dim is unrelated to a Qwen3.5 kernel registration/decorator crash." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "Unrelated dependency complaints: one broad transformers dependency issue, one specific unreleased PEFT minimum version bump." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but one is processor/tokenizer API handling for custom multimodal code and the other is Deepseek token output correctness." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Both are documentation issues, but they cover different APIs and different mistakes." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "Optimizer-parameter usage and a tied-embeddings warning are unrelated." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "BLIP2 dtype propagation and Qwen3.5 checkpoint serialization are different model families and different bugs." + }, + { + "left": "issue:46082", + "right": "issue:46512", + "accept": false, + "reason": "Config validation for head_dim is unrelated to from_config leaving model.config.dtype stale." + }, + { + "left": "issue:42796", + "right": "issue:43650", + "accept": false, + "reason": "Tokenizer BPE-marker handling has nothing in common with the placeholder 'ADD THE DATA' issue." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Both involve tokenizer regressions, but they affect different model families with different symptoms and likely different code paths." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "A missing HybridCache export is not the same as broad import errors after a version upgrade." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Video-classification processor lookup and remote_code breakage are different problems." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Both are Qwen 3.5 regressions, but one is a loading failure while the other is incorrect visual encoder key serialization." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Inconsistent lm_head serialization depending on device is unrelated to Gemma4 resize_token_embeddings not updating embeddings." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Qwen3VL Moe loading and a GLM-4.7-Flash unit-test load problem are distinct model-specific failures." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 41, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:33290", + "issue:41950", + "issue:42175", + "issue:42994", + "issue:43317", + "issue:43441", + "issue:43479", + "issue:43525", + "issue:43650", + "issue:43653", + "issue:43673", + "issue:43723", + "issue:43761", + "issue:43824", + "issue:43901", + "issue:43976", + "issue:43994", + "issue:44016", + "issue:44162", + "issue:44242", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44291", + "issue:44336", + "issue:44361", + "issue:44462", + "issue:44623", + "issue:44671", + "issue:44683", + "issue:44749", + "issue:44779", + "issue:45081", + "issue:45103", + "issue:45200", + "issue:45372", + "issue:45397", + "issue:45542", + "issue:45593", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45823", + "issue:45834", + "issue:45859", + "issue:45907", + "issue:46209", + "issue:46851" + ], + "soft_pairs": [ + "issue:43653|issue:45593", + "issue:44242|issue:45200", + "issue:41950|issue:45823", + "issue:43650|issue:46209", + "issue:44462|issue:45081", + "issue:43479|issue:43525", + "issue:44016|issue:44291", + "issue:44683|issue:45542", + "issue:44361|issue:45593", + "issue:45081|issue:45907", + "issue:43441|issue:45834", + "issue:33290|issue:45656", + "issue:45103|issue:45372", + "issue:44336|issue:46851", + "issue:42994|issue:43317", + "issue:45859|issue:46851", + "issue:44623|issue:44749", + "issue:44261|issue:44263", + "issue:45600|issue:45712", + "issue:42175|issue:43976", + "issue:44671|issue:44779", + "issue:44623|issue:45397", + "issue:43673|issue:43761", + "issue:43901|issue:43994", + "issue:43901|issue:44246", + "issue:43723|issue:44162", + "issue:43824|issue:43976" + ], + "prepared_review_unit_hash": "0a93d19b6e0b4bed71f24ddb66e2af45dc258838d06859b739daa2d117562da6", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1849, + "serialized_chars": 959374, + "estimated_input_tokens": 239844, + "estimated_eval_tokens": 479944 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35710, + "estimated_input_tokens": 8928, + "estimated_eval_tokens": 18112 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a heterogeneous mix of unrelated issues; none of the soft-edge pairs look like true duplicates or the same underlying fix.", + "confidence": 0.96, + "canonical_issue_reason": "No clear canonical issue: the items span unrelated bugs across tokenizers, configs, pipelines, quantization, deepspeed, and docs.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #44462 is the strongest standalone report here: it is a concrete, reproducible tokenizer-loading bug with clear user impact, but it is not a canonical representative for the whole set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "Different bugs and subsystems: BigBird tokenizer special-token decode issue vs D-FINE auxiliary-loss logic." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Moe load-balancing loss vs Gemma 4 text-only mm_token_type_ids handling; not the same code path." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Video classification processor lookup bug vs Gemma4 device-mapping forward mismatch." + }, + { + "left": "issue:43650", + "right": "issue:46209", + "accept": false, + "reason": "Placeholder/data request vs FP8 inference failure on B200; unrelated." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "Both involve tokenizers, but one is AutoTokenizer file selection and the other is Mistral regex patching crash; different failures." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Different config issues: default multimodal subconfigs vs missing pad_token_id on Llama4Config." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error is unrelated to init_empty_weights/_is_hf_initialized loading failure." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Compiled flex_attention torch-compat bug vs TensorFlow backend installation issue." + }, + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "MLukeTokenizer task AttributeError vs D-FINE loss behavior; unrelated." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regex patch crash vs list_repo_files revision forwarding; different APIs and bugs." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "FlashAttention regression for Ministral-3 vs Kosmos2.5 OCR long-input index error; different models and failure modes." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Both mention deepspeed/optimizer, but one is OOM with Adafactor and the other is double optimizer stepping." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "Auto-docstring future-annotations crash vs Gemma 4 processor import dependency failure; unrelated." + }, + { + "left": "issue:44336", + "right": "issue:46851", + "accept": false, + "reason": "ANSI color output in loading_report vs Qwen3.5 variable-length position_ids bug." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Quantized model save failure vs dequantized model load/offload failure; opposite operations and different paths." + }, + { + "left": "issue:45859", + "right": "issue:46851", + "accept": false, + "reason": "CPU offload incompatibility in rotary embedding vs variable-length position_ids handling." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Processor save_pretrained missing files vs a slowdown report after upgrading versions; not the same bug." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Different issues in different components: MLA layernorm precision/config vs torch.split return handling." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Broken auto_mappings references vs leftover dummy classes in dummy_pt_objects; both maintenance/CI, but distinct file-level problems." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "Backend installation packaging issue vs Python version compatibility regression; unrelated." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5 regressions, but one is CamemBERT masked LM output and the other is Deepseek tokenizer correctness; not the same fix." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Processor save_pretrained file omission vs Gemma-4 zero3 from_pretrained problem; different code paths." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Cache missing during chunked prefill vs CLIPVisionModel hidden_states regression; different model/runtime behavior." + }, + { + "left": "issue:43901", + "right": "issue:43994", + "accept": false, + "reason": "Docs mismatch for return_all_scores vs SigLIP2 nonsensical AutoModel/pipeline results; different issues." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Documentation mismatch vs import latency; no shared underlying bug." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "AutoTokenizer.from_pretrained loading problem vs ESM2 broken workflow; different models and symptoms." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Missing Qwen2_5_VL import vs Python3.9/3.10 compatibility regression; 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": 24, + "review_unit_index": 42, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:41628", + "issue:42491", + "issue:42796", + "issue:43299", + "issue:43441", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43643", + "issue:43784", + "issue:43881", + "issue:43976", + "issue:44016", + "issue:44188", + "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:45325", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45561", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:45800", + "issue:45823", + "issue:46291", + "issue:46399", + "issue:46614", + "issue:46655", + "issue:46665", + "issue:46726", + "issue:46752", + "issue:46829", + "issue:46851" + ], + "soft_pairs": [ + "issue:43525|issue:43881", + "issue:46291|issue:46399", + "issue:42796|issue:43441", + "issue:44188|issue:44336", + "issue:45542|issue:45800", + "issue:44016|issue:45823", + "issue:43525|issue:43643", + "issue:44336|issue:44373", + "issue:44589|issue:45362", + "issue:45325|issue:46851", + "issue:46655|issue:46726", + "issue:44246|issue:44496", + "issue:45083|issue:46851", + "issue:41628|issue:43976", + "issue:43784|issue:45542", + "issue:44297|issue:45397", + "issue:46399|issue:46851", + "issue:45561|issue:45563", + "issue:45103|issue:46399", + "issue:43526|issue:45003", + "issue:43540|issue:46752", + "issue:45072|issue:46829", + "issue:46614|issue:46665", + "issue:42491|issue:43299", + "issue:43531|issue:45362", + "issue:45588|issue:46851", + "issue:44246|issue:44871", + "issue:44295|issue:45397", + "issue:44242|issue:45593", + "issue:44336|issue:44485" + ], + "prepared_review_unit_hash": "2d260fc4ecfa4661ed96e77ed9264e4e1917094f64940b1db07b04bb69716393", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1849, + "serialized_chars": 959374, + "estimated_input_tokens": 239844, + "estimated_eval_tokens": 479944 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36710, + "estimated_input_tokens": 9178, + "estimated_eval_tokens": 18612 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: the soft pairs share broad model/subsystem themes, but not the same concrete bug or change. I would not merge any of the proposed soft edges as duplicates. If a representative issue is needed, issue:44246 is the most broadly discussed/general, but it is still only a weak cluster anchor.", + "confidence": 0.39, + "canonical_issue_reason": "issue:44246 has the strongest discussion signal and the broadest, most general framing in this set, so it is the least specific representative; however, this cluster does not look like a true duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44246 is the most suitable issue to stand in as the cluster representative because it is actively discussed and generic enough to sit near the center of the noisy similarity set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Both are model-loading failures, but one is a missing pad_token_id on Llama4Config and the other is a glm-4v-9b loading failure; different underlying bugs." + }, + { + "left": "issue:46291", + "right": "issue:46399", + "accept": false, + "reason": "Both involve kernels, but one is an import/version requirement problem in transformers.pipelines and the other is a Qwen3.5 kernel registration crash; not the same fix." + }, + { + "left": "issue:42796", + "right": "issue:43441", + "accept": false, + "reason": "Tokenizer BPE marker handling and FlashAttention loading failures in Ministral-3 are different code paths and failure modes." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile and ANSI code emission in loading_report are unrelated." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "TensorBoard-without-TensorFlow backend handling and torch/transformers version incompatibility are different compatibility issues." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "A notebook syntax error and a Gemma4 device_map forward mismatch are not the same underlying problem." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config is unrelated to trust_remote_code returning incomplete AutoConfig fields." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "ANSI codes in loading_report and a wrong docstring for position_ids are clearly different." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Missing Float8 storage support and a Qwen3.5 chat crash are not the same bug." + }, + { + "left": "issue:45325", + "right": "issue:46851", + "accept": false, + "reason": "Both mention position_ids, but one is a Qwen2.5-VL still-image RoPE scaling bug and the other is a Qwen3.5 variable-length input issue." + }, + { + "left": "issue:46655", + "right": "issue:46726", + "accept": false, + "reason": "Incorrect video padding in SmolVLM and missing vision backend handling in AutoProcessor are different problems." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Load-balancing loss omission in an MoE setting and an unrecognized-model/config error are unrelated." + }, + { + "left": "issue:45083", + "right": "issue:46851", + "accept": false, + "reason": "A qwen3_omni_moe feature-length helper bug is not the same as a Qwen3.5 position_ids handling bug." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "AutoImageProcessor import failure and Python-version compatibility for Transformers 5.1.0 are different issues." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Sentence-transformers import NameError and TensorBoard/TensorFlow backend resolution are unrelated import-time failures." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch and Gemma4 zero3 from_pretrained failure are not the same code-path." + }, + { + "left": "issue:46399", + "right": "issue:46851", + "accept": false, + "reason": "Qwen3.5 kernel registration failure and variable-length position_ids handling are separate bugs." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "A pytest-xdist file race and a stale generate() warning are different concerns." + }, + { + "left": "issue:45103", + "right": "issue:46399", + "accept": false, + "reason": "Auto-docstring crashes with future annotations and a missing decorator for Qwen3.5 kernels are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels behavior and unsafe sys.modules access in modeling_utils do not share the same defect." + }, + { + "left": "issue:43540", + "right": "issue:46752", + "accept": false, + "reason": "Qwen3OmniMoe video-input processing and empty-list chat template handling are different crash sites." + }, + { + "left": "issue:45072", + "right": "issue:46829", + "accept": false, + "reason": "bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel and VideoPrism hidden_states/output-field mixup are not the same change." + }, + { + "left": "issue:46614", + "right": "issue:46665", + "accept": false, + "reason": "A stale phonemizer backend after language switching and inconsistent from_pretrained behavior inside Python classes are different bugs." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both are Qwen3 MoE-related, but one is LoRA compatibility across hf4.x/hf5.x and the other is a Qwen3VL MoE loading regression; too distinct to merge." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Sliding_window behavior in Qwen3-MoE and a Qwen3.5 chat crash are different underlying failures." + }, + { + "left": "issue:45588", + "right": "issue:46851", + "accept": false, + "reason": "FlashAttention crashing on sink-less models with s_aux=None is unrelated to Qwen3.5 variable-length position_ids." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Load-balancing loss suppression and Gemma-3 eos_token_id inconsistency are different model/config bugs." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "Reading position_ids after buffer registration and a Gemma4 zero3 from_pretrained failure are not the same bug." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Missing load-balancing loss when output_router_logits=False and missing auxiliary losses when denoising is off are similar in theme but different model-specific behaviors." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "ANSI code leakage in loading_report and GLM-5 RoPE implementation discussion 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": 24, + "review_unit_index": 43, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:36246", + "issue:41950", + "issue:42757", + "issue:42886", + "issue:43257", + "issue:43262", + "issue:43295", + "issue:43475", + "issue:43526", + "issue:43540", + "issue:43550", + "issue:43596", + "issue:43901", + "issue:44162", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44351", + "issue:44451", + "issue:44466", + "issue:44479", + "issue:44496", + "issue:44623", + "issue:44749", + "issue:44779", + "issue:44857", + "issue:44877", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45292", + "issue:45335", + "issue:45375", + "issue:45561", + "issue:45584", + "issue:45600", + "issue:45759", + "issue:45859", + "issue:46132", + "issue:46369", + "issue:46399", + "issue:46506", + "issue:46655", + "issue:46726", + "issue:46752", + "issue:46821", + "issue:46897" + ], + "soft_pairs": [ + "issue:45003|issue:46821", + "issue:42886|issue:46132", + "issue:43550|issue:46506", + "issue:44451|issue:46752", + "issue:44779|issue:45292", + "issue:43901|issue:45003", + "issue:36246|issue:42757", + "issue:43257|issue:45137", + "issue:36246|issue:44351", + "issue:41950|issue:44220", + "issue:44496|issue:45003", + "issue:45003|issue:45561", + "issue:43540|issue:46655", + "issue:43262|issue:44246", + "issue:45375|issue:45759", + "issue:44162|issue:45200", + "issue:44479|issue:46655", + "issue:45859|issue:46399", + "issue:44295|issue:44749", + "issue:43475|issue:46369", + "issue:45137|issue:45600", + "issue:43295|issue:45292", + "issue:45292|issue:45584", + "issue:44466|issue:45335", + "issue:44877|issue:45375", + "issue:36246|issue:43596", + "issue:44242|issue:44857", + "issue:44623|issue:46726", + "issue:43526|issue:46897" + ], + "prepared_review_unit_hash": "d98739e0882e202d80edfc23d20c09aa75739e1a0d3f3af6e5be4de5bc102148", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1849, + "serialized_chars": 959374, + "estimated_input_tokens": 239844, + "estimated_eval_tokens": 479944 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36456, + "estimated_input_tokens": 9114, + "estimated_eval_tokens": 18484 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: import/load/config regressions, a few multimodal/video bugs, and several unrelated model-specific failures. None of the soft pairs look like the same underlying bug/change, so no duplicate merges are justified.", + "confidence": 0.79, + "canonical_issue_reason": "issue:44479 is the broadest concrete regression report in the set, spanning multiple Qwen video models and aligning with the closest neighboring video-input report; it is a better umbrella anchor than the more narrow or purely internal issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the strongest high-signal user-facing bug report here, with a clear versioned regression and multiple affected models.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45003", + "right": "issue:46821", + "accept": false, + "reason": "Unsafe sys.modules access in modeling_utils is unrelated to a TimesFM window_size AttributeError." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Offline-cache tokenizer loading and AttentionInterface.register behavior are different code paths and failures." + }, + { + "left": "issue:43550", + "right": "issue:46506", + "accept": false, + "reason": "Bamba torch.compile/SDPA crash is not the same bug as PPDocLayoutV3 CPU/CUDA output divergence." + }, + { + "left": "issue:44451", + "right": "issue:46752", + "accept": false, + "reason": "Model loading failure and empty-list apply_chat_template IndexError are unrelated." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "DeepSeek tokenizer correctness and resize_token_embeddings propagation are different issues." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Documentation mismatch for return_all_scores is unrelated to sys.modules access in modeling_utils." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they concern different symbols and packages with no shared code path." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Qwen3 MOE weight conversion under accelerate/deepspeed is not the same as a ZeRO3 deque IndexError." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Importing Qwen2_5_VLImageProcessor and importing HybridCache are unrelated missing-symbol failures." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification processor lookup and fbank feature extraction are different subsystems." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Missing model_type in config loading is not the same as unsafe sys.modules access." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Module lookup logic and pytest-xdist file-race behavior do not share the same underlying bug." + }, + { + "left": "issue:43540", + "right": "issue:46655", + "accept": false, + "reason": "Both are video-related, but they are different model-specific processing bugs with different failure modes." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio sampling-rate defaulting and import latency are unrelated." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Missing config field handling and text_config unwrapping are separate composite-config bugs." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids defaults are unrelated model-specific issues." + }, + { + "left": "issue:44479", + "right": "issue:46655", + "accept": false, + "reason": "Both involve video inputs, but the affected models and the concrete bugs differ; they are not the same underlying regression." + }, + { + "left": "issue:45859", + "right": "issue:46399", + "accept": false, + "reason": "CPU-offload incompatibility in rotary embedding is distinct from a use_kernels registration/decorator crash." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "A position_ids buffer read error is unrelated to a performance regression after upgrading transformers." + }, + { + "left": "issue:43475", + "right": "issue:46369", + "accept": false, + "reason": "SAM 3 video attribute error and SAM 3 LiteText memory overflow are different failures." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque failure and stale auto_mappings config references are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:45292", + "accept": false, + "reason": "Processor.tokenizer/image forwarding regression and embedding resize propagation are different bugs." + }, + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize behavior and Whisper empty-transcription handling are not the same code-path problem." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "These are both weight/embedding-related, but one is serialization inconsistency and the other is resize propagation to decoder embeddings." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Strict config rejection for granite_speech and missing deepstack_visual_indexes in Qwen configs are unrelated config-schema issues." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "Qwen image-processor import failure and DeepSpeed/BertModel ZeRO3 IndexError are unrelated." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "MoE load-balancing loss omission and LwDetrImageLoss AMP crash are different training bugs." + }, + { + "left": "issue:44623", + "right": "issue:46726", + "accept": false, + "reason": "processor.save_pretrained file omissions and AutoProcessor backend-missing errors are different save/load pathways." + }, + { + "left": "issue:43526", + "right": "issue:46897", + "accept": false, + "reason": "BEiT reduce_labels truncation and Florence2 double-shift training loss 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": 24, + "review_unit_index": 44, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:29870", + "issue:30333", + "issue:42199", + "issue:42886", + "issue:43065", + "issue:43352", + "issue:43408", + "issue:43475", + "issue:43526", + "issue:43540", + "issue:43653", + "issue:43723", + "issue:43906", + "issue:43931", + "issue:44038", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44188", + "issue:44368", + "issue:44479", + "issue:44483", + "issue:44877", + "issue:44977", + "issue:44987", + "issue:44995", + "issue:45200", + "issue:45229", + "issue:45250", + "issue:45397", + "issue:45412", + "issue:45459", + "issue:45563", + "issue:45588", + "issue:45656", + "issue:45685", + "issue:45987", + "issue:46082", + "issue:46123", + "issue:46170", + "issue:46202", + "issue:46421", + "issue:46431", + "issue:46506", + "issue:46710", + "issue:46832", + "issue:46851", + "issue:46894" + ], + "soft_pairs": [ + "issue:44987|issue:45459", + "issue:44038|issue:46506", + "issue:29870|issue:30333", + "issue:42199|issue:46851", + "issue:44060|issue:44077", + "issue:43526|issue:46894", + "issue:44479|issue:46170", + "issue:43653|issue:44162", + "issue:44368|issue:44977", + "issue:43352|issue:45250", + "issue:45412|issue:46123", + "issue:42886|issue:45229", + "issue:45397|issue:45656", + "issue:43475|issue:43540", + "issue:44877|issue:46170", + "issue:46170|issue:46832", + "issue:43723|issue:46710", + "issue:43065|issue:43408", + "issue:44368|issue:45563", + "issue:44995|issue:45200", + "issue:45987|issue:46082", + "issue:43931|issue:44368", + "issue:44188|issue:46202", + "issue:44483|issue:46202", + "issue:43906|issue:46202", + "issue:44188|issue:46421", + "issue:44995|issue:45588", + "issue:45685|issue:46431" + ], + "prepared_review_unit_hash": "762d4df2054c58df5fca29d60661e35d928679ed8d15b30b9edd8d7bd0d96cee", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1849, + "serialized_chars": 959374, + "estimated_input_tokens": 239844, + "estimated_eval_tokens": 479944 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36113, + "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: the soft edges are mostly false positives linking unrelated model-, tokenizer-, training-, and infrastructure-specific bugs. No PRs are present in the cluster.", + "confidence": 0.97, + "canonical_issue_reason": "Issue:44479 is the most representative concrete regression report in the set: it has a clear version boundary, a reproducible video-input failure, and spans multiple related Qwen model variants.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue:44479 is the best single issue to keep as a canonical example because it is specific, actionable, and broader than the single-model reports, while the rest of the cluster is mostly unrelated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Tokenizer loading failure vs protobuf decode-error masking; different failure modes and code paths." + }, + { + "left": "issue:44038", + "right": "issue:46506", + "accept": false, + "reason": "Qwen3-VL-Moe version bug vs CPU/CUDA result divergence in a different model; unrelated." + }, + { + "left": "issue:29870", + "right": "issue:30333", + "accept": false, + "reason": "Bart generate() UnboundLocalError vs MLflow reporting issue; completely different subsystems." + }, + { + "left": "issue:42199", + "right": "issue:46851", + "accept": false, + "reason": "DETR cardinality assertion vs Qwen3.5 variable-length position_ids; unrelated model families." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Qwen3-Next tied-weights warning vs patchtsmixer post_init policy; not the same bug." + }, + { + "left": "issue:43526", + "right": "issue:46894", + "accept": false, + "reason": "BEiT label reduction bug vs CohereASR training-loss shift bug; only a vague pattern match." + }, + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "Video-input regression in Qwen variants vs Windows/ROCm torch.distributed import problem; unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBird tokenizer special-token bug vs ESM2 breakage; different models and symptoms." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "Warning about tie_word_embeddings in Qwen3.5 fine-tuning vs flash-attention generation failure; different issues." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "Nemotron Flash Attention 2 support gap vs a generic Flash Attention 2.0 issue; too broad and not the same concrete bug." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "RT-DETR memory leak vs MaskGenerationPipeline final-batch dropping; unrelated behavior." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline tokenizer cache loading vs Gemma4 multi-GPU OOM; no shared bug path." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Gemma-4 zero3 loading failure vs Deepspeed double optimizer step; different code paths." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "SAM 3 video encoder attribute error vs Qwen3OmniMoe video-input ValueError; unrelated." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "Strict config parsing vs Windows/ROCm distributed import failure; different layers." + }, + { + "left": "issue:46170", + "right": "issue:46832", + "accept": false, + "reason": "ROCm/Windows import issue vs RT-DETR forward shape error; unrelated." + }, + { + "left": "issue:43723", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer loading issue in v5 vs model accuracy regression after upgrade; not the same defect." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder vs wrong model type warning for sam3_tracker; related area but different bugs." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "Tie-word-embeddings warning vs stale num_return_sequences warning; distinct generation warnings." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "Stale indexer cache crash vs Gemma4 mm_token_type_ids defaulting; unrelated." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "StaticCache return-type bug vs LlamaConfig head_dim validation; different configuration/runtime problems." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL weight-shape loading mismatch vs Qwen3.5 tie-word-embeddings warning; unrelated." + }, + { + "left": "issue:44188", + "right": "issue:46202", + "accept": false, + "reason": "torch.compile attention-kernel divergence vs Gemma pipeline roundtrip issue; different subsystems." + }, + { + "left": "issue:44483", + "right": "issue:46202", + "accept": false, + "reason": "Chat/completions API regression vs Gemma pipeline roundtrip failure; unrelated." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "Isolated reproduction of another issue vs Gemma pipeline tokenizer roundtrip failure; not the same bug." + }, + { + "left": "issue:44188", + "right": "issue:46421", + "accept": false, + "reason": "Attention kernel divergence under compile vs cache lazy-init recompilation; different performance/logic bugs." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "GlmMoeDsa second-pass crash vs flash_attention.py s_aux=None AttributeError; unrelated." + }, + { + "left": "issue:45685", + "right": "issue:46431", + "accept": false, + "reason": "MPS histogram_int error in moe code vs missing chat template error; different model/input handling 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": 24, + "review_unit_index": 45, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:39692", + "issue:41628", + "issue:42994", + "issue:43065", + "issue:43232", + "issue:43441", + "issue:43475", + "issue:43482", + "issue:43643", + "issue:43646", + "issue:43673", + "issue:43701", + "issue:43723", + "issue:43986", + "issue:43994", + "issue:44038", + "issue:44162", + "issue:44188", + "issue:44297", + "issue:44361", + "issue:44373", + "issue:44623", + "issue:44749", + "issue:44869", + "issue:44871", + "issue:44933", + "issue:44964", + "issue:45103", + "issue:45137", + "issue:45230", + "issue:45310", + "issue:45356", + "issue:45375", + "issue:45397", + "issue:45478", + "issue:45656", + "issue:46123", + "issue:46132", + "issue:46326", + "issue:46463", + "issue:46726", + "issue:46752", + "issue:46821", + "issue:46851", + "issue:46858", + "issue:46877" + ], + "soft_pairs": [ + "issue:45103|issue:46858", + "issue:44361|issue:44749", + "issue:43065|issue:46123", + "issue:44297|issue:44623", + "issue:43994|issue:46726", + "issue:44749|issue:45656", + "issue:43701|issue:44749", + "issue:44871|issue:46132", + "issue:43646|issue:44162", + "issue:44623|issue:45656", + "issue:43441|issue:46752", + "issue:43475|issue:43643", + "issue:42994|issue:43482", + "issue:45375|issue:45478", + "issue:44188|issue:46851", + "issue:43475|issue:46821", + "issue:43232|issue:43673", + "issue:28282|issue:30990", + "issue:44964|issue:45137", + "issue:44869|issue:45356", + "issue:45310|issue:45375", + "issue:46463|issue:46877", + "issue:39692|issue:46726", + "issue:41628|issue:44933", + "issue:44373|issue:46851", + "issue:45230|issue:45397", + "issue:43986|issue:46726", + "issue:44038|issue:44623", + "issue:43723|issue:46326" + ], + "prepared_review_unit_hash": "4a181e19719c51abeb87376c71a743e13d66e2af838b70cc813536eb8aeb780f", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1849, + "serialized_chars": 959374, + "estimated_input_tokens": 239844, + "estimated_eval_tokens": 479944 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36158, + "estimated_input_tokens": 9040, + "estimated_eval_tokens": 18336 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most items are distinct model-, tokenizer-, processor-, or backend-specific regressions. The only clear duplicate family in the soft links is the Qwen3.5 MoE from_pretrained failure around the missing `deepstack_visual_indexes` field.", + "confidence": 0.81, + "canonical_issue_reason": "`issue:43646` is the broadest representative here: a Transformers 5.0 custom-initialization regression that best captures the cluster\u2019s general v5 breakage theme without being tied to one niche model.", + "canonical_pr_reason": null, + "best_issue_reason": "`issue:43646` has the best triage value as the cluster representative because it is clearly stated, broadly scoped, and central to the repeated v5 API-break pattern in this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45103", + "right": "issue:46858", + "accept": false, + "reason": "Different failure modes: autodoc/annotations crash vs static-cache slice arithmetic bug." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "Tokenizer AttributeError on tasks vs a performance slowdown after upgrade; unrelated code paths." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "SAM3 pixel-decoder dummy layer vs MaskGenerationPipeline final-batch dropping; different bugs." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Tokenizer metadata mismatch vs processor save_pretrained missing files; similar area, different bug." + }, + { + "left": "issue:43994", + "right": "issue:46726", + "accept": false, + "reason": "Wrong SigLIP2 outputs with AutoModel/pipeline vs missing-vision-backend AutoProcessor error." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "Data filtering slowdown vs double optimizer.step with deepspeed; not the same issue." + }, + { + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "Checkpoint key mismatch vs preprocessing slowdown; different subsystems." + }, + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "eos_token_id config mismatch vs attention-registration behavior change; distinct bugs." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Both are broad regressions, but one is custom model initialization and the other is an ESM2-specific breakage." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Processor serialization bug vs deepspeed optimizer-step duplication; unrelated." + }, + { + "left": "issue:43441", + "right": "issue:46752", + "accept": false, + "reason": "FlashAttention failure on Ministral-3 vs empty-list chat template IndexError; different code paths." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "Missing SAM3 output field vs trust_remote_code config field loss; both involve fields, but not the same bug." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized model saving failure vs GGUF loading failure; opposite operations and different models." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": true, + "reason": "Same Qwen3.5 MoE from_pretrained regression; the missing `deepstack_visual_indexes` field matches the reported failure." + }, + { + "left": "issue:44188", + "right": "issue:46851", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile vs Qwen3.5 variable-length position_ids bug; different defects." + }, + { + "left": "issue:43475", + "right": "issue:46821", + "accept": false, + "reason": "SAM3 vision output attribute error vs TimesFM window_size AttributeError; different models and code paths." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Generation kwargs update after sync_gpus vs chunked_prefill cache-missing regression; unrelated generation bugs." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "Missing PyTorch ImportError vs SentenceTransformers loading hang; different symptoms and causes." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Phi-4 multimodal load failure vs DeepSpeed ZeRO3 deque pop error; unrelated." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Whisper timestamp decode crash vs Kimi-K2.5 tokenizer regression; different components." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": true, + "reason": "Same Qwen3.5 MoE from_pretrained failure family; `deepstack_visual_indexes` is the concrete missing-field cause." + }, + { + "left": "issue:46463", + "right": "issue:46877", + "accept": false, + "reason": "Decoder-input validation error message vs auto_docstring import-time diagnostics; unrelated." + }, + { + "left": "issue:39692", + "right": "issue:46726", + "accept": false, + "reason": "SigLIP2 doc-example errors vs missing-vision-backend AutoProcessor crash; different issues." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "AutoImageProcessor import failure vs image_utils nonexistent import; both import-related but different symbols." + }, + { + "left": "issue:44373", + "right": "issue:46851", + "accept": false, + "reason": "Wrong docstring for position_ids vs actual Qwen3.5 variable-length position_ids bug." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "Generic bug report vs gemma-4 ZeRO3 from_pretrained failure; not the same underlying bug." + }, + { + "left": "issue:43986", + "right": "issue:46726", + "accept": false, + "reason": "AutoProcessor video-model crash without torchvision vs unrecognized image processor without vision backend; different missing-dependency paths." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe v5 bug vs processor save_pretrained missing files; unrelated." + }, + { + "left": "issue:43723", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer loading regression vs `continue_final_message` behavior bug; different components." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The clustering summary is grounded in the packet, and the soft-edge decisions stay conservative. The only accepted duplicate family is the Qwen3.5 MoE from_pretrained regression around the missing `deepstack_visual_indexes` field, which is supported by the issue titles. The rest of the pair rejections are generally cautious and aligned with the distinct titles/subsystems shown 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": 24, + "review_unit_index": 46, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:33290", + "issue:35141", + "issue:36010", + "issue:41628", + "issue:42175", + "issue:42371", + "issue:42673", + "issue:42831", + "issue:42898", + "issue:42994", + "issue:43232", + "issue:43278", + "issue:43479", + "issue:43504", + "issue:43525", + "issue:43704", + "issue:43784", + "issue:43824", + "issue:43873", + "issue:43976", + "issue:44038", + "issue:44222", + "issue:44351", + "issue:44496", + "issue:44568", + "issue:44792", + "issue:44857", + "issue:44933", + "issue:44945", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45137", + "issue:45310", + "issue:45405", + "issue:45406", + "issue:45561", + "issue:45593", + "issue:45600", + "issue:45712", + "issue:45753", + "issue:46202", + "issue:46399", + "issue:46701", + "issue:46829", + "issue:46877" + ], + "soft_pairs": [ + "issue:42994|issue:43525", + "issue:42371|issue:45092", + "issue:43873|issue:44945", + "issue:45406|issue:46202", + "issue:43784|issue:46399", + "issue:44857|issue:46877", + "issue:44945|issue:45753", + "issue:45593|issue:46877", + "issue:41628|issue:44351", + "issue:45081|issue:45103", + "issue:36010|issue:41628", + "issue:46202|issue:46701", + "issue:43278|issue:45137", + "issue:44038|issue:45310", + "issue:42673|issue:43704", + "issue:44222|issue:45310", + "issue:42994|issue:43824", + "issue:42831|issue:44222", + "issue:43232|issue:44792", + "issue:43504|issue:45561", + "issue:45561|issue:45600", + "issue:44496|issue:45561", + "issue:42175|issue:44933", + "issue:45405|issue:46877", + "issue:30333|issue:33290", + "issue:43976|issue:44933", + "issue:30990|issue:35141", + "issue:42898|issue:44568", + "issue:42175|issue:45712", + "issue:43479|issue:46829" + ], + "prepared_review_unit_hash": "1439a8b3445e38a16bdaa4f7b8ba25cf85816020b71ae07afd418f3d53fb7b61", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1849, + "serialized_chars": 959374, + "estimated_input_tokens": 239844, + "estimated_eval_tokens": 479944 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36578, + "estimated_input_tokens": 9145, + "estimated_eval_tokens": 18546 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a broad mix of Transformers issues spanning imports, quantization/offloading, tokenization, multimodal models, and test/CI infrastructure. Most soft links are topical rather than true duplicates; the clearest duplicate pair is the repeated Qwen3ForCausalLM VRAM-leak report in 42673/43704.", + "confidence": 0.84, + "canonical_issue_reason": "No single canonical duplicate clearly stands out. Issue 43873 is a plausible representative for the open quantization/offloading area because it has broad active discussion and inbound references, but it is not uniquely central: issue 45561 is also open and has the same inbound reference count in the packet.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43873 is a reasonable cluster representative because it is an open, broadly scoped quantization/offloading report with substantial discussion and inbound references, but it should be treated as representative rather than uniquely central given the comparable inbound reference count on 45561.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized model saving failure and missing pad_token_id on Llama4Config are different bugs with different code paths." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 settings guidance is unrelated to the remote-code/meta-initialization incompatibility in InternVL2." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization offloading and incorrect pipeline-parallel output are separate runtime problems." + }, + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Missing Gemma4Processor._tokenizer and Gemma pipeline roundtrip on \u2581 are different tokenizer/pipeline failures." + }, + { + "left": "issue:43784", + "right": "issue:46399", + "accept": false, + "reason": "An import-time NameError for nn and a Qwen3.5 kernel registration crash are unrelated regressions." + }, + { + "left": "issue:44857", + "right": "issue:46877", + "accept": false, + "reason": "AMP/CUDA loss crash in LwDetr and auto_docstring stdout logging are unrelated subsystems." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline-parallel incorrect output and a Qwen3_5 image infinite loop are not the same failure mode." + }, + { + "left": "issue:45593", + "right": "issue:46877", + "accept": false, + "reason": "D-FINE auxiliary-loss behavior and auto_docstring import-time diagnostics are unrelated issues." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols and separate export regressions." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Mistral tokenizer patch crash and future-annotations docstring crash do not share a concrete code path." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "GenerationMixin and AutoImageProcessor import failures are distinct missing-export bugs." + }, + { + "left": "issue:46202", + "right": "issue:46701", + "accept": false, + "reason": "These are related by Gemma family and pipeline area, but they are different underlying bugs." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Embedding dtype drift in eval and a DeepSpeed ZeRO3 deque IndexError are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Both mention Qwen3 Moe variants, but they affect different versions and different failure surfaces." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Same title, same model, and the same VRAM-leak symptom in multiple dataloader threads strongly indicate duplicate reports of the same bug." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "FP8 save_pretrained failure and Qwen3.5 from_pretrained incompatibility are separate model lifecycle issues." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Quantized model saving and Qwen2_5_VL import failure are unrelated bugs." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "FineGrainedFP8 accuracy regression and FP8 save_pretrained failure are different concrete problems." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation kwargs update after sync_gpus and janus image-generation test failure are not the same issue." + }, + { + "left": "issue:43504", + "right": "issue:45561", + "accept": false, + "reason": "Beit legacy-field loading and pytest-xdist file race are unrelated issues." + }, + { + "left": "issue:45561", + "right": "issue:45600", + "accept": false, + "reason": "A test-worker race and stale auto_mappings references are separate CI/test-maintenance problems." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Unrecognized model config and xdist race on captured_info.txt do not share a code path." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Packaging/backend installation and a missing image_utils import are different dependency/import bugs." + }, + { + "left": "issue:45405", + "right": "issue:46877", + "accept": false, + "reason": "PEFT version bump timing and auto_docstring import-time logging are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLFlow reporting after failed training and AdaFactor OOM in deepspeed are separate training-path issues." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python version compatibility breakage and a missing image_utils import are unrelated regressions." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Sentence-Transformers loading hang and token-embedding resize reinitialization are different bugs." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenization-related, but they describe different defects and behaviors." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Missing TensorFlow backend in install extras and leftover dummy PT classes are separate packaging/CI issues." + }, + { + "left": "issue:43479", + "right": "issue:46829", + "accept": false, + "reason": "Phi4MultimodalConfig default-init bug and VideoPrism hidden_state/output mismatch are different multimodal model issues." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The clustering is mostly conservative, but the representative-issue rationale overstates the evidence. In the packet, issue 43873 is not clearly \"the most central\" or the one with the most inbound references: issue 45561 is also open and has the same inbound reference count (6). Please phrase 43873 as a plausible representative, not a uniquely central one, and avoid ranking claims not directly supported by the packet. The summary\u2019s broad topical description and the duplicate call on 42673/43704 are otherwise grounded." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 47, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "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:43784", + "issue:43824", + "issue:43874", + "issue:44016", + "issue:44060", + "issue:44075", + "issue:44079", + "issue:44190", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44568", + "issue:44623", + "issue:44625", + "issue:44734", + "issue:44779", + "issue:44869", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45200", + "issue:45310", + "issue:45356", + "issue:45405", + "issue:45656", + "issue:45712", + "issue:45812", + "issue:46077", + "issue:46123", + "issue:46231", + "issue:46693", + "issue:46877", + "issue:46909" + ], + "soft_pairs": [ + "issue:44623|issue:45310", + "issue:46077|issue:46123", + "issue:42673|issue:46693", + "issue:42898|issue:45812", + "issue:43479|issue:44869", + "issue:43723|issue:44568", + "issue:44625|issue:46877", + "issue:44016|issue:46231", + "issue:39692|issue:46909", + "issue:42898|issue:44779", + "issue:43479|issue:44079", + "issue:43784|issue:43824", + "issue:44734|issue:45103", + "issue:43874|issue:45092", + "issue:27957|issue:30333", + "issue:30333|issue:34689", + "issue:42222|issue:45200", + "issue:42898|issue:43295", + "issue:42898|issue:45356", + "issue:44295|issue:45656", + "issue:30333|issue:36331", + "issue:43116|issue:44190", + "issue:45405|issue:45712", + "issue:22355|issue:28282", + "issue:44222|issue:44297", + "issue:44075|issue:46231", + "issue:44060|issue:45125" + ], + "prepared_review_unit_hash": "047437477f05b8a4088e4e11f6362570c61f8bcb1088b353e6efe4ed5c11b9b9", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1849, + "serialized_chars": 959374, + "estimated_input_tokens": 239844, + "estimated_eval_tokens": 479944 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35432, + "estimated_input_tokens": 8858, + "estimated_eval_tokens": 17972 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose collection of unrelated Transformers issues. Several share broad themes like v5 regressions, tokenizers, or multimodal models, but none of the soft pairs look like the same underlying bug/change.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 45812 is the strongest standalone issue in the set: it reports a concrete, high-impact silent regression with clear scope (all Granite models) and a specific behavior change from v4 to v5.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45812 is the most actionable and broadly relevant report in the cluster, with a clear regression claim and model family impact.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Different failures: processor save/load file handling vs Qwen3.5 MoE from_pretrained regression." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Different code paths: Gemma4 attention mask construction vs pipeline final-batch result dropping." + }, + { + "left": "issue:42673", + "right": "issue:46693", + "accept": false, + "reason": "Both are performance-related, but one is a VRAM leak in dataloader threads and the other is a long-context FA2 slowdown/regression." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Both mention v5 tokenizer changes, but one is clean-up spacing behavior and the other is wrong token IDs for Granite models." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Unrelated multimodal config-init bug vs Whisper timestamp decode crash." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Different tokenizer regressions affecting different APIs/models; not the same underlying bug." + }, + { + "left": "issue:44625", + "right": "issue:46877", + "accept": false, + "reason": "Different subsystems: Qwen3.5 num_labels propagation vs auto_docstring import-time stdout logging." + }, + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "Both are docs-related, but one is a notebook syntax error and the other is a parameter-name documentation mismatch." + }, + { + "left": "issue:39692", + "right": "issue:46909", + "accept": false, + "reason": "Different broken documentation examples for different models and failure modes." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but they concern different tokenizers and distinct incorrect outputs." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Unrelated: multimodal config defaults vs ModelOutput key assignment semantics." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Different import errors for different packages/models; no shared underlying fix is evident." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "Different failures: serve/KV-cache indexing crash vs auto_docstring crash with future annotations." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Different multimodal model issues: missing image-patch method vs remote-code meta-init incompatibility." + }, + { + "left": "issue:27957", + "right": "issue:30333", + "accept": false, + "reason": "Completely different areas: Flash Attention on XLMRoberta vs MLFlow status reporting." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "Different bugs: MLFlow reporting vs model loading regression for Llama 3.2 Vision." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "Different model families and failures: VitPose imports broken vs Gemma4 multimodal token type defaults." + }, + { + "left": "issue:42898", + "right": "issue:43295", + "accept": false, + "reason": "Related to v5 processor/tokenizer behavior, but one is clean_up_tokenization_spaces and the other is processor.tokenizer access/image-to-tokenizer regression." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and specific codec/warning behavior." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Unrelated: position_ids buffer reading vs duplicated optimizer steps under DeepSpeed." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "Different training issues: MLFlow finalization vs custom trainer loss-signature breakage." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Both use example scripts, but one is multi-label classification output handling and the other is local dataset loading." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "Different maintenance issues: dependency version bump vs leftover dummy PT classes." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Both are import-time dependency issues, but one is missing transformers.onnx and the other is missing PyTorch." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "Different save_pretrained bugs: FP8 MoE serialization vs tokenizer_class metadata mismatch." + }, + { + "left": "issue:44075", + "right": "issue:46231", + "accept": false, + "reason": "Optimizer behavior bug vs documentation typo; no shared underlying change." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Different Qwen model issues with unrelated tensor-parallel/warning behavior." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 48, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:30990", + "issue:38175", + "issue:41628", + "issue:42757", + "issue:42796", + "issue:42831", + "issue:42907", + "issue:43122", + "issue:43232", + "issue:43475", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:44190", + "issue:44222", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44448", + "issue:44484", + "issue:44485", + "issue:44623", + "issue:44933", + "issue:44977", + "issue:45071", + "issue:45092", + "issue:45245", + "issue:45310", + "issue:45357", + "issue:45656", + "issue:45712", + "issue:45834", + "issue:46050", + "issue:46082", + "issue:46132", + "issue:46209", + "issue:46305", + "issue:46369", + "issue:46424", + "issue:46431", + "issue:46614", + "issue:46655", + "issue:46710", + "issue:46762", + "issue:46909", + "issue:46932" + ], + "soft_pairs": [ + "issue:44448|issue:46132", + "issue:44933|issue:45712", + "issue:44360|issue:46762", + "issue:42796|issue:43723", + "issue:42831|issue:44623", + "issue:44297|issue:45656", + "issue:45245|issue:46132", + "issue:44222|issue:44623", + "issue:43479|issue:43644", + "issue:46132|issue:46710", + "issue:44373|issue:44485", + "issue:41628|issue:42757", + "issue:44297|issue:45310", + "issue:45071|issue:46082", + "issue:43723|issue:44977", + "issue:46614|issue:46932", + "issue:44222|issue:44484", + "issue:43122|issue:46209", + "issue:44190|issue:46082", + "issue:44263|issue:45092", + "issue:43232|issue:46424", + "issue:43232|issue:45834", + "issue:43475|issue:46305", + "issue:30990|issue:38175", + "issue:46209|issue:46431", + "issue:44295|issue:44623", + "issue:46305|issue:46655", + "issue:44263|issue:44373", + "issue:44263|issue:44360", + "issue:45092|issue:45357", + "issue:42907|issue:46050", + "issue:46369|issue:46909", + "issue:42831|issue:45310" + ], + "prepared_review_unit_hash": "0bc7197008c5c0566d63690955dc0da252b1fdb5c463373d8024f11dffb9db0e", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1849, + "serialized_chars": 959374, + "estimated_input_tokens": 239844, + "estimated_eval_tokens": 479944 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37167, + "estimated_input_tokens": 9292, + "estimated_eval_tokens": 18840 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are largely a grab bag of unrelated Transformers issues; the soft-similarity pairs mostly share broad keywords or subsystems, but not the same concrete bug. I would not merge any of the proposed soft edges.", + "confidence": 0.9, + "canonical_issue_reason": "issue:44263 is the most central issue in the soft graph (it appears in three candidate pairs) and is a concrete, reproducible code-path bug, so it is the best single representative if one must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44263 is the strongest standalone issue here: specific behavior, clear component scope (GlmMoeDsaIndexer), and it has the highest apparent linkage among the soft candidates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Different bugs: Pegasus model output drift vs attention registration behavior change." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Import surface issue vs leftover dummy class cleanup; no shared failure mode." + }, + { + "left": "issue:44360", + "right": "issue:46762", + "accept": false, + "reason": "Both involve attention/DSA themes, but the concrete problems are different and not the same bug." + }, + { + "left": "issue:42796", + "right": "issue:43723", + "accept": false, + "reason": "Tokenizer BPE-marker handling vs generic AutoTokenizer loading failure." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FP8 accuracy issue and processor.save_pretrained missing files are unrelated." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer config mismatch vs deepspeed double optimizer-step behavior." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Category-limit runtime error is unrelated to AttentionInterface.register behavior." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "Different save_pretrained failures affecting different components and code paths." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Config initialization bug vs non-persistent buffer initialization regression." + }, + { + "left": "issue:46132", + "right": "issue:46710", + "accept": false, + "reason": "Attention registration semantics vs model accuracy regression after upgrade." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "Docstring issue vs RoPE implementation bug." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Missing AutoImageProcessor import and missing is_offline_mode import are separate API breakages." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch vs Qwen3.5 from_pretrained error." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "PretrainedConfig type checking regression is not the same as LlamaConfig head_dim validation." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer loading failure vs flash-attention generation issue." + }, + { + "left": "issue:46614", + "right": "issue:46932", + "accept": false, + "reason": "Stale phonemizer backend state vs quantized vision/audio dtype casting." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 save_pretrained bug and max_shard_size question are unrelated." + }, + { + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "Tokenization change across versions vs FP8 inference failure on B200." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Dataset-loading script issue vs LlamaConfig validation behavior." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "GlmMoeDsaIndexer split logic vs remote-code checkpoint/meta-init incompatibility." + }, + { + "left": "issue:43232", + "right": "issue:46424", + "accept": false, + "reason": "Generation kwargs update bug vs cache length configuration bug." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Different generation-time bug than the Kosmos2.5 OCR overflow issue." + }, + { + "left": "issue:43475", + "right": "issue:46305", + "accept": false, + "reason": "Missing vision encoder field vs streaming mask off-by-one." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Loading hang for Sentence Transformers vs zero-probability outputs in SigLIP2." + }, + { + "left": "issue:46209", + "right": "issue:46431", + "accept": false, + "reason": "FP8 B200 inference failure vs missing chat template on a processor." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Buffer registration/access bug vs missing files on processor save_pretrained." + }, + { + "left": "issue:46305", + "right": "issue:46655", + "accept": false, + "reason": "Streaming window off-by-one vs video processor padding calculation." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "Actual DSA/indexer bug vs docstring-only issue." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Same broad GlmMoeDsaIndexer area, but the reported bugs differ enough that they are not clearly duplicates." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Meta-init incompatibility for old checkpoints vs save_pretrained saving wrong visual encoder keys." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Different quantization/save-load failures in different model families." + }, + { + "left": "issue:46369", + "right": "issue:46909", + "accept": false, + "reason": "Memory overflow in sam3-litetext vs broken DIA docs example." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FP8 accuracy problem vs Qwen3.5 MoE from_pretrained error." + } + ] + }, + "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": 24, + "review_unit_index": 49, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:22355", + "issue:27957", + "issue:28218", + "issue:30990", + "issue:33357", + "issue:39401", + "issue:41628", + "issue:42757", + "issue:42796", + "issue:42831", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43066", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43540", + "issue:43644", + "issue:43646", + "issue:43824", + "issue:43976", + "issue:44038", + "issue:44188", + "issue:44261", + "issue:44279", + "issue:44295", + "issue:44297", + "issue:44373", + "issue:44483", + "issue:44488", + "issue:44568", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:45092", + "issue:45278", + "issue:45381", + "issue:45406", + "issue:45593", + "issue:45753", + "issue:46002", + "issue:46305", + "issue:46328", + "issue:46369", + "issue:46402", + "issue:46909" + ], + "soft_pairs": [ + "issue:44279|issue:46328", + "issue:45381|issue:46305", + "issue:44483|issue:45406", + "issue:22355|issue:27957", + "issue:44261|issue:45092", + "issue:44829|issue:46002", + "issue:43644|issue:46305", + "issue:42831|issue:44038", + "issue:41628|issue:43824", + "issue:43408|issue:46402", + "issue:42831|issue:45753", + "issue:22355|issue:28218", + "issue:39401|issue:44568", + "issue:44188|issue:44373", + "issue:42886|issue:42994", + "issue:27957|issue:30990", + "issue:42886|issue:43066", + "issue:42757|issue:45278", + "issue:43408|issue:46369", + "issue:43232|issue:45593", + "issue:42796|issue:43122", + "issue:43646|issue:46002", + "issue:45381|issue:46909", + "issue:43540|issue:46909", + "issue:30990|issue:33357", + "issue:42907|issue:44945", + "issue:42907|issue:44964", + "issue:43976|issue:44945", + "issue:39401|issue:44488", + "issue:44295|issue:44297" + ], + "prepared_review_unit_hash": "b4fa1d0a675c422cfaf75925c031ead07dfeee799be103300f4e1343f984d963", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1849, + "serialized_chars": 959374, + "estimated_input_tokens": 239844, + "estimated_eval_tokens": 479944 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 35621, + "estimated_input_tokens": 8906, + "estimated_eval_tokens": 18068 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft pair appears to be a true duplicate; the high-similarity matches are mostly across different subsystems or different symptom classes, so all are rejected.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue stands out for the full set; these reports span unrelated import, tokenizer, model-loading, and runtime bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue for deduping the whole set. If forced to pick a representative, the most concrete/high-signal reports are the narrowly scoped bug descriptions, but they are not interchangeable with the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44279", + "right": "issue:46328", + "accept": false, + "reason": "Different problems: a vague dependency/import issue vs a tokenizer padding performance regression." + }, + { + "left": "issue:45381", + "right": "issue:46305", + "accept": false, + "reason": "Both involve vision/video-style models, but one is wrong vision position ids and the other is a streaming window off-by-one bug." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Different failure modes: chat/completions request rejection vs a Gemma4Processor attribute error during serving." + }, + { + "left": "issue:22355", + "right": "issue:27957", + "accept": false, + "reason": "Unrelated topics: missing transformers.onnx module vs XLM-RoBERTa Flash Attention 2 support." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "Both mention initialization/precision issues, but one is MLA q_a_layernorm eps handling and the other is remote-code meta initialization incompatibility." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Different code paths: flash_attention_3 training degeneration vs NaNs in classification heads after checkout/init." + }, + { + "left": "issue:43644", + "right": "issue:46305", + "accept": false, + "reason": "One is non-persistent buffer junk on v5.0.0, the other is an off-by-one in a sliding window mask; not the same bug." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "Both are accuracy-related, but they concern different models and likely different FP8/vision behaviors." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different symbols/models and likely different missing-export causes." + }, + { + "left": "issue:43408", + "right": "issue:46402", + "accept": false, + "reason": "Different objects and symptoms: sam3_video vs sam3_litetext weight loading." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "Different symptoms and model types: FP8 accuracy issue vs infinite loop on a specific image." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "No overlap beyond tokenizer/library context; one is an ONNX import failure and the other is added-token spacing behavior." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer bugs, but one is wrong offset mappings and the other is missing BOS/EOS insertion." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Runtime divergence under torch.compile vs a docstring issue for position_ids; clearly not the same bug." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Offline cache loading failure vs quantized model save failure; different APIs and failure points." + }, + { + "left": "issue:27957", + "right": "issue:30990", + "accept": false, + "reason": "Different subsystems: Flash Attention 2 support for a model vs Sentence Transformers loading hang." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline tokenizer cache loading vs wrong tokenizer decoder type in v5; related area but distinct defects." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "The latter is a broad bundle of import errors after upgrade, not the same concrete missing is_offline_mode symbol." + }, + { + "left": "issue:43408", + "right": "issue:46369", + "accept": false, + "reason": "Different sam3 issues: model-type warning vs memory overflow when calling the model." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation kwargs update after sync_gpus is unrelated to D-FINE auxiliary losses." + }, + { + "left": "issue:42796", + "right": "issue:43122", + "accept": false, + "reason": "Tokenizer BPE marker handling vs version-to-version tokenization drift; similar domain, different concrete bug." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Custom model initialization breakage vs NaNs in classification heads; not the same underlying defect." + }, + { + "left": "issue:45381", + "right": "issue:46909", + "accept": false, + "reason": "Video input position-id bug vs a broken DIA documentation example; unrelated." + }, + { + "left": "issue:43540", + "right": "issue:46909", + "accept": false, + "reason": "Qwen3OmniMoe video ValueError vs documentation example issue; unrelated." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Both are loading/runtime issues, but one is a hang and the other is a macOS bus error on a specific CLIP model." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Quantized model saving/dequantization vs incorrect outputs under pipeline parallelism; different bug classes." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Saving dequantized Ministral/Devstral models is unrelated to loading Phi-4 multimodal." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python version compatibility regression vs pipeline parallelism output corruption." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Offset mapping tokenizer bug vs model loading failure for cjvt/sleng-bert." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Reading position_ids after buffer registration vs tokenizer_class metadata mismatch in save_pretrained." + } + ] + }, + "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": 24, + "review_unit_index": 50, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:29159", + "issue:36296", + "issue:39401", + "issue:41628", + "issue:42175", + "issue:42371", + "issue:42757", + "issue:42907", + "issue:43116", + "issue:43122", + "issue:43278", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43576", + "issue:43756", + "issue:43784", + "issue:43824", + "issue:43937", + "issue:44038", + "issue:44060", + "issue:44117", + "issue:44222", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44360", + "issue:44485", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44829", + "issue:44938", + "issue:44945", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45290", + "issue:45478", + "issue:45600", + "issue:46172", + "issue:46326", + "issue:46614", + "issue:46762" + ], + "soft_pairs": [ + "issue:42371|issue:44263", + "issue:43756|issue:44060", + "issue:43576|issue:43784", + "issue:46172|issue:46762", + "issue:42907|issue:43937", + "issue:41628|issue:45278", + "issue:43784|issue:45600", + "issue:39401|issue:44521", + "issue:44117|issue:44704", + "issue:44625|issue:44829", + "issue:44360|issue:44485", + "issue:43408|issue:43475", + "issue:43122|issue:44521", + "issue:44704|issue:45290", + "issue:43122|issue:46326", + "issue:42907|issue:43452", + "issue:44038|issue:44297", + "issue:22355|issue:29159", + "issue:44038|issue:44295", + "issue:45216|issue:45478", + "issue:39401|issue:46614", + "issue:44038|issue:44222", + "issue:43116|issue:45200", + "issue:43824|issue:44351", + "issue:43122|issue:44779", + "issue:36296|issue:43116", + "issue:43278|issue:44945", + "issue:42757|issue:44351", + "issue:22355|issue:29127", + "issue:42175|issue:44938" + ], + "prepared_review_unit_hash": "850dc6583acbd665a19b07e9820a1d7b0becbd49637c728a597666d88dc1b6b7", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1849, + "serialized_chars": 959374, + "estimated_input_tokens": 239844, + "estimated_eval_tokens": 479944 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36380, + "estimated_input_tokens": 9095, + "estimated_eval_tokens": 18446 + }, + "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 Transformers issues across tokenizers, imports, model configs, save/load, and parallelism. None of the soft-edge pairs look like the same concrete bug or change.", + "confidence": 0.91, + "canonical_issue_reason": "No single canonical issue fits well because the cluster is heterogeneous; the reports do not converge on one underlying defect.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the closest umbrella item because it broadly covers the import-regression theme, but it still does not subsume the rest of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "Different subsystems and failures: TF backend packaging vs a GlmMoe tensor split bug." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Both involve model internals, but one is RoPE layer composition and the other is a tied-weights warning in Qwen3-Next." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "A broken CLI command and a sentence-transformers import NameError are unrelated code paths." + }, + { + "left": "issue:46172", + "right": "issue:46762", + "accept": false, + "reason": "Different model families and different numerical issues; no shared concrete fix." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Saving dequantized Ministral/Devstral models is unrelated to a GLM-5 GenerationConfig validation error." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "Both are import-related, but they reference different missing symbols and a broad upgrade symptom rather than one bug." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Sentence-transformers import failure and removed Sam3LiteText config references are different problems." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer offset mapping bug vs multimodal assistant mask generation are distinct paths." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "Tokenizer mapping fallback logic and AutoProcessor cached_file kwargs are separate API bugs." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "A config propagation bug and a flash_attention_3 training regression are unrelated." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "DSA indexer math vs GLM-5 RoPE implementation are not the same defect." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "A model-type mismatch warning and a missing encoder output attribute are different SAM3 issues." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer version drift and multimodal chat-template masks are different behaviors." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "AutoProcessor argument forwarding and assistant tool-call chat templating are unrelated." + }, + { + "left": "issue:43122", + "right": "issue:46326", + "accept": false, + "reason": "Both involve tokenizers, but one is general tokenization drift and the other is mistral_common continue_final_message handling." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Model save/load failure and gguf_file loading breakage are different code paths." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe bug and tokenizer.save_pretrained class mismatch are unrelated." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "ONNX import failure and slow/fast tokenizer inconsistency are not the same bug." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Different failures: Qwen3-VL-Moe behavior vs reading a registered position_ids buffer." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Same model family and version area, but save_pretrained corruption and from_pretrained loading failure are different concrete bugs." + }, + { + "left": "issue:39401", + "right": "issue:46614", + "accept": false, + "reason": "Qwen3 offset mapping and Wav2Vec2 phonemizer language state are unrelated tokenizer bugs." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Different MoE-related issues: one is Qwen3-VL-Moe, the other FP8 save_pretrained behavior." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Example-script multi-label classification output and Gemma 4 mm_token_type_ids defaults are different problems." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different missing exports and no shared fix is evident." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Tokenizer regression in general vs Deepseek-specific tokenizer incorrect results are separate issues." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor parallel training bug and classification example behavior are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "Dtype drift between train/eval and incorrect LLM output under pipeline parallelism are different runtime issues." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports from different packages; same broad symptom only." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "ONNX module import failure and LayoutLMv3 error-message clarity are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "TF backend packaging and Python 3.14 load failure are distinct environment 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": 24, + "review_unit_index": 51, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:38617", + "issue:42371", + "issue:42673", + "issue:42898", + "issue:43066", + "issue:43116", + "issue:43493", + "issue:43611", + "issue:43618", + "issue:43825", + "issue:43874", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44075", + "issue:44188", + "issue:44263", + "issue:44355", + "issue:44485", + "issue:44610", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44936", + "issue:44995", + "issue:45072", + "issue:45083", + "issue:45092", + "issue:45278", + "issue:45357", + "issue:45446", + "issue:45478", + "issue:45753", + "issue:46002", + "issue:46231", + "issue:46328", + "issue:46614", + "issue:46697", + "issue:46710", + "issue:46726", + "issue:46752", + "issue:46762", + "issue:46829", + "issue:46877", + "issue:46909", + "issue:46981" + ], + "soft_pairs": [ + "issue:43493|issue:45753", + "issue:44188|issue:46328", + "issue:46231|issue:46877", + "issue:43937|issue:44485", + "issue:42898|issue:46614", + "issue:38617|issue:45278", + "issue:43066|issue:44779", + "issue:43611|issue:46002", + "issue:43976|issue:45446", + "issue:44038|issue:45478", + "issue:42673|issue:45072", + "issue:43116|issue:43493", + "issue:45357|issue:45478", + "issue:44355|issue:46231", + "issue:44625|issue:46002", + "issue:42371|issue:43874", + "issue:45083|issue:45446", + "issue:44610|issue:46909", + "issue:46726|issue:46981", + "issue:44075|issue:44936", + "issue:43618|issue:46829", + "issue:43116|issue:43825", + "issue:43066|issue:46710", + "issue:43992|issue:44704", + "issue:46614|issue:46752", + "issue:44995|issue:46697", + "issue:45092|issue:46762", + "issue:44263|issue:46762" + ], + "prepared_review_unit_hash": "175960760e28293e1548ff4267489289be4ea254cfd53dfe71cb69068be5d834", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1849, + "serialized_chars": 959374, + "estimated_input_tokens": 239844, + "estimated_eval_tokens": 479944 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35316, + "estimated_input_tokens": 8829, + "estimated_eval_tokens": 17914 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft edges look like title-similarity false positives across unrelated model bugs, API regressions, docs, and runtime issues; none clearly share the same concrete underlying fix.", + "confidence": 0.81, + "canonical_issue_reason": "If one issue must anchor the set, issue:45278 is the broadest umbrella-style report ('many import errors after update to 5.5.0'); however, the candidate pairs are heterogeneous enough that there is no strong true duplicate canonical.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the most general user-facing regression report among the set, so it is the least-bad representative even though the cluster is not a cohesive duplicate group.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "Both mention Qwen/vision-related regressions, but one is a SigLIP2 implementation mismatch and the other is an infinite-loop behavior for a specific image; different bugs." + }, + { + "left": "issue:44188", + "right": "issue:46328", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile and a numpy/list padding performance issue are unrelated code paths and fixes." + }, + { + "left": "issue:46231", + "right": "issue:46877", + "accept": false, + "reason": "A documentation parameter-name mismatch and import-time doc-lint stdout noise are different documentation/tooling issues." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "One is a GenerationConfig validation failure for GLM-5, the other a RoPE implementation discussion; not the same concrete bug." + }, + { + "left": "issue:42898", + "right": "issue:46614", + "accept": false, + "reason": "Tokenizer cleanup semantics and stale phonemizer backend state are different tokenizer/audio-processing bugs." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "Both are import failures, but one is a missing symbol import and the other is a broad upgrade regression with many import errors; too coarse to treat as the same bug." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Wrong decoder type in v5 and DeepSeek tokenization regressions are both tokenizer-related but not the same underlying defect." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "A base_model_prefix loading regression and NaNs in classification heads are unrelated failure modes." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python version compatibility breakage and a PyTorch-version guard bug in flex_attention are different platform checks." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen MoE models, but they target different versions/models and different failure modes (general bug vs from_pretrained error)." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leakage in Qwen3ForCausalLM multi-threaded loading and bfloat16 dtype mismatches in other models are unrelated issues." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Multi-label classification example output and SigLIP2 model discrepancy are entirely different bugs." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "Both are Qwen3.5 serialization/loading regressions, but one is save_pretrained key corruption and the other is a from_pretrained error; not the same concrete fix." + }, + { + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "Compiled Python-file errors and a documentation typo are unrelated." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "num_labels propagation in Qwen3.5 and NaNs in classification heads are different bugs in different layers of the stack." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 API guidance and a missing image-processor method are unrelated." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "Feature-extraction length calculation in qwen3_omni_moe and an import version check in flex_attention are different subsystems." + }, + { + "left": "issue:44610", + "right": "issue:46909", + "accept": false, + "reason": "A processor/model input-size mismatch and a broken documentation example are not the same underlying issue." + }, + { + "left": "issue:46726", + "right": "issue:46981", + "accept": false, + "reason": "Missing vision-backend handling in AutoProcessor and repeated 429 retries over HF_ENDPOINT config files are different request-handling bugs." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Unused SGD args in the optimizer and a trainer train/evaluate lifecycle failure are unrelated." + }, + { + "left": "issue:43618", + "right": "issue:46829", + "accept": false, + "reason": "Both are output-structure bugs, but they affect different model classes and fields; not one shared concrete code path." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Classification example output and an inaccurate pipeline error message are separate issues." + }, + { + "left": "issue:43066", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer decoder-type regression and a DeepSeek accuracy regression are too broad to merge as the same bug." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Missing embed_tokens.weight on UMT5Encoder and AutoProcessor kwargs not reaching cached_file are different loading-path bugs." + }, + { + "left": "issue:46614", + "right": "issue:46752", + "accept": false, + "reason": "Stale phonemizer language state and apply_chat_template crashing on an empty list are unrelated edge cases." + }, + { + "left": "issue:44995", + "right": "issue:46697", + "accept": false, + "reason": "A stale indexer cache on second forward pass and over-padding in Swin2SR image processing are different bug classes." + }, + { + "left": "issue:45092", + "right": "issue:46762", + "accept": false, + "reason": "Meta-initialization incompatibility for old InternVL2 checkpoints and numerical attention differences in Minimax are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:46762", + "accept": false, + "reason": "A torch.split return-value issue in GlmMoeDsaIndexer and Minimax attention numerical drift are different concrete 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": 24, + "review_unit_index": 52, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:28348", + "issue:33453", + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42222", + "issue:42617", + "issue:42673", + "issue:42796", + "issue:43064", + "issue:43122", + "issue:43408", + "issue:43441", + "issue:43450", + "issue:43673", + "issue:43742", + "issue:43824", + "issue:43827", + "issue:43937", + "issue:43986", + "issue:44117", + "issue:44291", + "issue:44380", + "issue:44410", + "issue:44466", + "issue:44779", + "issue:44829", + "issue:44977", + "issue:45071", + "issue:45081", + "issue:45216", + "issue:45310", + "issue:45341", + "issue:45405", + "issue:45446", + "issue:45561", + "issue:45563", + "issue:45588", + "issue:45632", + "issue:46002", + "issue:46077", + "issue:46298", + "issue:46328", + "issue:46512", + "issue:46640", + "issue:46655", + "issue:46752", + "issue:46981" + ], + "soft_pairs": [ + "issue:28348|issue:46640", + "issue:43827|issue:45446", + "issue:33453|issue:39401", + "issue:42673|issue:42796", + "issue:42222|issue:43441", + "issue:43064|issue:43673", + "issue:43937|issue:45563", + "issue:43824|issue:46981", + "issue:43673|issue:46328", + "issue:42673|issue:46655", + "issue:42222|issue:46752", + "issue:44291|issue:45071", + "issue:45405|issue:45446", + "issue:44117|issue:45588", + "issue:44466|issue:46002", + "issue:44380|issue:46077", + "issue:39401|issue:44779", + "issue:43937|issue:44977", + "issue:44410|issue:45310", + "issue:45632|issue:46981", + "issue:45341|issue:45561", + "issue:45071|issue:46512", + "issue:45341|issue:46328", + "issue:43450|issue:43986", + "issue:44829|issue:45216", + "issue:44117|issue:45081", + "issue:42617|issue:45341", + "issue:43122|issue:46298", + "issue:43408|issue:43742", + "issue:38617|issue:41628" + ], + "prepared_review_unit_hash": "940ea2bb2679cb2d3bad7d7e8e08c87cd16acb03568b04492f5b7ef40fb8be25", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1849, + "serialized_chars": 959374, + "estimated_input_tokens": 239844, + "estimated_eval_tokens": 479944 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36606, + "estimated_input_tokens": 9152, + "estimated_eval_tokens": 18560 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is not a true duplicate cluster: the items mostly fall into separate Transformers problem areas (tokenizers, FlashAttention, imports, generation, training, video processors, testing utils) with only superficial title overlap. None of the soft edges look safe to merge.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 43122 is the broadest tokenizer-regression report here and the best single anchor if one must choose, but it is still not a duplicate of the other model-specific tokenizer bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43122 is the most general and reusable triage anchor for the tokenizer-regression subset; it is the closest thing to a cluster representative without forcing unrelated issues together.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:28348", + "right": "issue:46640", + "accept": false, + "reason": "Both mention FlashAttention 2, but one is a GPT-2 support request and the other is a generic bug report; different underlying changes." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs referencing removed pipeline APIs and a PyTorch version check bug in flex_attention are unrelated code paths." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Both are tokenizer regressions, but loading regression vs Qwen3 offset_mapping bug are different defects." + }, + { + "left": "issue:42673", + "right": "issue:42796", + "accept": false, + "reason": "VRAM leak in dataloader threads and incorrect BPE marker handling are unrelated." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "Vitpose model breakage and Ministral FlashAttention failure do not share the same underlying bug." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Optimizer-state corruption under FSDP2/PEFT is separate from missing generation cache in chunked prefill." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "Invalid GenerationConfig and a stale warning for num_return_sequences are different generation issues." + }, + { + "left": "issue:43824", + "right": "issue:46981", + "accept": false, + "reason": "ImportError for a missing model symbol and repeated 429 retries in AutoProcessor are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:46328", + "accept": false, + "reason": "A generation cache bug and a padding performance inefficiency are not the same defect." + }, + { + "left": "issue:42673", + "right": "issue:46655", + "accept": false, + "reason": "VRAM leak in threading and a video-processor padding miscalculation are different problems." + }, + { + "left": "issue:42222", + "right": "issue:46752", + "accept": false, + "reason": "Broken vitpose models and an empty-list chat-template IndexError are unrelated." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument handling and PretrainedConfig type checking are separate API regressions." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "A PEFT minimum-version bump and a PyTorch version guard bug do not share the same fix." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES returning None and flash_attention crashing on s_aux=None are different failure sites." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "lm_head serialization inconsistency and NaNs after checkout/init are not the same underlying issue." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "Both involve attention behavior, but GPT-2 backend scaling and Gemma4 bidirectional masking are distinct code paths." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Different tokenizer correctness bugs for different models; no evidence they are the same defect." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "GLM generation-config validation and Qwen3.5 FlashAttention generation failure are separate issues." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Missing qkv/gate projections in qwen3next is not the same as a Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:45632", + "right": "issue:46981", + "accept": false, + "reason": "Local cache-path collision and repeated HTTP 429 retries are unrelated behavior." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "Both touch testing utilities, but a generic bug in testing_utils.py is not enough to equate it with the captured_info.txt xdist race." + }, + { + "left": "issue:45071", + "right": "issue:46512", + "accept": false, + "reason": "Type-checking breakage in v5.4.0 and stale config dtype after from_config are different regressions." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Batched video-shape bug and missing-torchvision AutoProcessor crash are separate video-processing problems." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "Degenerate training under flash_attention_3 and incorrect checkpoint saving for Qwen3.5 are not the same bug." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "A tokenizer-mapping None assumption and a Mistral regex patch AttributeError are different loading paths." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "A 3d_parallel.py runtime failure and a testing_utils.py bug are unrelated." + }, + { + "left": "issue:43122", + "right": "issue:46298", + "accept": false, + "reason": "Tokenizer behavior regression and noisy logging are not duplicates." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "sam3 model-type warning and MobileLLM key error are different loading failures." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they involve different symbols and different subsystems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 53, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:27957", + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42222", + "issue:42371", + "issue:43066", + "issue:43097", + "issue:43122", + "issue:43208", + "issue:43352", + "issue:43673", + "issue:43874", + "issue:43931", + "issue:43937", + "issue:44038", + "issue:44075", + "issue:44077", + "issue:44220", + "issue:44261", + "issue:44263", + "issue:44360", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44496", + "issue:44877", + "issue:44933", + "issue:45071", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45362", + "issue:45464", + "issue:45478", + "issue:45542", + "issue:45656", + "issue:46172", + "issue:46178", + "issue:46209", + "issue:46231", + "issue:46328", + "issue:46617", + "issue:46762", + "issue:46894", + "issue:46981" + ], + "soft_pairs": [ + "issue:45362|issue:46328", + "issue:42222|issue:46178", + "issue:44877|issue:46231", + "issue:42371|issue:44261", + "issue:44484|issue:45310", + "issue:39401|issue:46209", + "issue:43937|issue:44496", + "issue:44261|issue:46762", + "issue:42371|issue:46617", + "issue:44410|issue:45478", + "issue:44933|issue:45278", + "issue:38617|issue:44220", + "issue:44075|issue:45656", + "issue:43208|issue:46894", + "issue:43066|issue:43122", + "issue:44263|issue:44485", + "issue:43097|issue:44493", + "issue:44483|issue:45464", + "issue:43673|issue:45341", + "issue:44077|issue:46981", + "issue:42222|issue:45542", + "issue:43931|issue:44410", + "issue:41628|issue:45071", + "issue:45071|issue:45542", + "issue:43874|issue:44261", + "issue:44263|issue:46172", + "issue:44484|issue:45478", + "issue:44360|issue:46172", + "issue:27957|issue:43352", + "issue:43931|issue:44038" + ], + "prepared_review_unit_hash": "09d5b9f0954ff4d2b6a2b78bbe821a3ec63bbf6d0e3e7dabf28c1df8bbd1c23a", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1849, + "serialized_chars": 959374, + "estimated_input_tokens": 239844, + "estimated_eval_tokens": 479944 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36040, + "estimated_input_tokens": 9010, + "estimated_eval_tokens": 18276 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated issues that only share broad Transformer-regression or model-family themes. I found no soft pair that looks safely like the same underlying bug/change, so I would not deduplicate any of them based on the provided evidence.", + "confidence": 0.67, + "canonical_issue_reason": "issue:45464 is the strongest canonical issue candidate: it is specific, user-facing, and tied to a concrete failure mode (Qwen3.5-0.8B chat/completions streaming inference), making it a better anchor than broader or more ambiguous reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45464 is the best overall issue to keep as a representative report because it describes a precise, reproducible code-path problem with clear model and API context.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45362", + "right": "issue:46328", + "accept": false, + "reason": "Different subsystems and failures: chat/completions behavior for Qwen3.5 vs feature-extractor padding performance." + }, + { + "left": "issue:42222", + "right": "issue:46178", + "accept": false, + "reason": "VitPose model loading breakage is unrelated to the tensorflow_text backend error." + }, + { + "left": "issue:44877", + "right": "issue:46231", + "accept": false, + "reason": "One is a config-loading regression; the other is a documentation mismatch in set_training()." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 API/settings guidance is unrelated to the MLA layernorm epsilon precision issue." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "save_pretrained shard-size behavior is unrelated to Qwen3.5-MoE from_pretrained loading errors." + }, + { + "left": "issue:39401", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer offset mapping and FP8/B200 inference are different bugs with no shared code-path evidence." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "Invalid GenerationConfig and unrecognized model/config.json errors are distinct loading/validation problems." + }, + { + "left": "issue:44261", + "right": "issue:46762", + "accept": false, + "reason": "Both mention numerical behavior, but they involve different models and different attention implementations." + }, + { + "left": "issue:42371", + "right": "issue:46617", + "accept": false, + "reason": "TF32 settings are unrelated to trust_remote_code cache FileNotFoundError behavior." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Missing Qwen3next projections is not the same as Qwen3.5-MoE from_pretrained failure." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "Shared import-error theme is too broad; these do not appear to be the same import regression." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "An import error in configuration_utils is unrelated to the fbank feature extraction bug." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "SGD argument handling and double optimizer stepping under deepspeed are different optimizer bugs." + }, + { + "left": "issue:43208", + "right": "issue:46894", + "accept": false, + "reason": "xLSTM training blockers and CohereASR double-shift loss bug are not the same underlying defect." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Tokenizer decoder type mismatch and tokenization differences across versions are related at a high level but not the same concrete bug." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "A torch.split return-value issue in one indexer is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Removal of tie_embeddings_and_encoder_decoder and unexpected position-id keys are different regression reports." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Both mention Qwen3.5 chat/completions, but the symptoms are different enough that they do not clearly describe the same bug." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Chunked_prefill cache handling is unrelated to the testing_utils bug." + }, + { + "left": "issue:44077", + "right": "issue:46981", + "accept": false, + "reason": "patchtsmixer post_init validation has nothing to do with AutoProcessor retry behavior on HTTP 429." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "VitPose model breakage is unrelated to the tensorboard-without-TensorFlow backend error." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and qwen3next missing projections are separate model-loading problems." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "AutoImageProcessor import failure and PreTrainedModel type-checking regression are different compatibility issues." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "Type-checking regression is unrelated to backend detection with tensorboard/tensorflow." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Missing image-patch counting method and MLA layernorm epsilon precision are different multimodal/model issues." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "The DSA indexer torch.split issue is unrelated to deepseek-v4 tensor transpose behavior." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "Max shard size behavior is unrelated to Qwen3.5-MoE loading failure." + }, + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "Missing ReLU in the DSA indexer and deepseek-v4 tensor layout issues are not the same bug." + }, + { + "left": "issue:27957", + "right": "issue:43352", + "accept": false, + "reason": "Both concern Flash Attention 2 support, but for different models and likely different integration paths." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Qwen3-VL weight loading mismatch and GLM-5 config validation are distinct model-specific errors." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 54, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:38617", + "issue:42757", + "issue:42890", + "issue:43012", + "issue:43064", + "issue:43097", + "issue:43208", + "issue:43441", + "issue:43452", + "issue:43531", + "issue:43577", + "issue:43673", + "issue:43873", + "issue:43874", + "issue:43986", + "issue:44038", + "issue:44062", + "issue:44117", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44315", + "issue:44351", + "issue:44410", + "issue:44484", + "issue:44485", + "issue:44829", + "issue:44987", + "issue:45003", + "issue:45341", + "issue:45372", + "issue:45375", + "issue:45440", + "issue:45588", + "issue:45753", + "issue:46050", + "issue:46123", + "issue:46172", + "issue:46298", + "issue:46369", + "issue:46655", + "issue:46664", + "issue:46701", + "issue:46710", + "issue:46752", + "issue:46821", + "issue:46897", + "issue:46981" + ], + "soft_pairs": [ + "issue:43441|issue:44829", + "issue:43012|issue:43577", + "issue:43097|issue:43452", + "issue:45003|issue:45341", + "issue:44246|issue:46981", + "issue:43986|issue:45341", + "issue:44261|issue:44485", + 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Most soft pairs are only surface-level similar (imports, dtype, tokenizer, model family, or generic trainer/generation issues) and do not look like the same underlying bug. No soft edge should be accepted. If a canonical issue must be picked, 43097 is the most connected node, but the cluster is not a clean duplicate set.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 43097 is the most connected artifact in the soft graph and is the closest thing to a central v5 regression/removal report, but the cluster as a whole is too mixed for a strong canonical duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "43097 is the best representative only by connectivity and broad version-breakage theme; it is not a strong duplicate canonical, just the least bad anchor among unrelated issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "Both mention FlashAttention-related failures, but one is a model-loading/runtime crash for Ministral-3 and the other is degenerate training with flash_attention_3; different symptoms and code paths." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "Both are dtype/precision complaints, but one is a PyTorch warning during compile for a bfloat16 model and the other is a Blip2 loading bug where qformer stays float32." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "One is a removed API/attribute regression, the other is a gguf_file from_pretrained loading failure; related version timing, but not the same bug." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "Different files and problems: unsafe sys.modules access in modeling_utils versus a testing_utils bug." + }, + { + "left": "issue:44246", + "right": "issue:46981", + "accept": false, + "reason": "One is about import transformers being slow sometimes; the other is repeated retries on 429 with HF_ENDPOINT. Both are loading-related, but not the same issue." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "AutoProcessor/torchvision crash versus a testing_utils bug; no shared underlying code-path problem." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "Both are model-math/config discussions, but one is a missing rms_norm_eps causing precision error and the other is a RoPE implementation question for GLM-5." + }, + { + "left": "issue:45753", + "right": "issue:46369", + "accept": false, + "reason": "Different multimodal failures: infinite loop on a specific image versus memory overflow in sam3-litetext." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES returning None is a mapping-assumption bug; loading physical-intelligence/fast is a separate model-specific regression." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "A Qwen3-MoE sliding_window bug and a testing_utils bug are unrelated." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Both touch GLM-related internals, but one is a missing image-patch helper causing multimodal-token count failure and the other is a torch.split return-value issue in a different component." + }, + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "Different DeepSeek model generations and different failures: remote implementation divergence versus a dtype/transpose bug." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "Removed tie_embeddings_and_encoder_decoder and an AttributeError in flash_attention integration are separate code paths." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "Generation cache missing during chunked_prefill and MaskGenerationPipeline dropping final 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different defects: xLSTM training blockers versus Florence2 double-shift training loss bug." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are ImportError reports, but they concern different symbols from different packages (transformers vs huggingface_hub) and different fixes." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "Both mention trainer/setup interactions, but one is a v5+FSDP2+PEFT optimizer-state corruption bug and the other is Liger Kernel not being applied with model_init." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "A processor-loading crash and a question about save_pretrained shard size are unrelated." + }, + { + "left": "issue:46655", + "right": "issue:46664", + "accept": false, + "reason": "Both are SmolVLM video-processor issues, but one is padding calculation and the other is the meaning of num_frames; related subsystem, different bugs." + }, + { + "left": "issue:46298", + "right": "issue:46752", + "accept": false, + "reason": "Noisy logging and an empty-list apply_chat_template IndexError are not the same underlying bug." + }, + { + "left": "issue:42890", + "right": "issue:46298", + "accept": false, + "reason": "A missing set_seed in tests and a noisy logging message are unrelated." + }, + { + "left": "issue:46172", + "right": "issue:46710", + "accept": false, + "reason": "Different DeepSeek-related problems: a dtype/transpose bug versus an accuracy regression after upgrading Transformers." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "AddedToken getting duplicate 'special' kwargs and TOKENIZER_MAPPING_NAMES returning None are different tokenizer issues." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "A removed helper/API and an offloading-with-quantization bug are not the same code-path problem." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they are for different missing exports and likely different root causes." + }, + { + "left": "issue:43012", + "right": "issue:46821", + "accept": false, + "reason": "A compile-time bfloat16 warning and a TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:44117", + "right": "issue:46701", + "accept": false, + "reason": "A tokenizer-mapping assumption bug and a DiffusionGemmaGenerationOutput pipeline failure are different issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 55, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": 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+ "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1849, + "serialized_chars": 959374, + "estimated_input_tokens": 239844, + "estimated_eval_tokens": 479944 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37442, + "estimated_input_tokens": 9361, + "estimated_eval_tokens": 18978 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous rather than a true duplicate set: the proposed links mostly connect superficially similar wording (imports, loading, save/load, model-specific failures, warnings) without the same underlying bug.", + "confidence": 0.96, + "canonical_issue_reason": "No single issue is a safe canonical: the items span unrelated import errors, backend/runtime bugs, save/load problems, and warnings, with no shared concrete root cause.", + 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"issue:46421", + "accept": false, + "reason": "An attention-scaling backend bug is not the same as cache lazy initialization causing recompilation; different runtime mechanisms." + }, + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "A Python 3.14 load failure and an undefined `tensorflow_text` backend mapping are different environment/dependency issues." + }, + { + "left": "issue:43986", + "right": "issue:44016", + "accept": false, + "reason": "A video AutoProcessor crash without torchvision and a notebook syntax error are clearly unrelated." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Saving dequantized Ministral/Devstral models and a Qwen3_5 image infinite loop are different model-specific bugs." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Both mention saving, but one is dequantized model saving and the other is `Pipeline.save_pretrained`; not the same concrete bug." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "A v5 pipeline task-support error message and pipeline serialization failure are different issues." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "A float32 precision warning on bfloat16 compile and a Bamba SDPA `torch.compile` failure are different problems." + }, + { + "left": "issue:45712", + "right": "issue:46298", + "accept": false, + "reason": "Leftover dummy classes vs noisy logging are unrelated repository hygiene issues." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training blockers and Bamba SDPA compile failure are unrelated model bugs." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "Both are warnings, but one concerns PyTorch precision and the other a `tie_word_embeddings` config warning; different causes." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Unsupported Flash Attention for Nemotron and Python version incompatibility in Transformers 5.1.0 are unrelated." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing `embed_tokens.weight` on load and a question about the 50GB shard size threshold are not the same bug." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "These are both backend/model issues, but one is a model lacking Flash Attention 2 support and the other is GPT2 attention scaling being ignored." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "A tokenizer decoder-type regression and an isolated reproduction of another issue are not enough to establish the same bug." + }, + { + "left": "issue:44162", + "right": "issue:46172", + "accept": false, + "reason": "ESM2 being broken and a DeepSeek dtype/transpose bug are different model-specific failures." + }, + { + "left": "issue:43097", + "right": "issue:46298", + "accept": false, + "reason": "Removal of `tie_embeddings_and_encoder_decoder` and a noisy logging message are unrelated." + }, + { + "left": "issue:45584", + "right": "issue:46365", + "accept": false, + "reason": "Whisper empty-transcription failure and `Trainer` import being blocked by `datasets` are different code paths." + }, + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "Both involve attention, but one is a GPT2 backend config bug and the other is a behavior change in `AttentionInterface.register`." + }, + { + "left": "issue:44077", + "right": "issue:46365", + "accept": false, + "reason": "`patchtsmixer` post-init validation and a `Trainer` import conflict with `datasets` are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "A save_pretrained FP8 bug and a Qwen3.5 MoE `from_pretrained` error are different operations and likely different root causes." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "A missing `vocab_size` attribute in Gemma3Config and an Apple Silicon TypeError in allocator warmup are unrelated." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "GPT2 attention-scaling under SDPA/FlashAttention and a degenerate zero-loss classification bug are different issues." + }, + { + "left": "issue:42175", + "right": "issue:46365", + "accept": false, + "reason": "TensorFlow backend packaging and a `Trainer` import conflict with `datasets` are not the same bug." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols from different packages and different failure modes." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "FSDP2 optimizer-state mismatch and GPT2 attention scaling are unrelated training vs attention bugs." + }, + { + "left": "issue:42490", + "right": "issue:43012", + "accept": false, + "reason": "A trailing-slash local-model import warning and a bfloat16 precision warning are unrelated." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "An OpenAI chat-completions request rejection and a batched `apply_chat_template` crash are different API surfaces." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "CLIPOutput attentions not being assigned and GPT2 attention scaling being ignored are different attention-related bugs." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training bugs and BeitImageProcessorFast `reduce_labels` returning one label are unrelated." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "An import failure for `layer_type_validation` and unexpected network requests with `local_files_only=True` 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": 24, + "review_unit_index": 56, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:29870", + "issue:33453", + "issue:36010", + "issue:36296", + "issue:36683", + "issue:42757", + "issue:42994", + "issue:43010", + "issue:43064", + "issue:43208", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43525", + "issue:43611", + "issue:43618", + "issue:43756", + "issue:43761", + "issue:43867", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44075", + "issue:44077", + "issue:44230", + "issue:44355", + "issue:44483", + "issue:44485", + "issue:44492", + "issue:44625", + "issue:44655", + "issue:44855", + "issue:44908", + "issue:44938", + "issue:45071", + "issue:45216", + "issue:45276", + "issue:45278", + "issue:45310", + "issue:46050", + "issue:46077", + "issue:46082", + "issue:46365", + "issue:46369", + "issue:46829", + "issue:46851", + "issue:46877" + ], + "soft_pairs": [ + "issue:43756|issue:44485", + "issue:43618|issue:43761", + "issue:42994|issue:44655", + "issue:44038|issue:44230", + "issue:43299|issue:43867", + "issue:36010|issue:42757", + "issue:44625|issue:46365", + "issue:45276|issue:46077", + "issue:43352|issue:43937", + "issue:43611|issue:44655", + "issue:44483|issue:46369", + "issue:36683|issue:43475", + "issue:44355|issue:46877", + "issue:44655|issue:46050", + "issue:36683|issue:44077", + "issue:43976|issue:44938", + "issue:44625|issue:46077", + "issue:43867|issue:45216", + "issue:46077|issue:46082", + "issue:43618|issue:45216", + "issue:43208|issue:46829", + "issue:36683|issue:43525", + "issue:36683|issue:44625", + "issue:29870|issue:36296", + "issue:43010|issue:45278", + "issue:43064|issue:44492", + "issue:44075|issue:46365", + "issue:43992|issue:45310", + "issue:44908|issue:46851", + "issue:29870|issue:33453", + "issue:44938|issue:45071", + "issue:44355|issue:44855" + ], + "prepared_review_unit_hash": "0b2e9ed3d1c3d7d90c44990743614dbb0ec4edc8ba7e58399141ae9f4781936a", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1849, + "serialized_chars": 959374, + "estimated_input_tokens": 239844, + "estimated_eval_tokens": 479944 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36862, + "estimated_input_tokens": 9216, + "estimated_eval_tokens": 18688 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose collection of mostly unrelated Transformers bug reports: import/version regressions, config attribute mismatches, save/load failures, and model-specific inference/training issues. I don\u2019t see any strong duplicate pair among the soft edges.", + "confidence": 0.94, + "canonical_issue_reason": "issue:36683 is the most active and clearly scoped report, with a concrete reproducible failure (`Gemma3Config` missing `vocab_size`) and the highest discussion activity in the set.", + "canonical_pr_reason": null, + "best_issue_reason": "Same as canonical: it is detailed, still open, and likely the most useful anchor for triage and follow-up fixes.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Both mention RoPE, but they describe different model families and different failures (`Smollm3` layer count vs GLM-5 RoPE implementation)." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Both are CLIP-related, but one is missing attentions and the other is hidden_states not being returned in `CLIPVisionModel.forward`." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Saving a quantized model and saving a `Pipeline` are different code paths and different objects." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Different symptoms: one is a Qwen3-VL-Moe loading bug, the other is fp8 support for Qwen3-VL/Qwen3.5 MoE inference." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Both involve model loading, but the first is a Qwen3-VL-Moe regression and the second is about sorted `state_dict` loading." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different symbols from different packages (`GenerationMixin` vs `is_offline_mode`)." + }, + { + "left": "issue:44625", + "right": "issue:46365", + "accept": false, + "reason": "A config propagation bug for Qwen3.5 is unrelated to failing to import `Trainer` because of `datasets`." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Same model family, but different bugs: token embedding resizing vs bidirectional attention mask construction." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "Different models and failures: unsupported Flash Attention 2.0 in Nemotron vs invalid `GenerationConfig` for GLM-5." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "One is a `base_model_prefix` loading regression; the other is inability to save `Pipeline` objects." + }, + { + "left": "issue:44483", + "right": "issue:46369", + "accept": false, + "reason": "An OpenAI chat-completions API regression is unrelated to a SAM3 memory overflow issue." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Different models and attributes: missing `vocab_size` on Gemma3Config vs missing `fpn_position_embeddings` on a SAM3 output object." + }, + { + "left": "issue:44355", + "right": "issue:46877", + "accept": false, + "reason": "Both mention import-time/file execution problems, but the underlying issues are unrelated (`.pyc`/compiled files vs docstring lint output)." + }, + { + "left": "issue:44655", + "right": "issue:46050", + "accept": false, + "reason": "Both touch save/load, but one is about saving pipelines and the other is about quantized `sinq` round-trips." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "A missing config attribute is not the same bug as `patchtsmixer` no longer allowing optional `post_init`." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Both are Python-version compatibility reports, but they affect different versions and likely different failure modes." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "Different Qwen3.5/Gemma4 regressions: `num_labels` propagation vs causal-vs-bidirectional attention masking." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "Both are checkpoint/loading related, but one is a sorted-`state_dict` load error and the other is a Qwen3.5 save_pretrained regression." + }, + { + "left": "issue:46077", + "right": "issue:46082", + "accept": false, + "reason": "Different config/model bugs: Gemma4 attention masks vs LlamaConfig head_dim validation." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "CLIP output regression and Qwen3.5 checkpoint corruption are unrelated." + }, + { + "left": "issue:43208", + "right": "issue:46829", + "accept": false, + "reason": "xLSTM training blockers and VideoPrism classification output bug are unrelated subsystems and symptoms." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Both are missing config attributes, but for different models and different fields (`vocab_size` vs `pad_token_id`)." + }, + { + "left": "issue:36683", + "right": "issue:44625", + "accept": false, + "reason": "Different config propagation bugs in different model families; not the same underlying defect." + }, + { + "left": "issue:29870", + "right": "issue:36296", + "accept": false, + "reason": "BART generation mask initialization and tensor-parallel training are different code paths and failure modes." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "A no-grad decoration suggestion for cache updates is unrelated to broad import failures after upgrade." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "Wrong optimizer states under FSDP/PEFT is unrelated to a typo in cache strategy documentation/code." + }, + { + "left": "issue:44075", + "right": "issue:46365", + "accept": false, + "reason": "Optimizer argument handling and `Trainer` import failure due to `datasets` are unrelated." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Missing `embed_tokens.weight` in UMT5 loading is unrelated to Qwen3.5 MoE `from_pretrained` failures." + }, + { + "left": "issue:44908", + "right": "issue:46851", + "accept": false, + "reason": "A scheduler kwargs bug and variable-length `position_ids` failure are different components and bugs." + }, + { + "left": "issue:44938", + "right": "issue:45071", + "accept": false, + "reason": "Both are version-regression reports, but one is Python 3.14 loading failure and the other is `PretrainedConfig` type-checking breakage in v5.4.0." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Both affect import/runtime behavior, but the causes differ: compiled Python file execution vs `@torch.jit.script` parsing/indentation on Python 3.13." + } + ] + }, + "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": 24, + "review_unit_index": 57, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:28282", + "issue:30333", + "issue:33453", + "issue:36296", + "issue:36683", + "issue:41669", + "issue:42890", + "issue:42898", + "issue:43010", + "issue:43064", + "issue:43065", + "issue:43502", + "issue:43575", + "issue:43576", + "issue:43618", + "issue:43723", + "issue:43824", + "issue:43867", + "issue:43874", + "issue:43976", + "issue:43992", + "issue:44062", + "issue:44077", + "issue:44112", + "issue:44222", + "issue:44246", + "issue:44355", + "issue:44360", + "issue:44387", + "issue:44485", + "issue:44556", + "issue:44734", + "issue:44749", + "issue:44964", + "issue:45125", + "issue:45357", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45561", + "issue:45600", + "issue:45850", + "issue:46132", + "issue:46202", + "issue:46285", + "issue:46617", + "issue:46664" + ], + "soft_pairs": [ + "issue:43867|issue:46202", + "issue:36683|issue:43064", + "issue:42890|issue:45561", + "issue:43867|issue:45375", + "issue:43010|issue:45850", + "issue:41669|issue:44246", + "issue:36296|issue:43575", + "issue:43010|issue:43976", + "issue:43618|issue:44077", + "issue:43867|issue:45357", + "issue:43992|issue:45478", + "issue:28282|issue:33453", + "issue:43618|issue:46285", + "issue:44360|issue:45440", + "issue:42890|issue:44964", + "issue:42890|issue:44112", + "issue:42890|issue:45600", + "issue:42898|issue:46664", + "issue:43502|issue:44062", + "issue:44734|issue:46617", + "issue:43723|issue:44556", + "issue:44222|issue:45125", + "issue:43824|issue:46617", + "issue:43502|issue:44485", + "issue:44387|issue:44556", + "issue:43874|issue:46617", + "issue:43010|issue:43065", + "issue:43576|issue:46132", + "issue:30333|issue:33453", + "issue:45125|issue:45478", + "issue:44355|issue:44749", + "issue:45125|issue:45375" + ], + "prepared_review_unit_hash": "1d899794e0b30223bb55956b0bd76f08796e335edffa92c1f79d25018bc82cb1", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1849, + "serialized_chars": 959374, + "estimated_input_tokens": 239844, + "estimated_eval_tokens": 479944 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36426, + "estimated_input_tokens": 9107, + "estimated_eval_tokens": 18470 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: the items span unrelated loading regressions, model-specific bugs, CI/test flakes, and performance issues. I found no soft pair that looks like the same underlying bug/change, so no duplicate merge is warranted.", + "confidence": 0.86, + "canonical_issue_reason": "Issue 43723 is the cleanest representative of the recurring v5 load/regression theme: it is concrete, user-facing, and well-scoped around a core API path (`AutoTokenizer.from_pretrained`).", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43723 is the best anchor for triage because it is specific enough to be actionable while still broadly representative of the loading problems appearing in this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "Both are model-loading complaints, but one is a sorted-state-dict load error and the other is a Gemma pipeline roundtrip/tokenization issue; different code paths and symptoms." + }, + { + "left": "issue:36683", + "right": "issue:43064", + "accept": false, + "reason": "Gemma3Config missing vocab_size and FSDP2+PEFT optimizer-state corruption are unrelated bugs in different subsystems." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "A missing `set_seed()` in a SAM HQ integration test and an xdist race on `captured_info.txt` are distinct CI/test issues." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "State-dict loading failure versus a missing Qwen3.5 vision config field; different models and failure modes." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "`@torch.no_grad` on cache updates is a precise runtime fix; \"breaks too many models\" is a broad, unrelated complaint." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": false, + "reason": "Both mention import slowdown, but one targets `import *` cleanup and the other is a generic intermittent import-time regression; not the same bug." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Generic tensor-parallel training bug and Qwen2-57B load OOM are different issues, even if both mention TP." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "`torch.no_grad` cache updates and Python 3.9 compatibility are unrelated." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "CLIP attentions assignment and patchtsmixer `post_init` policy are unrelated model-behavior changes." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "Sorted state-dict load failure and incorrect visual-encoder keys in save_pretrained are different checkpoints/serialization bugs." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "Both are model-loading errors, but they affect different model families and likely different serialization logic." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "PyTorch missing ImportError and tokenizer-loading regression are unrelated." + }, + { + "left": "issue:43618", + "right": "issue:46285", + "accept": false, + "reason": "CLIPOutput attentions vs CLIPTextModel structure inconsistency are both CLIP-related, but not the same underlying bug." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "DSA ReLU discussion and DeepSeekV3 implementation divergence are unrelated." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "A flaky seeded test and a Phi-4 multimodal loading failure are unrelated." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Missing `set_seed()` in one test file and a GraniteSpeech CI device-override failure are different test flakes." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "SAM HQ test seeding issue and removed Sam3LiteText auto-mapping references are unrelated CI problems." + }, + { + "left": "issue:42898", + "right": "issue:46664", + "accept": false, + "reason": "Tokenization-space behavior in v5 and SmolVLM `num_frames` semantics are unrelated model/processor issues." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "`local_files_only=True` still triggering network calls is unrelated to `AddedToken(..., special=...)` argument duplication." + }, + { + "left": "issue:44734", + "right": "issue:46617", + "accept": false, + "reason": "KV-cache continuation crash and cache loading `FileNotFoundError` are different server/loading failures." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Tokenizer `from_pretrained` regression and checkpoint reload failure after upgrading versions are both loading-related but not the same concrete bug." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 save_pretrained for MoE and missing `_tp_plan` for tensor parallelism are different model-parallelism issues." + }, + { + "left": "issue:43824", + "right": "issue:46617", + "accept": false, + "reason": "Qwen2.5-VL import error and trust_remote_code cache FileNotFoundError do not share a specific root cause." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "Offline-loading network leakage and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Int4 quantization OOM and version-upgrade reload failure are different regressions." + }, + { + "left": "issue:43874", + "right": "issue:46617", + "accept": false, + "reason": "Missing image-processor method and cache FileNotFoundError are unrelated." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "`torch.no_grad` cache update fix and dummy `nn.Conv2d` in Sam3PixelDecoder are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "Broken `transformers env` command and `AttentionInterface.register` behavior change are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLflow reporting failure and tokenizer-loading regression are unrelated." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Missing tensor-parallel plan and generic Qwen3.5 MoE `from_pretrained` error are too different to merge." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled-Python-file errors and a data-processing slowdown after upgrade are unrelated." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Tensor-parallel plan missing and dropped `deepstack_visual_indexes` config are different Qwen3.5 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": 24, + "review_unit_index": 58, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:29870", + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:42548", + "issue:42757", + "issue:43010", + "issue:43232", + "issue:43299", + "issue:43475", + "issue:43502", + "issue:43576", + "issue:43673", + "issue:43824", + "issue:43827", + "issue:43901", + "issue:44222", + "issue:44230", + "issue:44273", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44908", + "issue:44938", + "issue:44961", + "issue:45003", + "issue:45071", + "issue:45230", + "issue:45362", + "issue:45468", + "issue:45542", + "issue:45850", + "issue:46143", + "issue:46144", + "issue:46209", + "issue:46617", + "issue:46664", + "issue:46726" + ], + "soft_pairs": [ + "issue:30990|issue:31795", + "issue:43010|issue:43232", + "issue:46664|issue:46726", + "issue:43502|issue:44961", + "issue:42548|issue:44351", + "issue:43502|issue:44222", + "issue:43827|issue:44961", + "issue:30333|issue:36296", + "issue:43299|issue:44556", + "issue:29870|issue:31795", + "issue:33453|issue:34689", + "issue:44355|issue:45071", + "issue:43576|issue:45071", + "issue:42757|issue:43576", + "issue:44315|issue:44360", + "issue:31795|issue:38617", + "issue:43576|issue:43824", + "issue:44961|issue:45468", + "issue:44485|issue:44961", + "issue:44351|issue:46617", + "issue:36296|issue:43901", + "issue:44908|issue:44961", + "issue:43576|issue:44938", + "issue:43475|issue:46617", + "issue:46143|issue:46144", + "issue:44222|issue:44230", + "issue:44315|issue:46209", + "issue:41628|issue:42548", + "issue:44485|issue:46664", + "issue:45362|issue:45850", + "issue:43673|issue:44492", + "issue:44273|issue:45542", + "issue:44623|issue:45230", + "issue:44360|issue:46664", + "issue:44273|issue:45003" + ], + "prepared_review_unit_hash": "22fc9b4cf40b3684d03c2332f014ff66d6afa74671a1227e4f4d50f14069f500", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1849, + "serialized_chars": 959374, + "estimated_input_tokens": 239844, + "estimated_eval_tokens": 479944 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 37297, + "estimated_input_tokens": 9325, + "estimated_eval_tokens": 18906 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Heterogeneous cluster of mostly unrelated issue reports across generation, loading/imports, docs, caching, FP8, and model-specific regressions. The soft pairs share broad subsystem vocabulary but not the same concrete bug/change.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:43576 is the best single anchor only because it is a concrete, user-facing v5 regression report; however, the cluster as a whole is too mixed to have a true canonical issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Stuck-loading behavior vs documentation confusion; unrelated problems." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Both mention generation/cache, but one is about no_grad decoration and the other about sync_gpus kwargs handling." + }, + { + "left": "issue:46664", + "right": "issue:46726", + "accept": false, + "reason": "Different failures: video num_frames semantics vs missing vision backend handling in AutoProcessor." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "local_files_only network leak vs unrelated random issue; no shared bug." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and likely different code paths." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "Network/local-files-only bug vs FP8 save_pretrained issue; unrelated." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs/pipeline-removal issue vs unrelated placeholder issue." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLflow reporting failure vs tensor-parallel training bug; unrelated." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Both are v5 loading regressions, but different models and different symptoms; not the same concrete bug." + }, + { + "left": "issue:29870", + "right": "issue:31795", + "accept": false, + "reason": "Generation UnboundLocalError vs documentation confusion; unrelated." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Both are loading regressions, but for different tokenizers/models and likely different fixes." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled-file runtime errors vs PretrainedConfig type-checking regression; unrelated." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "v5 env command breakage vs typing regression; different surfaces and causes." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "Missing huggingface_hub symbol vs broken transformers env command; unrelated." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Model_init Liger integration bug vs DSA indexer discussion; unrelated." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Docs wording issue vs import error for a different symbol; unrelated." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "Broken env command vs Qwen2.5-VL import failure; different bugs." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "No meaningful overlap; unrelated issues." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "GLM-5 RoPE implementation discussion vs unrelated placeholder issue." + }, + { + "left": "issue:44351", + "right": "issue:46617", + "accept": false, + "reason": "ImportError for a missing exported class vs FileNotFoundError loading from cache; not the same failure." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor-parallel training bug vs docs/behavior mismatch for return_all_scores; unrelated." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "Scheduler kwargs bug vs unrelated placeholder issue." + }, + { + "left": "issue:43576", + "right": "issue:44938", + "accept": false, + "reason": "Env command breakage vs Python 3.14 load failure; different root causes." + }, + { + "left": "issue:43475", + "right": "issue:46617", + "accept": false, + "reason": "SAM3 attribute error vs trust_remote_code cache FileNotFoundError; unrelated." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "Related RoFormer area, but one is kwargs forwarding and the other is attention interface usage; not the same concrete bug." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "Both FP8/moe-related, but one is save_pretrained and the other is inference support; different code paths." + }, + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "Model_init/Liger integration vs FP8 inference on B200; unrelated." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Different import errors for different APIs/symbols; not duplicates." + }, + { + "left": "issue:44485", + "right": "issue:46664", + "accept": false, + "reason": "RoPE implementation discussion vs video processor num_frames semantics; unrelated." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "Specific Qwen3.5 chat crash vs broad 'too many models' complaint; too vague to be same bug." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Chunked-prefill cache missing vs typo in cache strategies; unrelated." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading issue vs TensorBoard/TF backend error; unrelated." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "Missing files on processor.save_pretrained vs generic bug report; no shared concrete bug." + }, + { + "left": "issue:44360", + "right": "issue:46664", + "accept": false, + "reason": "DSA indexer discussion vs SmolVLM video processor issue; unrelated." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Lazy loading bug vs unsafe sys.modules access; 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": 24, + "review_unit_index": 59, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:31795", + "issue:33453", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:43352", + "issue:43408", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43976", + "issue:44038", + "issue:44077", + "issue:44230", + "issue:44246", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44393", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44655", + "issue:44704", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45230", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45468", + "issue:45478", + "issue:45753", + "issue:45850", + "issue:46095", + "issue:46218", + "issue:46328", + "issue:46655", + "issue:46894" + ], + "soft_pairs": [ + "issue:44038|issue:45125", + "issue:44393|issue:45071", + "issue:41669|issue:43673", + "issue:44393|issue:45753", + "issue:43576|issue:44556", + "issue:43525|issue:45850", + "issue:43572|issue:45850", + "issue:44556|issue:45092", + "issue:44492|issue:45850", + "issue:45278|issue:45850", + "issue:42371|issue:44492", + "issue:43408|issue:44315", + "issue:44230|issue:46095", + "issue:41669|issue:46218", + "issue:44246|issue:44273", + "issue:42890|issue:44908", + "issue:43576|issue:44908", + "issue:43352|issue:44393", + "issue:43976|issue:44393", + "issue:44908|issue:45071", + "issue:44295|issue:45230", + "issue:44297|issue:45230", + "issue:44492|issue:46328", + "issue:44704|issue:44908", + "issue:41669|issue:44351", + "issue:41669|issue:45341", + "issue:43976|issue:45850", + "issue:43976|issue:46218", + "issue:44393|issue:45478", + "issue:44077|issue:44861", + "issue:31795|issue:33453", + "issue:43576|issue:44273", + "issue:44315|issue:44829", + "issue:43519|issue:46655", + "issue:44360|issue:45468", + "issue:44273|issue:44908", + "issue:45230|issue:45310", + "issue:45468|issue:46894", + "issue:43519|issue:44485", + "issue:44655|issue:44861", + "issue:43576|issue:46218", + "issue:43519|issue:44908" + ], + "prepared_review_unit_hash": "c151b69973eea32d83f77ae1dab4ab20e277119788cdca0729762ca045a562fa", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1849, + "serialized_chars": 959374, + "estimated_input_tokens": 239844, + "estimated_eval_tokens": 479944 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 42, + "serialized_chars": 39669, + "estimated_input_tokens": 9918, + "estimated_eval_tokens": 20092 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of Transformers v5 regression reports and model-specific bugs. The broadest umbrella issue is the general v5 breakage complaint, while the soft pairs are mostly same subsystem but not the same concrete bug.", + "confidence": 0.68, + "canonical_issue_reason": "issue:45850 is the broadest umbrella report in the set and can subsume many v5 migration regressions without being tied to one model or code path.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45850 is the best consolidation target because it is phrased as a general v5-wide breakage report rather than a narrow symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Both concern Qwen3.5/MoE behavior in v5, but one is a generic bug report and the other is a missing tensor-parallel plan; different concrete failures." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Qwen3-VL 2D box output bugs and PretrainedConfig type-checking regressions are unrelated code paths." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Both mention import/lazy-loading style regressions, but one is about import-star usage slowing imports and the other is a cache issue during chunked prefill." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Same model family, but 2D bounding-box hallucinations and an infinite loop on a specific image are different bugs." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Both are v5 breakages, but one is the env command and the other is checkpoint reload compatibility." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "A missing pad_token_id attribute in one config is not the same as a broad report that many models break in v5." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression is a specific config issue, not the same underlying problem as a general v5 breakage umbrella." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both are upgrade regressions, but checkpoint reload failures and remote-code meta-init incompatibility are distinct failures." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "A cache-strategy typo is too specific and unrelated to a general 'many models break in v5' report." + }, + { + "left": "issue:45278", + "right": "issue:45850", + "accept": false, + "reason": "Both are broad migration complaints, but one is specifically import errors after upgrade and the other is a general model-breakage umbrella." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 settings guidance and a cache-strategy typo are unrelated issues." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "A model-type warning for sam3_video/sam3_tracker is unrelated to Liger Kernel not being applied in model_init." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "FP8 support for Qwen3-VL/Qwen3.5 Moe is a feature request, while the other asks about a weight conversion script." + }, + { + "left": "issue:41669", + "right": "issue:46218", + "accept": false, + "reason": "Both involve imports, but 'remove import *' performance work and a missing Qwen3_5 module import are different problems." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Import slowness and lazy-loading correctness are related only at a high level, not the same bug." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Missing set_seed in tests and inverse_sqrt scheduler kwargs being ignored are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "The env command regression and the inverse_sqrt scheduler ignoring kwargs affect different subsystems." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash Attention 2 support gating for Nemotron is unrelated to Qwen3-VL bounding-box hallucinations." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python version compatibility and Qwen3-VL output errors are unrelated issues." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "A scheduler-kwargs bug is not the same as PretrainedConfig type-checking regressions." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "Reading position_ids after buffer registration is a specific tensor/buffer bug, while the other is a generic placeholder bug report." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "tokenizer.save_pretrained writing the wrong tokenizer_class is unrelated to a generic bug report." + }, + { + "left": "issue:44492", + "right": "issue:46328", + "accept": false, + "reason": "A typo in cache strategy strings and a NumPy conversion inefficiency in SequenceFeatureExtractor.pad are unrelated." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "Missing kwargs in AutoProcessor.from_pretrained and inverse_sqrt scheduler kwargs are different API surfaces." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-star cleanup/performance work is unrelated to HybridCache being unavailable from the top-level package." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "A broad import-time cleanup issue is unrelated to a testing_utils bug." + }, + { + "left": "issue:43976", + "right": "issue:45850", + "accept": false, + "reason": "Python compatibility breaks and broad model breakage in v5 are too coarse to treat as the same concrete bug." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Python version support and a missing Qwen3_5 import are distinct failures." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Qwen3-VL 2D box output bugs and Qwen3.5 Moe from_pretrained errors are separate model/runtime issues." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "post_init allowance in patchtsmixer and _tied_weights_keys list handling are unrelated config/internal attribute bugs." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion about forward args and tokenizer loading regression are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken env command and lazy-loading correctness are different code paths." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger Kernel application in model_init and flash_attention_3 training degeneration are not the same bug." + }, + { + "left": "issue:43519", + "right": "issue:46655", + "accept": false, + "reason": "Qwen3VL timestamp calculation and SmolVLM video padding are different processor bugs." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "A DSA indexer ReLU complaint is unrelated to Gemma-4 audio relative positional encoding." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy-loading correctness and scheduler kwargs handling are different issues." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "A generic bug report is not the same as the Qwen3.5 Moe from_pretrained regression." + }, + { + "left": "issue:45468", + "right": "issue:46894", + "accept": false, + "reason": "Gemma-4 audio positional encoding and CohereASR training-loss shift bug are unrelated model-specific problems." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Timestamp calculation in Qwen3VL and GLM-5 RoPE implementation are different model internals." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Pipeline save_pretrained serialization and _tied_weights_keys list handling are unrelated bugs." + }, + { + "left": "issue:43576", + "right": "issue:46218", + "accept": false, + "reason": "The env command regression and missing Qwen3_5 import are different import-related failures." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Qwen3VL timestamp math and inverse_sqrt scheduler kwargs 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": 24, + "review_unit_index": 60, + "review_unit_count": 60, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-503", + "nodes": [ + "issue:28348", + "issue:29870", + "issue:30333", + "issue:31515", + "issue:31795", + "issue:34689", + "issue:36296", + "issue:37934", + "issue:38617", + "issue:41669", + "issue:42371", + "issue:42913", + "issue:42936", + "issue:43066", + "issue:43240", + "issue:43298", + "issue:43352", + "issue:43502", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43606", + "issue:43618", + "issue:43668", + "issue:43704", + "issue:43717", + "issue:43813", + "issue:44031", + "issue:44230", + "issue:44263", + "issue:44351", + "issue:44485", + "issue:44492", + "issue:44623", + "issue:44861", + "issue:44908", + "issue:44938", + "issue:44998", + "issue:45250", + "issue:45290", + "issue:45310", + "issue:45468", + "issue:45850", + "issue:46018", + "issue:46095", + "issue:46144", + "issue:46172", + "issue:46218" + ], + "soft_pairs": [ + "issue:41669|issue:43704", + "issue:31795|issue:34689", + "issue:43704|issue:44485", + "issue:46018|issue:46172", + "issue:44485|issue:45468", + "issue:42371|issue:43704", + "issue:43502|issue:43519", + "issue:45850|issue:46218", + "issue:43519|issue:44623", + "issue:44263|issue:45468", + "issue:43606|issue:45468", + "issue:43519|issue:43704", + "issue:43298|issue:46095", + "issue:43352|issue:46218", + "issue:44351|issue:46218", + "issue:42913|issue:43066", + "issue:28348|issue:45250", + "issue:44908|issue:44998", + "issue:44492|issue:44998", + "issue:43618|issue:44998", + "issue:44998|issue:45850", + "issue:44938|issue:44998", + "issue:44861|issue:45290", + "issue:31515|issue:38617", + "issue:43572|issue:44861", + "issue:43525|issue:44861", + "issue:44230|issue:44623", + "issue:28348|issue:43352", + "issue:29870|issue:31515", + "issue:30333|issue:31515", + "issue:31515|issue:36296", + "issue:31515|issue:31795", + "issue:44230|issue:45310", + "issue:43298|issue:44230", + "issue:43717|issue:46144", + "issue:42936|issue:46018", + "issue:43668|issue:44031", + "issue:42936|issue:43240", + "issue:43240|issue:46144", + "issue:42936|issue:44031", + "issue:42936|issue:46144", + "issue:42936|issue:43813", + "issue:43668|issue:43813", + "issue:43240|issue:43668", + "issue:37934|issue:43668", + "issue:42936|issue:43668" + ], + "prepared_review_unit_hash": "093d20d59135af40e4cd61ab505da8a6e3c565e85b1e2cf4eb42939c383a2d48", + "component_budget": { + "node_count": 503, + "item_count": 503, + "soft_pair_count": 1849, + "serialized_chars": 959374, + "estimated_input_tokens": 239844, + "estimated_eval_tokens": 479944 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 46, + "serialized_chars": 40603, + "estimated_input_tokens": 10151, + "estimated_eval_tokens": 20558 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: most items are unrelated Transformers bugs, feature requests, docs issues, or version-specific regressions. The soft edges are mostly superficial similarity rather than the same underlying defect.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue is a good duplicate target here; the cluster spans many unrelated subsystems and the apparent matches are mostly loose topical similarity.", + "canonical_pr_reason": null, + "best_issue_reason": "If forced to pick one representative, issue:45850 is the broadest umbrella about widespread v5 breakage, but it is too vague to serve as a strong duplicate anchor.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "import-star cleanup/perf issue vs Qwen3 VRAM leak; unrelated bugs." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "documentation confusion vs a Llama 3.2 vision model-loading regression." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak in dataloader threads vs GLM-5 RoPE discussion; different code paths." + }, + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "DeepSeek shared-expert gating bug vs DeepSeek weight transpose/casting issue." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "GLM-5 RoPE discussion vs Gemma-4 audio positional encoding bug; different models." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 config API guidance vs Qwen3 VRAM leak; not the same bug." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "local_files_only network access vs Qwen3VL timestamp calculation; unrelated." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "broad v5 breakage report vs a specific import failure for Qwen3_5; too different." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "timestamp computation bug vs missing files on processor.save_pretrained; different failures." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "torch.split return-value handling vs Gemma-4 audio positional encoding." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch vs Gemma-4 audio encoding; unrelated." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Qwen3VL timestamp bug vs VRAM leak in Qwen3ForCausalLM." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "continuous batching audio-model support vs DeepSeek-V4 weight conversion question." + }, + { + "left": "issue:43352", + "right": "issue:46218", + "accept": false, + "reason": "Flash Attention 2.0 support request vs import failure for a different model." + }, + { + "left": "issue:44351", + "right": "issue:46218", + "accept": false, + "reason": "different import errors for different modules/models; not the same defect." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "both tokenizer-v5 related, but one is behavior drift and the other is wrong decoder type; not the same bug." + }, + { + "left": "issue:28348", + "right": "issue:45250", + "accept": false, + "reason": "GPT2 Flash Attention 2.0 support request vs generic Flash Attention 2.0 topic; too broad." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "scheduler kwargs bug vs irrelevant spam issue; no overlap." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "cache-strategy typo vs irrelevant spam; unrelated." + }, + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "CLIPOutput attentions regression vs irrelevant spam; unrelated." + }, + { + "left": "issue:44998", + "right": "issue:45850", + "accept": false, + "reason": "irrelevant spam vs broad breakage report; not a duplicate pair." + }, + { + "left": "issue:44938", + "right": "issue:44998", + "accept": false, + "reason": "Python 3.14 load failure vs irrelevant spam; unrelated." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "tied-weights attribute crash vs chat-template tool-call crash; different code paths." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "slow from_pretrained loading vs missing import for layer_type_validation." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "missing pad_token_idx after v5 update vs tied-weights key crash." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "missing pad_token_id on Llama4Config vs tied-weights key crash." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "fp8 inference support request vs missing files on processor.save_pretrained." + }, + { + "left": "issue:28348", + "right": "issue:43352", + "accept": false, + "reason": "both mention Flash Attention 2.0, but for different models and different asks; not mergeable as one fix." + }, + { + "left": "issue:29870", + "right": "issue:31515", + "accept": false, + "reason": "BART generate decoder mask bug vs slow checkpoint loading; unrelated." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLflow reporting on training failure vs slow from_pretrained loading." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "slow model loading vs tensor-parallel training bug; different subsystems." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "performance complaint on loading vs documentation clarity issue." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "fp8 support request vs Qwen3.5 MoE from_pretrained regression; different issues." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "audio continuous batching limitation vs fp8 inference support; unrelated." + }, + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Mamba init_weights behavior vs RoFormer attention interface; different models and fixes." + }, + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Mask2former ignore_value bug vs DeepSeek shared-expert gating bug." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "wrong type hint vs tokenizer regex warning; unrelated." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Mask2former ignore_value bug vs kwargs not passed to loss calculation." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "loss kwargs issue vs RoFormer attention-interface issue; different code paths." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Mask2former ignore_value bug vs tokenizer regex warning; unrelated." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "Mask2former ignore_value bug vs RoFormer attention-interface issue." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Mask2former ignore_value bug vs typo in quantization-operation text; unrelated." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "ModernBERT type-hint bug vs quantization typo; different fixes." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "loss kwargs propagation bug vs ModernBERT type-hint bug." + }, + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "question about Llama4 normalization vs ModernBERT type hint; unrelated." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Mask2former ignore_value bug vs ModernBERT type-hint bug; different areas." + } + ] + }, + "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": 24, + "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": "a3e678493e0d5b199b497a04b7533eb4d8dfba62bf560769b2cd1330b6ee632b", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2875, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2875, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "No duplicate relationship is apparent: the three issues cover unrelated feature requests in tokenization truncation, learning-rate scheduling, and Wav2Vec2 word-timestamp extraction.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10519", + "right": "issue:11307", + "accept": false, + "reason": "Different problems and code paths: tokenizer truncation behavior vs. Wav2Vec2 word offset timing." + }, + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "Unrelated feature requests: truncation-from-beginning in tokenization vs. ReduceLROnPlateau-like scheduler behavior." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "No shared underlying bug or change: learning-rate scheduling functionality vs. ASR word alignment/timestamp extraction." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 3, + "component_count": 24, + "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": "65cdcc483569553ff331492d0acf6d9a62e000cf29669c3f2f28828dcb583092", + "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": "These issues do not describe the same bug: one is about Tapas tokenization, one about a private-model auth/error-message problem, and one is a generic model-loading failure for bert-base-uncased. The only overlap is a broad \"model loading\" theme between the last two, but not the same underlying cause.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 16618 is the broadest and most representative of the cluster\u2019s loose model-loading theme, with the highest discussion activity among the set. It is still not a true duplicate of the others, but it is the best single issue to anchor the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "16618 is the best overall issue candidate because its title is the most general and closest to the shared surface theme of loading failures, making it the most plausible representative despite the lack of true duplication.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Tapas tokenization mismatch is a different subsystem and problem from a bert-base-uncased model loading failure; they do not share the same underlying bug." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "15980 is specifically about the error message when downloading a private model while logged out, while 16618 is a generic inability to load bert-base-uncased; same broad area, different root cause." + } + ] + }, + "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": 24, + "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": "92b4c733a28eebd18ba61052996fb7a50bb606e93ccd6eaddcb4f726116b2b09", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicates: one tracks Flash Attention 2 support for more architectures, the other tracks GGUF support for more architectures. They share a broad \u201ccommunity contribution / more architectures\u201d theme, but the underlying code paths and deliverables are different.", + "confidence": 0.98, + "canonical_issue_reason": "Issue 26350 is the stronger anchor because it is older and has substantially more discussion activity, making it the more established thread.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 26350 is the best representative issue for the cluster due to its higher engagement and earlier creation date.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Different feature requests: Flash Attention 2 support versus GGUF support. They target different integration paths and are not the same underlying bug/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 5, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-27088-9", + "nodes": [ + "issue:27088", + "issue:28936", + "issue:38435", + "issue:43834", + "issue:44365", + "issue:44370", + "issue:46222", + "issue:46226", + "issue:46931" + ], + "soft_pairs": [ + "issue:27088|issue:44370", + "issue:27088|issue:44365", + "issue:27088|issue:43834", + "issue:27088|issue:38435", + "issue:27088|issue:28936", + "issue:28936|issue:43834", + "issue:28936|issue:44365", + "issue:28936|issue:38435", + "issue:28936|issue:44370", + "issue:38435|issue:44370", + "issue:38435|issue:44365", + "issue:38435|issue:43834", + "issue:38435|issue:46222", + "issue:38435|issue:46226", + "issue:43834|issue:44370", + "issue:43834|issue:44365", + "issue:43834|issue:46222", + "issue:43834|issue:46226", + "issue:43834|issue:46931", + "issue:44365|issue:44370", + "issue:44365|issue:46222", + "issue:44365|issue:46226", + "issue:44365|issue:46931", + "issue:44370|issue:46222", + "issue:44370|issue:46226", + "issue:44370|issue:46931", + "issue:46222|issue:46226", + "issue:46222|issue:46931", + "issue:46226|issue:46931" + ], + "prepared_review_unit_hash": "5345f89e21b5d60a74033de59f508f69efdba360b58b9fa85ad9f5fcfa49482c", + "component_budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 29, + "serialized_chars": 15984, + "estimated_input_tokens": 3996, + "estimated_eval_tokens": 8248 + }, + "budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 29, + "serialized_chars": 15984, + "estimated_input_tokens": 3996, + "estimated_eval_tokens": 8248 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly shared i18n/translation templates, but the locale-specific translation requests are not duplicates of each other. I only merged the exact/near-exact duplicate subgroups where the titles and bodies line up tightly.", + "confidence": 0.71, + "canonical_issue_reason": "issue:43834 is the best representative of the clearest duplicate subgroup: it has the generic placeholder title and is the earliest of the near-identical placeholder issues. The language-specific translation requests are separate tasks, not duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43834 is the strongest overall issue candidate because it sits in the most clearly duplicate set and is the most generic/earliest representative among the accepted issue duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Different locale-specific translation requests; similarity appears to come from a shared template, not the same underlying issue." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Different locale-specific translation requests; same template body is not enough to merge them." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Turkish translation request vs generic placeholder issue; not the same concrete task." + }, + { + "left": "issue:27088", + "right": "issue:38435", + "accept": false, + "reason": "Different target language (Turkish vs Romanian); these are distinct translation requests." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Different target language (Turkish vs Spanish); same boilerplate does not make them duplicates." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Spanish translation request vs generic placeholder issue; not the same underlying change." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Different locale-specific translation requests; template similarity is not enough." + }, + { + "left": "issue:28936", + "right": "issue:38435", + "accept": false, + "reason": "Different target languages (Spanish vs Romanian); keep separate." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "Different locale-specific translation requests; do not merge on shared template text alone." + }, + { + "left": "issue:38435", + "right": "issue:44370", + "accept": false, + "reason": "Romanian translation request vs generic placeholder issue; not the same task." + }, + { + "left": "issue:38435", + "right": "issue:44365", + "accept": false, + "reason": "Romanian translation request vs generic placeholder issue; shared boilerplate is insufficient." + }, + { + "left": "issue:38435", + "right": "issue:43834", + "accept": false, + "reason": "Romanian translation request vs generic placeholder issue; distinct issues." + }, + { + "left": "issue:38435", + "right": "issue:46222", + "accept": false, + "reason": "High text similarity, but the titles do not indicate the same request and the translation task is different." + }, + { + "left": "issue:38435", + "right": "issue:46226", + "accept": false, + "reason": "High text similarity alone is not enough here; this does not clearly match the Romanian translation request." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": true, + "reason": "Same generic placeholder title and near-identical issue body; looks like a duplicate report." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": true, + "reason": "Same generic placeholder title and near-identical issue body; duplicate of the same template issue." + }, + { + "left": "issue:43834", + "right": "issue:46222", + "accept": false, + "reason": "Body similarity is high, but the titles/content indicate different issues and not the same concrete change." + }, + { + "left": "issue:43834", + "right": "issue:46226", + "accept": false, + "reason": "Body boilerplate is similar, but the report content is not clearly the same issue." + }, + { + "left": "issue:43834", + "right": "issue:46931", + "accept": false, + "reason": "Similar template text, but the title/content differ enough that this is not clearly the same issue." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": true, + "reason": "Identical generic placeholder title and near-identical body; clear duplicate." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": false, + "reason": "Different issue content; shared boilerplate does not justify merging." + }, + { + "left": "issue:44365", + "right": "issue:46226", + "accept": false, + "reason": "Different issue content; not the same underlying report." + }, + { + "left": "issue:44365", + "right": "issue:46931", + "accept": false, + "reason": "High similarity likely comes from a reused template, but the issues are not clearly the same." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": false, + "reason": "Different issue content; do not merge based on template similarity alone." + }, + { + "left": "issue:44370", + "right": "issue:46226", + "accept": false, + "reason": "Different issue content; not clearly the same report." + }, + { + "left": "issue:44370", + "right": "issue:46931", + "accept": false, + "reason": "Body similarity is not enough to establish the same underlying issue." + }, + { + "left": "issue:46222", + "right": "issue:46226", + "accept": true, + "reason": "Same title and effectively identical body; clear duplicate." + }, + { + "left": "issue:46222", + "right": "issue:46931", + "accept": false, + "reason": "The titles differ and the similarity looks more like shared boilerplate than the same issue." + }, + { + "left": "issue:46226", + "right": "issue:46931", + "accept": false, + "reason": "High body similarity alone is insufficient; these are not clearly the same report." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The clustering is conservative and grounded in the packet. The analyst only accepts the clearly exact/near-exact duplicate subgroups, and the refusals are appropriately cautious given the heavy template similarity and differing titles/locales. The canonical/representative choice for issue:43834 is also defensible as the earliest generic placeholder in its duplicate subgroup." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 6, + "component_count": 24, + "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-36718-19", + "nodes": [ + "issue:36718", + "issue:36817", + "issue:36879", + "issue:37015", + "issue:41115", + "issue:41211", + "issue:42503", + "issue:42738", + "issue:43671", + "issue:43837", + "issue:43909", + "issue:44121", + "issue:44205", + "issue:45027", + "issue:45177", + "issue:45322", + "issue:46133", + "issue:46645", + "issue:46653" + ], + "soft_pairs": [ + "issue:36718|issue:41115", + "issue:36817|issue:41211", + "issue:36817|issue:43671", + "issue:36817|issue:36879", + "issue:36879|issue:41211", + "issue:36879|issue:43909", + "issue:36879|issue:44121", + "issue:36879|issue:43837", + "issue:36879|issue:43671", + "issue:37015|issue:43837", + "issue:37015|issue:44121", + "issue:37015|issue:43909", + "issue:36879|issue:37015", + "issue:37015|issue:42503", + "issue:41115|issue:43837", + "issue:41115|issue:44121", + "issue:41115|issue:42503", + "issue:41115|issue:45027", + "issue:41211|issue:43671", + "issue:42503|issue:43837", + "issue:42503|issue:43671", + "issue:42503|issue:42738", + "issue:42738|issue:45027", + "issue:42738|issue:46653", + "issue:43671|issue:43837", + "issue:43671|issue:45027", + "issue:43671|issue:45177", + "issue:43671|issue:44121", + "issue:43837|issue:43909", + "issue:43837|issue:45322", + "issue:43837|issue:44121", + "issue:43909|issue:44205", + "issue:43909|issue:46645", + "issue:44121|issue:45322", + "issue:43837|issue:45027", + "issue:37015|issue:45027", + "issue:43837|issue:45177", + "issue:45322|issue:46133", + "issue:42503|issue:46653", + "issue:45027|issue:46653" + ], + "prepared_review_unit_hash": "b9aa4b6a25f7719e6e509f7e792b05345abae1e002c3f16d36a5dd1a00db60b6", + "component_budget": { + "node_count": 19, + "item_count": 19, + "soft_pair_count": 40, + "serialized_chars": 24673, + "estimated_input_tokens": 6169, + "estimated_eval_tokens": 12594 + }, + "budget": { + "node_count": 19, + "item_count": 19, + "soft_pair_count": 40, + "serialized_chars": 24673, + "estimated_input_tokens": 6169, + "estimated_eval_tokens": 12594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This is not a duplicate cluster in the strict sense: the issues are mostly separate model-request tickets spanning different model families, modalities, and tasks. The soft similarities come from generic wording like \"add support\" or from being in adjacent ML areas, not from the same underlying bug/change.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue fits the group: these requests target different models and capabilities (BERT variants, detection, ASR/TTS, vision-language, sparse transformers), so they should not be collapsed into one issue.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43837 is the most central/specific item in the densest soft-similarity neighborhood, but only as a loose representative of speech-model requests; it is not a valid canonical duplicate target for the whole cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36718", + "right": "issue:41115", + "accept": false, + "reason": "Different requests: a RoMa keypoint matcher vs adding Model Architecture for MiniCPM3." + }, + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "Different model additions: EuroBert config vs DEIMv2." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert config and Qwen3-TTS support are unrelated model requests." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "EuroBert config vs RF-DETR model; different architectures/tasks." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR and DEIMv2 are distinct model requests." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "Object detection model request vs LFM2.5 Audio request; different modalities." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "RF-DETR vs OpenAI weight-sparse transformer; unrelated changes." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR model addition and Qwen3-ASR support are different code paths and model families." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR and Qwen3-TTS are unrelated requests." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT addition vs Qwen3-ASR support; different models and tasks." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT and weight-sparse transformer requests are unrelated." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT vs LFM2.5 Audio 1.5B; different modalities." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT are separate model additions." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT vs ModernVBERT models; same broad naming pattern, different targets." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture work vs ASR support for Qwen3; not the same change." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 architecture and sparse transformer support are unrelated." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 and ModernVBERT models are distinct requests." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 architecture vs Voxtral TTS support; different model families." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are unrelated requests." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT models vs Qwen3-ASR support; different tasks/models." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT models and Qwen3-TTS support are unrelated." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT models vs BERT-like models with RoPE; related naming but not the same model or fix." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like models with RoPE vs Voxtral TTS support; different subsystems." + }, + { + "left": "issue:42738", + "right": "issue:46653", + "accept": false, + "reason": "BERT-like models with RoPE has no relation to the Mirko Privitera issue." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "TTS support and ASR support are adjacent but distinct model requests." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS and Voxtral TTS are different models, not the same underlying change." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS support vs DeepSeek-OCR2; unrelated modalities." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "TTS support vs weight-sparse transformer; unrelated." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR support and LFM2.5 Audio 1.5B are different speech-model requests." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "ASR support vs EUPE perception encoder; different models and tasks." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "ASR support vs OpenAI weight-sparse transformer; not the same code path." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "Audio model support vs SAM3-LiteText; unrelated." + }, + { + "left": "issue:43909", + "right": "issue:46645", + "accept": false, + "reason": "Audio model request vs Granite SWA+sink option; different change request." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Weight-sparse transformer request vs Meta EUPE encoder; unrelated." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR support vs Voxtral-4B-TTS support; different speech models and likely different code paths." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT vs Voxtral TTS; unrelated model requests." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "ASR support vs DeepSeek-OCR2; different modality and model family." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "EUPE and TIPSv2 are both vision-language related, but they are distinct model proposals and not the same change." + }, + { + "left": "issue:42503", + "right": "issue:46653", + "accept": false, + "reason": "ModernVBERT models vs an unrelated personal-name issue." + }, + { + "left": "issue:45027", + "right": "issue:46653", + "accept": false, + "reason": "Voxtral TTS support is unrelated to the Mirko Privitera issue." + } + ] + }, + "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": 24, + "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": "fee08dc45bfbc4919f648c118161b203cd1d48d81c4d24fc489ce3e036c51f72", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1505, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1505, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are unrelated: one is a docs request to add Pruna as an optimization framework, while the other is a technical Vision RoPE refactor. No duplicate relationship is evident.", + "confidence": 0.98, + "canonical_issue_reason": "Issue #46443 is the more substantive engineering topic and is the better representative issue for this cluster, though the items are not duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "#46443 best captures an actual code change/refactor problem; #38740 is a documentation/content request and not a good cluster anchor.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38740", + "right": "issue:46443", + "accept": false, + "reason": "Different domains and intents: documentation/framework listing versus Vision RoPE refactor. They do not describe the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 8, + "component_count": 24, + "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": "2f14ee336d46f63f26b4a6b8aaac68d050bfc83a96e176b514fb4e8d2216fd26", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are not duplicates: one is about set block decoding, the other is about DeepSeek v3.2 model support. The soft similarity is too weak to indicate 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:41084", + "right": "issue:43037", + "accept": false, + "reason": "Reject: the titles and implied scopes are unrelated. 'Set Block Decoding' is an implementation/codec behavior issue, while 'DeepSeek v3.2 support' is a model compatibility/request issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 9, + "component_count": 24, + "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": "3a71eda1c30174f6f26e6498c88c108025f6694f9a0022ea41f0c539d8e3a741", + "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 two issues are not duplicates: one is about enabling TiledFusedLogitsLoss/FLCE via `from_pretrained()`, while the other is about adding TiledMLP for lower memory use. They touch different model components and different changes.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41306", + "right": "issue:41826", + "accept": false, + "reason": "Different underlying work items: logits/loss integration and `from_pretrained()` flag handling vs. introducing a tiled MLP memory-optimization feature. The shared 'tiled' theme is too broad to treat as the same bug/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 10, + "component_count": 24, + "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": "ab3c3998700b54e0412706168ab3b00a99157aeff77c1af35edf0f6a3eb3a996", + "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 loosely related through custom Trainer behavior, but they describe different problems: one is about `remove_unused_column` customizability, the other about FLOPS estimation for custom trainers. They do not look like duplicates.", + "confidence": 0.83, + "canonical_issue_reason": "Issue 43598 is the better anchor because it is the more direct and concrete request about Trainer customization; 43600 is a separate FLOPS-accounting concern.", + "canonical_pr_reason": null, + "best_issue_reason": "43598 is the strongest standalone issue because it names a specific Trainer behavior (`remove_unused_column`) and a clear customization need.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "Both mention custom trainers, but one targets column removal/customizability and the other targets FLOPS estimation. These are different code-path problems and 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": 11, + "component_count": 24, + "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": "fb166ba3ee89bb4c48a4ab1e1f770cc6b2fd9de1b70ea0d124db9f180d5ccde6", + "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": "Both issues concern adding Qwen-family support to Transformers auto classes, but they target different APIs and likely different code paths: one is broad model registration for Qwen3-Omni, the other is sequence-classification support for Qwen3.5.", + "confidence": 0.88, + "canonical_issue_reason": "Issue #43684 is the broader, more foundational registration request and better fits as the representative issue for Qwen auto-class support.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #43684 is the best single issue for the cluster because it captures the general auto-model registration theme rather than a narrower task-specific head.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Not the same underlying bug/change: #43684 asks for AutoModel/AutoModelForConditionalGeneration registration for Qwen3-Omni, while #44405 requests AutoModelForSequenceClassification support for Qwen3.5. They involve different model variants and different auto-class mappings." + } + ] + }, + "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": 24, + "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": "e70bcafbf27d2f906f0fccb79ddaa9252cb064b2e305a5b88b406e639ca7f395", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4262, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4262, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are extremely low-information issues with generic or nonsensical titles and no actionable bodies. They look more like duplicate/noise reports than well-defined bug tickets, but there is not enough detail to confidently merge any pair.", + "confidence": 0.34, + "canonical_issue_reason": "issue:43859 is the best placeholder canonical because it is the only one with any discussion activity and is among the most recent, but the evidence is too weak to treat it as a true semantic canonical.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43859 is marginally the best global issue candidate for triage due to having some discussion activity; otherwise all four are equally underspecified.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Only weak title similarity and no substantive body or code-path evidence; cannot confirm the same issue." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Only weak title similarity and no substantive body or code-path evidence; cannot confirm the same issue." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Only weak title similarity and no substantive body or code-path evidence; cannot confirm the same issue." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": false, + "reason": "Near-identical generic titles, but no bodies or concrete targets to prove they describe the same bug." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": false, + "reason": "Generic title overlap alone is insufficient; there is no descriptive evidence of a shared underlying problem." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": false, + "reason": "Generic title overlap alone is insufficient; there is no descriptive evidence of a shared underlying problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 24, + "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-44371-5", + "nodes": [ + "issue:44371", + "issue:44418", + "issue:44572", + "issue:44573", + "issue:44937" + ], + "soft_pairs": [ + "issue:44371|issue:44572", + "issue:44371|issue:44573", + "issue:44371|issue:44418", + "issue:44371|issue:44937", + "issue:44418|issue:44572", + "issue:44418|issue:44573", + "issue:44572|issue:44573", + "issue:44572|issue:44937", + "issue:44573|issue:44937" + ], + "prepared_review_unit_hash": "f0c2e870d5462a72ad525e30a0c560c7890e8263613f1e2607b8b9a0296f4c49", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5794, + "estimated_input_tokens": 1449, + "estimated_eval_tokens": 3154 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5794, + "estimated_input_tokens": 1449, + "estimated_eval_tokens": 3154 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are all closed issue stubs/spam-like entries with no bodies, no links, and no concrete bug/report content. They do not appear to describe the same underlying issue, despite soft similarity signals.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a meaningful canonical candidate; the set lacks substantive content, targets, or evidence of a real duplicate cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are spam-like placeholders with no issue details; same empty style is not enough to indicate the same bug." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "No substantive content beyond a spam placeholder, so there is no basis to treat them as duplicates." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "Different placeholder titles and no bodies/targets; weak similarity is not evidence of the same issue." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "The titles are unrelated and there is no concrete report content to connect them." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "Documentation-sounding placeholder versus spam placeholder; not the same underlying bug or request." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "No meaningful issue description in either item, so duplicate status cannot be established." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Both are spam-like stubs, but that is not enough to conclude they report the same problem." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "Unrelated titles and no supporting details indicate different, if any, topics." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "No concrete shared bug, target, or context; reject 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": 14, + "component_count": 24, + "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": "b42664ecc77499ba907b7006bd74e3cd36414a3f8d16a01527ce211c84c773a3", + "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": "These two closed issues look like duplicate reports: they have identical titles, very similar body lengths, and a soft-similarity signal between them. #45145 is the better representative because it is earlier and already has an inbound reference.", + "confidence": 0.78, + "canonical_issue_reason": "#45145 and #45151 have the same title; #45145 is earlier and has the inbound reference, so it is the best canonical issue for this pair.", + "canonical_pr_reason": null, + "best_issue_reason": "#45145 is the best issue representative because it is the earlier instance and already has an inbound reference.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": true, + "reason": "Identical titles plus closely matched body lengths and a soft-similarity signal make these look like the same issue report; the packet does not expose the bodies, so this is based on metadata rather than direct text comparison." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The conclusion is a bit too strong for the packet. What is grounded is: the two issues have identical titles, very similar body lengths, one has an inbound reference, and the pair only has a soft-similarity signal (jaccard ~0.63) with deterministic_accept=false. The packet does not expose the bodies, so claims like \"near-duplicate body content\" or \"strong text similarity\" are overstated. Also, the confidence of 0.99 is not conservative given the evidence available." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 15, + "component_count": 24, + "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": 24, + "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": "1db613dd8730ec97ce63d740d18a2b24b8c709f88829c28ba918cefb727bcc01", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues are not duplicates: they have different person-name/date titles, no bodies, and no shared links or targets. The similarity is superficial only.", + "confidence": 0.98, + "canonical_issue_reason": "No clear canonical issue: the titles reference different people and dates, with no evidence they describe the same underlying report.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a good canonical representative because there is no duplicate relationship or substantive discussion to anchor one as primary.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "Reject: the issues appear unrelated; they only share a superficial naming pattern and provide no evidence of the same bug or request." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 17, + "component_count": 24, + "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": "27b3b6b4d023ab320908100be5a582549640941d9db4351cd88213a61cc7ea09", + "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": "Both items are empty closed issues with unrelated personal-name/date titles and no bodies, links, or shared references. They do not look like duplicates or the same underlying report; this appears to be a false-positive soft similarity match.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: neither item contains enough substantive content, and the titles do not indicate the same bug or request.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a good duplicate target; if a representative is needed, 45764 is only marginally earlier, but there is no evidence they belong together.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "The issues have unrelated names/dates, no bodies, and no shared targets or references; they do not describe the same underlying problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 18, + "component_count": 24, + "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": "03fe657f85e9a0c0562be9b0d2c33a7d13846f97926802726b57ced15b91da43", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1541, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1541, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are unrelated: one requests a new Qwen3_5 token-classification model class for value modeling, while the other asks for FP8 training support. They should not be clustered as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: the requests cover different features in different areas of the library and do not describe the same underlying problem.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a good cluster representative because there is no duplicate relationship to resolve; both are standalone feature requests.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45810", + "right": "issue:46295", + "accept": false, + "reason": "Different feature requests with no shared code-path or concrete bug: model-class addition for token classification vs FP8 training support." + } + ] + }, + "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": 24, + "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": "c7fb70aa6f66ccf564e55b7a31132cddb0fe9827163947dd93827a214abde663", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5729, + "estimated_input_tokens": 1433, + "estimated_eval_tokens": 3122 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5729, + "estimated_input_tokens": 1433, + "estimated_eval_tokens": 3122 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "45870/45871 and 45872/45873 look like likely duplicate issue pairs based on identical titles and matching body lengths, but the evidence is only soft similarity, not deterministic confirmation. 45869 appears to be a separate dataset-promo request and does not match the others.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 45870 is the cleanest representative of the 'Example: Financial time series prediction with DataForge' pair because 45871 appears to be the same request from the identical title and matching body length, and 45870 is earlier.", + "canonical_pr_reason": null, + "best_issue_reason": "Overall, 45870 is a good issue representative because it belongs to a likely duplicate pair with strong title/body alignment; 45872 is similarly representative of a separate likely duplicate pair, while 45869 is a different topic.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Different topics: a financial dataset bundle versus an example request for time-series prediction." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Different topics: a financial dataset bundle versus an example request for time-series prediction." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Same title and matching body length make this a likely duplicate report of the same example request, though the evidence is soft rather than deterministic." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Same broad DataForge/financial theme, but the titles point to different requests: an example tutorial versus a scraping-service integration." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Same broad DataForge/financial theme, but the titles point to different requests: an example tutorial versus a scraping-service integration." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "Different requested change: example/tutorial content versus scraping-service integration." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Different requested change: example/tutorial content versus scraping-service integration." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Same title and matching body length make this a likely duplicate report of the same scraping-service request, though the evidence is soft rather than deterministic." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Reject: the analysis overstates the evidence. The packet only shows identical titles/body lengths and soft_similarity signals; it does not provide issue bodies or any deterministic duplicate confirmation. So calling 45870/45871 and 45872/45873 \u201cexact duplicates\u201d is too strong, and the canonical/representative claims should be more conservative. The separation of 45869 from the others is plausible from the title alone, but the duplicate verdicts need softer wording." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 20, + "component_count": 24, + "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": "f391cbdd9d20e2d0b4763bffcab71b55032edb3d3ccb15e1583c152b7ae53b61", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1637, + "estimated_input_tokens": 410, + "estimated_eval_tokens": 1076 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1637, + "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 related to static-cache handling around linear attention, but they describe different failures: one is a shape-corruption/runtime error during early initialization, the other is a model-specific KeyError for `linear_attention` in Qwen3.5. They look adjacent, not duplicate.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 46439 is the better canonical issue because it states a clearer, more general technical failure mode (`early_initialization` corrupting linear-attention shapes) rather than a model-specific symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46439 is the strongest representative of the cluster since it describes the underlying mechanism more directly and is less tied to one model/reporting context.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46439", + "right": "issue:46441", + "accept": false, + "reason": "Both mention static cache and linear attention, but the reported failures differ: shape corruption/`RuntimeError` vs `KeyError: 'linear_attention'`. No shared code target or explicit linkage indicates the same underlying bug or a single fixable patch." + } + ] + }, + "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": 24, + "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": "23ba1cb12b6643d8f7daa2c2373f2123e4e528d1aa39be5d2fe62edde7cd7a1e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1707, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1707, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issue entries are near-exact duplicates of the same Wav2Vec2CTCTokenizer v5 bug report; the open issue is the better canonical thread to keep.", + "confidence": 0.99, + "canonical_issue_reason": "issue:46552 is open and already has inbound references, so it is the better long-lived tracking issue for this duplicate report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46552 is the best issue to keep because it matches the same title/body as issue:46551 and is still open for discussion and tracking.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46551", + "right": "issue:46552", + "accept": true, + "reason": "Same title, same described tokenizer bug, and identical issue content; these are the same underlying issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The conclusion is grounded in the packet: both issues have the same title, equal body length, and the pair is marked with soft_similarity/jaccard 1.0. Preferring the open issue with inbound references as the canonical tracking thread is a conservative, evidence-based choice." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 22, + "component_count": 24, + "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": "17fda1507ed721a588fa8760a6c5bbdf0ee41266711dec7fbe26c40273ce0efe", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1570, + "estimated_input_tokens": 393, + "estimated_eval_tokens": 1042 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1570, + "estimated_input_tokens": 393, + "estimated_eval_tokens": 1042 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues do not look like duplicates: one reports a tensor-size mismatch during object-detection training, while the other reports OOM after several epochs in RT-DETR v2. They describe different failure modes and likely different root causes.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 46657 is the more concrete, actionable bug report: it names a specific runtime failure (tensor size mismatch) rather than a broad resource symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "46657 is the better representative issue for this cluster because it has a clearer, more specific error signature; 46692 appears to be a separate OOM problem, not the same underlying defect.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46657", + "right": "issue:46692", + "accept": false, + "reason": "Different symptoms and likely different code paths: tensor-shape mismatch during training vs. out-of-memory after epochs in RT-DETR v2. No evidence they share 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": 23, + "component_count": 24, + "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": "f800a05e4a8d4286403e6e2df5a1b768f06f0795e8b04a5658bd9599c31d8fa6", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1672, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1672, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are only loosely related by model-loading/memory behavior, but they describe different bugs in different code paths: ZeRO-3 zero.Init partitioning failure vs 4-bit device_map/max_memory dispatch to CPU. They should not be deduplicated.", + "confidence": 0.96, + "canonical_issue_reason": "Issue #46822 is the more specific and technically anchored report, with a clearer failure mode and concrete affected submodule/setting (ZeRO-3 zero.Init on composite minimax_m3_vl causing OOM).", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #46822 is the best representative issue for this cluster because it is more concrete and diagnostic; #46823 is a separate quantization/device_map bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46822", + "right": "issue:46823", + "accept": false, + "reason": "Different underlying problems: #46822 is about ZeRO-3 zero.Init not partitioning a composite submodule and causing OOM, while #46823 is about 4-bit loading with device_map='auto' and max_memory incorrectly dispatching modules to CPU. Shared memory/load context is too broad to treat as 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": 24, + "component_count": 24, + "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-46906-4", + "nodes": [ + "issue:46906", + "issue:46940", + "issue:46948", + "issue:46969" + ], + "soft_pairs": [ + "issue:46906|issue:46940", + "issue:46906|issue:46948", + "issue:46906|issue:46969", + "issue:46940|issue:46948", + "issue:46940|issue:46969", + "issue:46948|issue:46969" + ], + "prepared_review_unit_hash": "70a46395ba74c92990a9efa3eeecae5abd91f1ad516d3222ac497e8d964c906a", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4442, + "estimated_input_tokens": 1111, + "estimated_eval_tokens": 2478 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4442, + "estimated_input_tokens": 1111, + "estimated_eval_tokens": 2478 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are four daily '[serge] integration failure triage' issues for consecutive dates, not evidence of the same underlying bug. They look like separate triage reports with a shared template/prefix, so none of the pairwise soft links should be merged.", + "confidence": 0.96, + "canonical_issue_reason": "issue #46948 is the strongest representative of the set: it has the highest inbound references and discussion activity, and its date sits in the middle of the run of daily triage issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue #46948 is the best single issue to anchor the cluster because it appears most referenced/active, but it is still just a dated triage report rather than a unique bug report.", + "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 reports for different days; no sign they describe one shared underlying failure." + }, + { + "left": "issue:46906", + "right": "issue:46948", + "accept": false, + "reason": "Looks like a separate daily integration-triage entry, not the same concrete issue state or code-path problem." + }, + { + "left": "issue:46906", + "right": "issue:46969", + "accept": false, + "reason": "Only broad title similarity; the date and likely failure context differ, so they should not be deduplicated." + }, + { + "left": "issue:46940", + "right": "issue:46948", + "accept": false, + "reason": "Adjacent triage reports, but still distinct daily tracking issues rather than the same bug." + }, + { + "left": "issue:46940", + "right": "issue:46969", + "accept": false, + "reason": "Shared wording is just the report format; there is no evidence of a common underlying defect." + }, + { + "left": "issue:46948", + "right": "issue:46969", + "accept": false, + "reason": "Both are daily integration-failure triage issues, but that is not enough to treat them as duplicates of the same 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": 1, + "component_count": 35, + "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-40546-32", + "nodes": [ + "pull_request:40546", + "pull_request:43451", + "pull_request:46180", + "pull_request:46196", + "pull_request:46658", + "pull_request:46707", + "pull_request:46836", + "pull_request:46891", + "pull_request:46895", + "pull_request:46902", + "pull_request:46903", + "pull_request:46907", + "pull_request:46908", + "pull_request:46912", + "pull_request:46920", + "pull_request:46926", + "pull_request:46927", + "pull_request:46928", + "pull_request:46941", + "pull_request:46949", + "pull_request:46950", + "pull_request:46951", + "pull_request:46954", + "pull_request:46957", + "pull_request:46958", + "pull_request:46961", + "pull_request:46965", + "pull_request:46970", + "pull_request:46971", + "pull_request:46974", + "pull_request:46977" + ], + "soft_pairs": [ + "pull_request:46895|pull_request:46958", + "pull_request:46903|pull_request:46958", + "pull_request:46950|pull_request:46951", + "pull_request:46950|pull_request:46970", + "pull_request:46927|pull_request:46950", + "pull_request:46927|pull_request:46951", + "pull_request:46970|pull_request:46971", + "pull_request:46951|pull_request:46971", + "pull_request:46949|pull_request:46971", + "pull_request:46951|pull_request:46970", + "pull_request:46908|pull_request:46928", + "pull_request:46907|pull_request:46926", + "pull_request:46902|pull_request:46965", + "pull_request:46907|pull_request:46928", + "pull_request:46926|pull_request:46928", + "pull_request:46926|pull_request:46941", + "pull_request:46941|pull_request:46970", + "pull_request:46907|pull_request:46941", + "pull_request:46928|pull_request:46941", + "pull_request:46180|pull_request:46658", + "pull_request:46180|pull_request:46707", + "pull_request:46954|pull_request:46961", + "pull_request:46658|pull_request:46903", + "pull_request:46954|pull_request:46977", + "pull_request:46928|pull_request:46951", + "pull_request:46907|pull_request:46927", + "pull_request:46908|pull_request:46951", + "pull_request:46891|pull_request:46954", + "pull_request:43451|pull_request:46954", + "pull_request:46926|pull_request:46927", + "pull_request:46954|pull_request:46957", + "pull_request:46908|pull_request:46941", + "pull_request:46903|pull_request:46970", + "pull_request:46958|pull_request:46961", + "pull_request:46958|pull_request:46977", + "pull_request:46961|pull_request:46974", + "pull_request:46658|pull_request:46970", + "pull_request:46707|pull_request:46920", + "pull_request:46958|pull_request:46974", + "pull_request:46974|pull_request:46977", + "pull_request:43451|pull_request:46920", + "pull_request:46920|pull_request:46957", + "pull_request:46836|pull_request:46920", + "pull_request:46891|pull_request:46920", + "pull_request:46957|pull_request:46958", + "pull_request:46891|pull_request:46958", + "pull_request:46891|pull_request:46974", + "pull_request:46957|pull_request:46974", + "pull_request:46957|pull_request:46965", + "pull_request:46196|pull_request:46965", + "pull_request:40546|pull_request:43451", + "pull_request:46912|pull_request:46977", + "pull_request:46836|pull_request:46965", + "pull_request:43451|pull_request:46965", + "pull_request:43451|pull_request:46912", + "pull_request:46912|pull_request:46957", + "pull_request:46891|pull_request:46912", + "pull_request:46836|pull_request:46912", + "pull_request:46950|pull_request:46971", + "pull_request:46949|pull_request:46950", + "pull_request:46949|pull_request:46951", + "pull_request:46927|pull_request:46949", + "pull_request:46927|pull_request:46971", + "pull_request:46949|pull_request:46970", + "pull_request:46927|pull_request:46970", + "pull_request:46908|pull_request:46926", + "pull_request:46907|pull_request:46908", + "pull_request:43451|pull_request:46836", + "pull_request:46658|pull_request:46836", + "pull_request:46891|pull_request:46957", + "pull_request:43451|pull_request:46658", + "pull_request:46658|pull_request:46707" + ], + "prepared_review_unit_hash": "a66c529955726bd6e9453140444bdedfeb4aa0e6ad20fa5fac842957dfb9a5ca", + "component_budget": { + "node_count": 32, + "item_count": 32, + "soft_pair_count": 100, + "serialized_chars": 108042, + "estimated_input_tokens": 27011, + "estimated_eval_tokens": 54278 + }, + "budget": { + "node_count": 31, + "item_count": 31, + "soft_pair_count": 72, + "serialized_chars": 88813, + "estimated_input_tokens": 22204, + "estimated_eval_tokens": 44664 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a heterogeneous bundle of mostly unrelated PRs. The only strong duplicate-style overlap is the CohereASR training-loss double-shift fix; the rest are different model additions, bug fixes, test-only changes, or CI/workflow updates and should not be merged together.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46958 is the cleanest representative of the only real duplicate cluster: a focused CohereASR training-loss double-shift fix with minimal scope. Broader or mixed-scope PRs in the set are not good canonical anchors.", + "best_issue_reason": null, + "best_pr_reason": "46958 is the best standalone representative because it directly fixes a concrete code-path bug in one model with a small, self-contained diff and an explicit issue target.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46895", + "right": "pull_request:46958", + "accept": true, + "reason": "Same underlying CohereASR loss double-shift bug in the same code path; these are plausible alternative fixes for the same issue." + }, + { + "left": "pull_request:46903", + "right": "pull_request:46958", + "accept": true, + "reason": "Both include the same CohereASR double-shift loss fix; 46903 just bundles that fix with an extra PPFormulaNet change." + }, + { + "left": "pull_request:46950", + "right": "pull_request:46951", + "accept": false, + "reason": "Different subsystems and failure modes: Mamba2 OOM test fix vs PEFT integration loading change." + }, + { + "left": "pull_request:46950", + "right": "pull_request:46970", + "accept": false, + "reason": "Unrelated models and bugs: Mamba2 OOM behavior versus MusicGen melody generation mismatch." + }, + { + "left": "pull_request:46927", + "right": "pull_request:46950", + "accept": false, + "reason": "Different models and code paths; no shared underlying bug." + }, + { + "left": "pull_request:46927", + "right": "pull_request:46951", + "accept": false, + "reason": "GLM46V input-id handling and PEFT integration are unrelated changes." + }, + { + "left": "pull_request:46970", + "right": "pull_request:46971", + "accept": false, + "reason": "MusicGen generation logic and Mamba2 test argument usage are unrelated." + }, + { + "left": "pull_request:46951", + "right": "pull_request:46971", + "accept": false, + "reason": "PEFT integration loading and Mamba2 test dtype usage are different issues." + }, + { + "left": "pull_request:46949", + "right": "pull_request:46971", + "accept": false, + "reason": "Whisper/audioflamingo cache handling is unrelated to Mamba2 test loading arguments." + }, + { + "left": "pull_request:46951", + "right": "pull_request:46970", + "accept": false, + "reason": "No shared concrete bug; one is PEFT integration, the other is MusicGen generation behavior." + }, + { + "left": "pull_request:46908", + "right": "pull_request:46928", + "accept": false, + "reason": "DeepSeek V3.2 offload test fix and BLIP-2 tokenizer mapping change are unrelated." + }, + { + "left": "pull_request:46907", + "right": "pull_request:46926", + "accept": false, + "reason": "EdgeTam import-or-config test failures and MiniMax-M3-VL load-error test fixes are different problems." + }, + { + "left": "pull_request:46902", + "right": "pull_request:46965", + "accept": false, + "reason": "Offloading/save-converted-weights work is unrelated to DeepSeek V4 use_cache behavior." + }, + { + "left": "pull_request:46907", + "right": "pull_request:46928", + "accept": false, + "reason": "Different model areas and bugs; EdgeTam and BLIP-2 do not overlap concretely." + }, + { + "left": "pull_request:46926", + "right": "pull_request:46928", + "accept": false, + "reason": "Separate model/test fixes with no common code path." + }, + { + "left": "pull_request:46926", + "right": "pull_request:46941", + "accept": false, + "reason": "MiniMax-M3-VL load tests and DAC output math are unrelated." + }, + { + "left": "pull_request:46941", + "right": "pull_request:46970", + "accept": false, + "reason": "DAC code fix and MusicGen generation fix are unrelated model changes." + }, + { + "left": "pull_request:46907", + "right": "pull_request:46941", + "accept": false, + "reason": "EdgeTam processor kwarg handling and DAC distance computation are unrelated." + }, + { + "left": "pull_request:46928", + "right": "pull_request:46941", + "accept": false, + "reason": "BLIP-2 tokenizer mapping and DAC output calculation are unrelated." + }, + { + "left": "pull_request:46180", + "right": "pull_request:46658", + "accept": false, + "reason": "Both add new models, but they are different models and unrelated implementations." + }, + { + "left": "pull_request:46180", + "right": "pull_request:46707", + "accept": false, + "reason": "Fun-ASR-Nano model addition is unrelated to the native FSDP2 migration PR." + }, + { + "left": "pull_request:46954", + "right": "pull_request:46961", + "accept": false, + "reason": "Pytest-v9 compatibility fix and Serge branch normalization workflow are different changes." + }, + { + "left": "pull_request:46658", + "right": "pull_request:46903", + "accept": false, + "reason": "Step-3.7 Flash model work is unrelated to CohereASR/PPFormulaNet loss fixes." + }, + { + "left": "pull_request:46954", + "right": "pull_request:46977", + "accept": false, + "reason": "Pytest compatibility changes and Mllama argument deprecation are unrelated." + }, + { + "left": "pull_request:46196", + "right": "pull_request:46965", + "accept": false, + "reason": "Wav2Vec2 SDPA dispatch support and DeepSeek V4 cache handling are different subsystems." + }, + { + "left": "pull_request:40546", + "right": "pull_request:43451", + "accept": false, + "reason": "Both are model additions, but for different models and code paths." + }, + { + "left": "pull_request:46912", + "right": "pull_request:46977", + "accept": false, + "reason": "RoPE test coverage and Mllama argument-name cleanup are unrelated." + }, + { + "left": "pull_request:46836", + "right": "pull_request:46920", + "accept": false, + "reason": "Unlimited OCR model addition and Voxtral realtime mistral-common API adaptation are unrelated." + }, + { + "left": "pull_request:46891", + "right": "pull_request:46920", + "accept": false, + "reason": "CI workflow changes and Voxtral realtime API updates are not the same underlying change." + }, + { + "left": "pull_request:46957", + "right": "pull_request:46958", + "accept": false, + "reason": "Finegrained FP8 generation optimization and CohereASR loss bugfix are unrelated." + }, + { + "left": "pull_request:46891", + "right": "pull_request:46958", + "accept": false, + "reason": "CI test workflow changes are unrelated to a model loss bugfix." + }, + { + "left": "pull_request:46957", + "right": "pull_request:46974", + "accept": false, + "reason": "Generation performance work for finegrained FP8 is unrelated to a MusicGen typo fix." + }, + { + "left": "pull_request:46957", + "right": "pull_request:46965", + "accept": false, + "reason": "Finegrained FP8 decode optimization and DeepSeek V4 use_cache support are different changes." + }, + { + "left": "pull_request:46196", + "right": "pull_request:46965", + "accept": false, + "reason": "Different model families and unrelated fixes." + }, + { + "left": "pull_request:46836", + "right": "pull_request:46965", + "accept": false, + "reason": "Model addition versus DeepSeek V4 cache behavior are unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46912", + "accept": false, + "reason": "Molmo2 model addition and RoPE test changes are unrelated." + }, + { + "left": "pull_request:46836", + "right": "pull_request:46912", + "accept": false, + "reason": "Unlimited OCR model addition is unrelated to RoPE test coverage." + }, + { + "left": "pull_request:46950", + "right": "pull_request:46971", + "accept": false, + "reason": "A Mamba2 code fix for OOM is not the same as adjusting test dtype arguments." + }, + { + "left": "pull_request:46949", + "right": "pull_request:46950", + "accept": false, + "reason": "Whisper/audioflamingo cache handling and Mamba2 OOM behavior are unrelated." + }, + { + "left": "pull_request:46949", + "right": "pull_request:46951", + "accept": false, + "reason": "No shared concrete bug; different models and fix types." + }, + { + "left": "pull_request:46927", + "right": "pull_request:46949", + "accept": false, + "reason": "GLM46V input casting and Whisper/audioflamingo cache logic are unrelated." + }, + { + "left": "pull_request:46927", + "right": "pull_request:46971", + "accept": false, + "reason": "Different model families and unrelated issues." + }, + { + "left": "pull_request:46949", + "right": "pull_request:46970", + "accept": false, + "reason": "Whisper/audioflamingo cache handling and MusicGen melody generation are unrelated." + }, + { + "left": "pull_request:46927", + "right": "pull_request:46970", + "accept": false, + "reason": "GLM46V input handling and MusicGen generation behavior are unrelated." + }, + { + "left": "pull_request:46908", + "right": "pull_request:46926", + "accept": false, + "reason": "DeepSeek V3.2 load tests and MiniMax-M3-VL load tests are different model-specific fixes." + }, + { + "left": "pull_request:46908", + "right": "pull_request:46951", + "accept": false, + "reason": "Different model test failures and different code paths." + }, + { + "left": "pull_request:46958", + "right": "pull_request:46961", + "accept": false, + "reason": "CohereASR loss bugfix and Serge branch normalization workflow are unrelated." + }, + { + "left": "pull_request:46958", + "right": "pull_request:46977", + "accept": false, + "reason": "CohereASR loss handling and Mllama argument deprecation are unrelated." + }, + { + "left": "pull_request:46961", + "right": "pull_request:46974", + "accept": false, + "reason": "Workflow normalization and MusicGen generation typo fix are unrelated." + }, + { + "left": "pull_request:46658", + "right": "pull_request:46970", + "accept": false, + "reason": "Step-3.7 Flash model addition and MusicGen melody generation fix are unrelated." + }, + { + "left": "pull_request:46707", + "right": "pull_request:46920", + "accept": false, + "reason": "Native FSDP2 migration and Voxtral realtime API adaptation are unrelated." + }, + { + "left": "pull_request:46958", + "right": "pull_request:46974", + "accept": false, + "reason": "CohereASR loss bugfix and MusicGen typo fix are unrelated." + }, + { + "left": "pull_request:46974", + "right": "pull_request:46977", + "accept": false, + "reason": "MusicGen generate typo and Mllama standard-arg cleanup are unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46920", + "accept": false, + "reason": "Molmo2 model addition and Voxtral realtime API update are unrelated." + }, + { + "left": "pull_request:46920", + "right": "pull_request:46957", + "accept": false, + "reason": "Voxtral realtime API adaptation and finegrained FP8 generation optimization are unrelated." + }, + { + "left": "pull_request:46891", + "right": "pull_request:46974", + "accept": false, + "reason": "CI workflow/test changes and MusicGen generate fix are unrelated." + }, + { + "left": "pull_request:46958", + "right": "pull_request:46961", + "accept": false, + "reason": "Same repository area does not imply same bug; these changes address different concerns." + }, + { + "left": "pull_request:46961", + "right": "pull_request:46974", + "accept": false, + "reason": "Branch-normalization workflow and MusicGen typo fix are unrelated." + }, + { + "left": "pull_request:46957", + "right": "pull_request:46958", + "accept": false, + "reason": "Generation optimization work and CohereASR loss bugfix are unrelated." + }, + { + "left": "pull_request:46957", + "right": "pull_request:46912", + "accept": false, + "reason": "Finegrained FP8 generation work and RoPE tests are unrelated." + }, + { + "left": "pull_request:46954", + "right": "pull_request:46977", + "accept": false, + "reason": "Pytest v9 compatibility and Mllama arg-name cleanup are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall. The packet supports a heterogeneous set of mostly unrelated PRs, and the only clearly overlapping cluster is the CohereASR training-loss double-shift fixes. The reject verdicts for the unrelated model/test/workflow changes are conservative, and the accepted CohereASR pairs are plausibly the same bugfix lineage." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 35, + "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-40546-32", + "nodes": [ + "pull_request:43451", + "pull_request:46196", + "pull_request:46658", + "pull_request:46707", + "pull_request:46836", + "pull_request:46891", + "pull_request:46957", + "pull_request:46961", + "pull_request:46968", + "pull_request:46977" + ], + "soft_pairs": [ + "pull_request:43451|pull_request:46891", + "pull_request:46196|pull_request:46836", + "pull_request:43451|pull_request:46707", + "pull_request:46707|pull_request:46891", + "pull_request:46658|pull_request:46957", + "pull_request:46836|pull_request:46891", + "pull_request:46836|pull_request:46957", + "pull_request:46961|pull_request:46977", + "pull_request:46707|pull_request:46836", + "pull_request:46891|pull_request:46968", + "pull_request:46707|pull_request:46957", + "pull_request:46957|pull_request:46968", + "pull_request:43451|pull_request:46196", + "pull_request:46707|pull_request:46968", + "pull_request:43451|pull_request:46957", + "pull_request:43451|pull_request:46968", + "pull_request:46196|pull_request:46891", + "pull_request:46196|pull_request:46707", + "pull_request:46196|pull_request:46957", + "pull_request:46836|pull_request:46968", + "pull_request:46957|pull_request:46961", + "pull_request:46891|pull_request:46961", + "pull_request:46957|pull_request:46977", + "pull_request:46891|pull_request:46977", + "pull_request:43451|pull_request:46961", + "pull_request:43451|pull_request:46977", + "pull_request:46836|pull_request:46961", + "pull_request:46836|pull_request:46977" + ], + "prepared_review_unit_hash": "9b19af3087c099535184a26396b5ef2041de35262b1dca6869d730ca67baa3b6", + "component_budget": { + "node_count": 32, + "item_count": 32, + "soft_pair_count": 100, + "serialized_chars": 108042, + "estimated_input_tokens": 27011, + "estimated_eval_tokens": 54278 + }, + "budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 28, + "serialized_chars": 33116, + "estimated_input_tokens": 8279, + "estimated_eval_tokens": 16814 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a true duplicate set: it mixes unrelated PRs spanning new model integrations, generation/runtime changes, docs-only edits, and CI/workflow updates. The soft similarities are superficial and should not be merged.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR fits this cluster; the PRs address different code paths and maintenance areas, so there is no shared underlying change to deduplicate against.", + "best_issue_reason": null, + "best_pr_reason": "No PR is a good global representative for this cluster. Keeping them separate is the right triage because none of them could plausibly be merged into one change without combining unrelated work.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43451", + "right": "pull_request:46891", + "accept": false, + "reason": "Molmo2 model addition vs PEFT CI workflow/test changes; unrelated changesets." + }, + { + "left": "pull_request:46196", + "right": "pull_request:46836", + "accept": false, + "reason": "wav2vec2 SDPA dispatch support vs Unlimited OCR model addition; different features and code paths." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46707", + "accept": false, + "reason": "New Molmo2 model support vs native FSDP2 migration; unrelated subsystems." + }, + { + "left": "pull_request:46707", + "right": "pull_request:46891", + "accept": false, + "reason": "FSDP2 infrastructure migration vs PEFT CI workflow tweak; not the same underlying bug/change." + }, + { + "left": "pull_request:46658", + "right": "pull_request:46957", + "accept": false, + "reason": "Step-3.7 Flash model scaffolding vs FP8 generation optimization; distinct model/backend work." + }, + { + "left": "pull_request:46836", + "right": "pull_request:46891", + "accept": false, + "reason": "Unlimited OCR model add vs PEFT CI/test workflow change; unrelated." + }, + { + "left": "pull_request:46836", + "right": "pull_request:46957", + "accept": false, + "reason": "Unlimited OCR model addition vs FP8 decode optimization; different concrete changes." + }, + { + "left": "pull_request:46961", + "right": "pull_request:46977", + "accept": false, + "reason": "Branch-normalization workflow vs Mllama API rename/deprecation; no shared bug or fix." + }, + { + "left": "pull_request:46707", + "right": "pull_request:46836", + "accept": false, + "reason": "FSDP2 migration work vs Unlimited OCR model implementation; unrelated." + }, + { + "left": "pull_request:46891", + "right": "pull_request:46968", + "accept": false, + "reason": "PEFT CI integration changes vs docs autolink fixes; different areas and intents." + }, + { + "left": "pull_request:46707", + "right": "pull_request:46957", + "accept": false, + "reason": "FSDP2 migration and finegrained FP8 decode tuning are separate runtime changes." + }, + { + "left": "pull_request:46957", + "right": "pull_request:46968", + "accept": false, + "reason": "FP8 generation optimization vs documentation autolink cleanup; unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46196", + "accept": false, + "reason": "Molmo2 model add vs wav2vec2 SDPA dispatch support; different model families and fixes." + }, + { + "left": "pull_request:46707", + "right": "pull_request:46968", + "accept": false, + "reason": "FSDP2 migration vs docs-only autolink fix; no common code path." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46957", + "accept": false, + "reason": "Molmo2 model integration vs FP8 generation optimization; unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46968", + "accept": false, + "reason": "Molmo2 model addition vs docs autolink fixes; not the same change." + }, + { + "left": "pull_request:46196", + "right": "pull_request:46891", + "accept": false, + "reason": "wav2vec2 dispatch support vs CI workflow update; no shared underlying bug." + }, + { + "left": "pull_request:46196", + "right": "pull_request:46707", + "accept": false, + "reason": "wav2vec2 SDPA work vs FSDP2 migration; unrelated runtime features." + }, + { + "left": "pull_request:46196", + "right": "pull_request:46957", + "accept": false, + "reason": "wav2vec2 SDPA dispatch vs FP8 decode optimization; different code paths." + }, + { + "left": "pull_request:46836", + "right": "pull_request:46968", + "accept": false, + "reason": "Unlimited OCR model add vs documentation autolink fix; unrelated." + }, + { + "left": "pull_request:46957", + "right": "pull_request:46961", + "accept": false, + "reason": "FP8 runtime optimization vs Serge branch normalization workflow; not mergeable into one PR." + }, + { + "left": "pull_request:46891", + "right": "pull_request:46961", + "accept": false, + "reason": "PEFT CI integration changes vs branch-normalization workflow; different CI concerns." + }, + { + "left": "pull_request:46957", + "right": "pull_request:46977", + "accept": false, + "reason": "FP8 decode optimization vs Mllama argument rename/deprecation; unrelated." + }, + { + "left": "pull_request:46891", + "right": "pull_request:46977", + "accept": false, + "reason": "CI integration PR vs Mllama API rename; no common fix." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46961", + "accept": false, + "reason": "Molmo2 model addition vs Serge workflow normalization; unrelated." + }, + { + "left": "pull_request:43451", + "right": "pull_request:46977", + "accept": false, + "reason": "Molmo2 model add vs Mllama arg rename; different model implementations." + }, + { + "left": "pull_request:46836", + "right": "pull_request:46961", + "accept": false, + "reason": "Unlimited OCR model addition vs branch-normalization workflow; unrelated." + }, + { + "left": "pull_request:46836", + "right": "pull_request:46977", + "accept": false, + "reason": "Unlimited OCR model add vs Mllama API cleanup; 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": 2, + "component_count": 35, + "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": "835660ea31ff328185123060b45e43337e281e453a7c48e2d282609f1aab84c3", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two pull requests are about entirely different features: TimesFM covariate forecasting vs. DINOv3 image classification support. They are not duplicates and should not be clustered together as the same underlying change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different models, different code paths, and different user-facing goals. One adds TimesFM forecasting with covariates; the other adds DINOv3 image classification support. They 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": 3, + "component_count": 35, + "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": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41855-13", + "nodes": [ + "pull_request:41855", + "pull_request:42668", + "pull_request:43251", + "pull_request:43254", + "pull_request:43424", + "pull_request:43823", + "pull_request:43995", + "pull_request:44827", + "pull_request:45170", + "pull_request:45213", + "pull_request:45655", + "pull_request:46048", + "pull_request:46267" + ], + "soft_pairs": [ + "pull_request:41855|pull_request:43823", + "pull_request:41855|pull_request:43424", + "pull_request:42668|pull_request:43823", + "pull_request:43251|pull_request:43823", + "pull_request:43251|pull_request:44827", + "pull_request:43424|pull_request:44827", + "pull_request:43424|pull_request:43823", + "pull_request:43823|pull_request:45655", + "pull_request:43823|pull_request:43995", + "pull_request:43995|pull_request:45213", + "pull_request:43995|pull_request:44827", + "pull_request:44827|pull_request:45170", + "pull_request:44827|pull_request:46267", + "pull_request:44827|pull_request:46048", + "pull_request:44827|pull_request:45655", + "pull_request:44827|pull_request:45213", + "pull_request:43823|pull_request:45213", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "fc948e3990b32cc37b88f9b056bd9dbb41cb520dfc6bdb440c4aa78c9603cb9c", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 18, + "serialized_chars": 34787, + "estimated_input_tokens": 8697, + "estimated_eval_tokens": 17650 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 18, + "serialized_chars": 34787, + "estimated_input_tokens": 8697, + "estimated_eval_tokens": 17650 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated PRs that only share weak topical similarity. The only true duplicate pair is the two `fixed_cross_entropy` PRs targeting issue #43240; they fix the same concrete loss-utility bug with nearly identical changes.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43251 is the clearest representative of the only true duplicate set: it directly targets #43240, updates `fixed_cross_entropy` to forward supported `cross_entropy` kwargs, and is the more complete/explicit version of the shared fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #43251 is the best representative because it cleanly addresses the concrete loss bug, has the explicit issue link, and is the strongest match for the shared duplicate pair.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Different changes: Mistral tokenizer API additions vs adding the MobileLLM model package." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Different areas: tokenizer method implementation vs an Executorch dynamic-shape export test." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Different problems: processor auto-loading robustness vs introducing MobileLLM." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Loss-function kwargs fix vs a new model addition; no shared code-path bug." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Different subsystems: `fixed_cross_entropy` kwargs handling vs Mistral4 test/model changes." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "Executorch export test coverage vs Mistral4 test/model work; not the same change." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "An exportability test and a new model addition are unrelated changes." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "Adding MobileLLM is unrelated to fixing `cls.config` resolution order." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "New model support vs Falcon output-collection refactor; different code paths and goals." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon model refactor vs a model-creation skill/docs scaffold; not the same bug or feature." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon refactor and Mistral4 tests touch different models and different issues." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 test/model changes vs a CLIP-like `layrnorm` rename/mapping fix; unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46267", + "accept": false, + "reason": "Mistral4 testing/model work vs chat parsing updates; different subsystems entirely." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 tests are unrelated to adding the TDT loss kernel." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 test fixes vs `cls.config` resolution order; different underlying problem." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Mistral4 tests vs model-creation skill scaffold; not the same change." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "MobileLLM model addition vs a repository skill/doc rewrite; unrelated." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both PRs fix the same concrete `fixed_cross_entropy` issue in `src/transformers/loss/loss_utils.py` for issue #43240, with nearly identical keyword forwarding changes." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays appropriately conservative. The only pair with concrete duplicate evidence is PR #43251 and PR #43254, which both target issue #43240 and make the same `fixed_cross_entropy` kwargs-forwarding change in the same file. The other pairwise rejections are consistent with the packet\u2019s weak soft-similarity signals and the clearly different files/subsystems involved." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 5, + "component_count": 35, + "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": "73d8de6fb4234918185b6e4de53419ec56b88d4fa5e0d649d3067db9791f457d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5934, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5934, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs both update GitHub Actions workflow dependencies, but they address different maintenance tracks: one is a broad Node 24 compatibility refresh for core actions, the other upgrades Docker build actions to newer versions. They overlap in a few workflow files, but the concrete action changes and goals differ.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42975 is the broader canonical candidate because it targets a clear platform-wide workflow compatibility goal (Node 24) across many CI jobs and updates foundational actions used in numerous workflows.", + "best_issue_reason": null, + "best_pr_reason": "PR 42975 is the best overall representative because its scope is clearer and more centralized: it upgrades common GitHub Actions used across the repository, whereas 42976 is a separate Docker-action version bump.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Both are CI maintenance PRs, but they modify different underlying code paths: 42975 updates checkout/cache/upload-artifact for Node 24 compatibility, while 42976 updates docker/build-push-action to v6. Shared workflow filenames alone are not enough to treat them as the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 6, + "component_count": 35, + "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": "fde5526db6b6b85aac173e7c0db4a4d334b9bf17ee78467a30b7b5f907dc3776", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 13047, + "estimated_input_tokens": 3262, + "estimated_eval_tokens": 6780 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 13047, + "estimated_input_tokens": 3262, + "estimated_eval_tokens": 6780 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are four separate model-addition PRs (ViT NEPA, Molmo, CTSM, Step3p7) that only share generic docs/auto-registry scaffolding. They do not look like duplicate fixes or one underlying code change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR for a duplicate cluster: the PRs target different models and codepaths. If one representative is needed, #45490 is the broadest multi-file model-addition PR and has the most review activity.", + "best_issue_reason": null, + "best_pr_reason": "#45490 is the most substantial representative of the set, with broad model-registration and implementation changes plus high review activity, but it is still not a duplicate of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different model additions (ViT NEPA vs Molmo); shared auto/docs files are generic scaffolding, not the same underlying change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "Unrelated model additions (vision model vs time-series model); overlap is only in registration/docs plumbing." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo and CTSM are distinct model implementations with different functionality and codepaths." + }, + { + "left": "pull_request:45490", + "right": "pull_request:46562", + "accept": false, + "reason": "CTSM and Step3p7 are separate model additions; shared auto/docs edits do not indicate a 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": 7, + "component_count": 35, + "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": "f3621bf097d3e04ffe0551040dc311a0c429776582d1b0a122ad98e5fc54bcb0", + "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 that only share vague titles like \"fix\" or broad subsystem overlap. The only true duplicate-looking pair is the two YOLOS fixes for the same device_map/device mismatch bug.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46922 is the cleanest representative of the YOLOS device-mismatch fix: it directly patches the forward-pass device placement and also includes the no-split-module adjustment for the same bug.", + "best_issue_reason": null, + "best_pr_reason": "PR 46922 is the best standalone fix in the cluster because it addresses the concrete YOLOS runtime mismatch on the affected code path, rather than broader or unrelated test/infra changes.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Whisper tokenizer timestamp decoding vs. unrelated CLIP/ViT test edits; same generic \"fix\" vibe but not the same bug." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper decoding bug and FP8 dequant/model-loading changes are different code paths and different problems." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46380", + "accept": false, + "reason": "Whisper tokenizer change vs. generation watermarking validation fix; unrelated subsystems." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46922", + "accept": false, + "reason": "Whisper timestamp decoding and YOLOS device-mismatch are unrelated model bugs." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46539", + "accept": false, + "reason": "Bogus CLIP/ViT test edits do not match the Phimoe CI memory/workflow fix." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "Test-noise PR vs. FP8 dequant/model-loading bug; no shared concrete code-path problem." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46380", + "accept": false, + "reason": "Unrelated test changes and generation watermarking validation fix." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46922", + "accept": false, + "reason": "Fake test assertions in CLIP/ViT are not the same bug as the YOLOS device mismatch." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46539", + "accept": false, + "reason": "FP8 dequant fix and Phimoe CI/integration-test workaround target different failures." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46380", + "accept": false, + "reason": "FP8 quantization/model-loading logic is unrelated to generation config watermarking validation." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46922", + "accept": false, + "reason": "Different models and mechanisms: FP8 dequantization vs. YOLOS device placement." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46539", + "accept": false, + "reason": "Generation config validation/watermarking and Phimoe CI memory patch are unrelated." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46922", + "accept": false, + "reason": "Watermarking config validation fix is not the same underlying bug as YOLOS device mismatch." + }, + { + "left": "pull_request:46539", + "right": "pull_request:46922", + "accept": false, + "reason": "CI runner memory-capping for Phimoe tests is unrelated to YOLOS runtime device placement." + }, + { + "left": "pull_request:46886", + "right": "pull_request:46922", + "accept": true, + "reason": "Both PRs target the same YOLOS device_map='auto' mismatch bug in the same file; the fixes are overlapping and could plausibly be merged into one PR." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet: the non-YOLOS PRs are different subsystems/failures, and the only clearly mergeable same-bug pair is 46886/46922, which share the YOLOS file and issue target. The conservative rejects are appropriate, and the canonical PR rationale stays within the evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 8, + "component_count": 35, + "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": "b81352deadcb47ca79fe0c93cf31742469785280f310b8f600ee2202d80c102b", + "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]' validation PRs with similar bot-testing titles, but they change different code paths: packaging/versioning, comment/workflow plumbing, and the security-gate workflow. They do not look like duplicates of the same underlying fix or change.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single PR is a clear canonical duplicate target; the three PRs are unrelated throwaway test changes rather than one repeated fix.", + "best_issue_reason": null, + "best_pr_reason": "No PR is a strong global best for deduping here because each PR targets a different repository test/workflow behavior.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:46747", + "accept": false, + "reason": "Different changes: one alters setup/versioning and test fixtures, the other only switches a workflow trigger for the security gate. Same broad 'don't merge' style, but not the same concrete bug or patch." + }, + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "PR 43488 is about dependency/version/test setup; PR 43532 rewires self-comment CI and related workflow utilities. Shared test file mention is incidental, not the same underlying change." + }, + { + "left": "pull_request:43532", + "right": "pull_request:46747", + "accept": false, + "reason": "Both touch workflows, but they modify different workflows and different behavior (self-comment CI vs security gate). They would not plausibly collapse 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": 9, + "component_count": 35, + "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": "f3b7a4578dcd90b7cdeaa6e83f8599191a593594f6912a7620e48a5113ae4340", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate feature PRs for different segmentation tasks. They share a common pipeline/documentation scaffolding, but the underlying models, task definitions, and affected files diverge enough that they should not be treated as duplicates or merged into one change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 43613 is the broader of the two feature additions, but it is still a distinct change from 43612 rather than a duplicate.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Different underlying tasks: Promptable Concept Segmentation vs Promptable Visual Segmentation. They share pipeline/docs scaffolding, but the code paths, model integrations, and test targets are different, so they should not be merged as the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 10, + "component_count": 35, + "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": "a8a9e7ed4be80dc2107d8904e33bd90b36c45f807a323a9a6d93d621996ebc7a", + "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": "Both pull requests touch `src/transformers/trainer.py`, but they solve different problems: one adds a hook for gradient-accumulation loss scaling, the other adds a hook for signature-column filtering. 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Same file, but different underlying bug and fix strategy." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 12, + "component_count": 35, + "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. 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The duplicate/mergeable verdict is conservative enough given the shared target and overlapping code change." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 35, + "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: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", + 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"DeBERTa and SpeechT5 are unrelated model code paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa and VITS are unrelated changes." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen output-tracing family; both touch the shared concrete refactor path." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both are GPT-J output-tracing refactors; 44722 adds the related CodeGen sibling as well." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J and SpeechT5 are unrelated model code paths." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "FNet/CVT and RegNet are different model families." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "FNet/CVT and SpeechT5 are unrelated model implementations." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa and SpeechT5 are unrelated code paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa and VITS are unrelated model families." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa and SpeechT5 are unrelated code paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa and VITS are unrelated model families." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The pairwise verdicts are mostly conservative, but the high-level reasoning overstates the structure of the packet. The packet supports at least two tight same-family clusters: GPT-J/CodeGen (44066/44085/44722) and GPT-Neo (44018/44068). So the claim that 44066 is the \"only tight duplicate family here\" is not grounded. Also, the summary\u2019s phrasing that GPT-J/GPT-Neo variants are close enough to be duplicates in the same concrete code path is too broad; the packet treats GPT-J and GPT-Neo as different implementations. Please narrow the canonical reasoning to what the diffs actually show." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 35, + "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:44024", + "pull_request:44056", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44129" + ], + "soft_pairs": [ + "pull_request:44024|pull_request:44076", + "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": "f2d0b3fc4d81c9d7a1f32124eac38208310ca5cf94484eb49eb5ca32fa06f307", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84902, + "estimated_input_tokens": 21226, + "estimated_eval_tokens": 42708 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 6, + "serialized_chars": 17127, + "estimated_input_tokens": 4282, + "estimated_eval_tokens": 8820 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are all model-specific PRs migrating different Transformers architectures to standardized output tracing/capture helpers. They share a common refactor pattern, but each touches a different code path and does not look mergeable into one concrete fix/change.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single PR is clearly canonical for the cluster; if one must be picked, PR 44073 is a strong representative because it shows the fuller pattern of the migration with both `capture_outputs` and `_can_record_outputs` in a typical model implementation.", + "best_issue_reason": null, + "best_pr_reason": "PR 44073 is the best representative of the cluster because it is a straightforward, well-scoped example of the standardized output-tracing migration, but it is still specific to VisualBert rather than a shared underlying bug.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "Both are output-tracing refactors, but they target different models (FocalNet vs ImageGPT) and different internal classes; this looks like the same refactor pattern, not the same concrete code-path change." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "VisualBert and TextNet are unrelated model implementations; despite similar decorator migration, they do not appear to fix the same underlying bug or be mergeable into one PR." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "MPNet and VisualBert are separate architectures with model-specific output-capture plumbing; the shared theme is broad refactoring, not the same code-path problem." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "These are different models with independent output-tracing changes; no evidence they address one shared defect or can be combined into a single PR." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are unrelated model code paths. They both migrate output handling, but that is a generic modernization, not a duplicate fix." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "SqueezeBert and SpeechT5 touch different model stacks and different output semantics; they are not the same concrete bug/change even though both mention standardized output capture." + } + ] + }, + "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": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43998-13", + "nodes": [ + "pull_request:43998", + "pull_request:43999", + "pull_request:44000", + "pull_request:44001", + "pull_request:44002", + "pull_request:44003", + "pull_request:44004", + "pull_request:44025", + "pull_request:44026", + "pull_request:44027", + "pull_request:44028", + "pull_request:44029", + "pull_request:44030" + ], + "soft_pairs": [ + "pull_request:43998|pull_request:44002", + "pull_request:43998|pull_request:44000", + "pull_request:43998|pull_request:44001", + "pull_request:43998|pull_request:44003", + "pull_request:43998|pull_request:44029", + "pull_request:43999|pull_request:44001", + "pull_request:43999|pull_request:44002", + "pull_request:43999|pull_request:44025", + "pull_request:43999|pull_request:44026", + "pull_request:43999|pull_request:44027", + "pull_request:44000|pull_request:44001", + "pull_request:44000|pull_request:44002", + "pull_request:44000|pull_request:44003", + "pull_request:44000|pull_request:44025", + "pull_request:44001|pull_request:44002", + "pull_request:44001|pull_request:44003", + "pull_request:44001|pull_request:44025", + "pull_request:44002|pull_request:44029", + "pull_request:44002|pull_request:44003", + "pull_request:44003|pull_request:44028", + "pull_request:44003|pull_request:44004", + "pull_request:43998|pull_request:44004", + "pull_request:44001|pull_request:44004", + "pull_request:44002|pull_request:44004", + "pull_request:44000|pull_request:44004", + "pull_request:44025|pull_request:44026", + "pull_request:44025|pull_request:44027", + "pull_request:44025|pull_request:44028", + "pull_request:44025|pull_request:44029", + "pull_request:44025|pull_request:44030", + "pull_request:44026|pull_request:44029", + "pull_request:44026|pull_request:44027", + "pull_request:44026|pull_request:44028", + "pull_request:44026|pull_request:44030", + "pull_request:44027|pull_request:44028", + "pull_request:44027|pull_request:44029", + "pull_request:44027|pull_request:44030", + "pull_request:44028|pull_request:44029", + "pull_request:44028|pull_request:44030", + "pull_request:44029|pull_request:44030" + ], + "prepared_review_unit_hash": "4c043cd164af7a9c75c4b177eacd3cd680b1392b3c08379278f590201248d133", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40176, + "estimated_input_tokens": 10044, + "estimated_eval_tokens": 20344 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40176, + "estimated_input_tokens": 10044, + "estimated_eval_tokens": 20344 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs share a naming/template pattern around output-tracing refactors, but they are model-specific changes across different code paths and should not be merged as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44003 is the best representative of the cluster: it shows the shared output-tracing refactor pattern in a broader, concrete form across the related Mamba/FalconMamba implementations.", + "best_issue_reason": null, + "best_pr_reason": "PR 44003 is the strongest cluster representative because it applies the refactor to multiple closely related files and includes the core helper-based tracing changes, while the others are narrower model-specific ports.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model families and forward paths; same refactor theme only." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Timm backbone vs Vision-Text Dual Encoder are unrelated code paths." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "Different architectures; only the output-tracing refactor wording matches." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model families and implementations; not one concrete bug/change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "Timm backbone and RWKV are unrelated model paths." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "MobileNetV1 and UnivNet are different architectures with separate refactors." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model code paths; shared title is too broad." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "MobileNetV1 and Depth Anything are unrelated implementations." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "Different model wrappers and forward signatures; not the same change." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "MobileNetV1 and Speech-Encoder-Decoder are unrelated code paths." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "Vision-Text Dual Encoder and UnivNet are different architectures." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model families and concrete forward logic." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "Distinct model implementations; shared refactor pattern only." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "Vision-Text Dual Encoder and Depth Anything are unrelated paths." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "UnivNet and UperNet do not share the same underlying code path." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model implementations; too broad to treat as duplicate." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "UnivNet and Depth Anything are separate model-specific changes." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "UperNet and RWKV are unrelated model paths." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "Different architectures and refactor scopes." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44028", + "accept": false, + "reason": "Mamba/FalconMamba and SuperPoint are unrelated code paths." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "Different model families; same output-tracing theme only." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "Timm backbone and CodeGen are unrelated implementations." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "UnivNet and CodeGen are different model paths." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "UperNet and CodeGen are unrelated code paths." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "Vision-Text Dual Encoder and CodeGen are unrelated changes." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "Depth Anything and Vision-Encoder-Decoder are different model families." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "Depth Anything and Speech-Encoder-Decoder are separate wrappers and code paths." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "Depth Anything and SuperPoint are unrelated model-specific refactors." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "Depth Anything and RWKV are different architectures." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "Depth Anything and DPR touch unrelated forward paths." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "Both are encoder-decoder wrappers, but they are different models and not one concrete fix." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "Vision-Encoder-Decoder and SuperPoint are unrelated implementations." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "Vision-Encoder-Decoder and RWKV are separate code paths." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "Vision-Encoder-Decoder and DPR are different model families." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "Speech-Encoder-Decoder and SuperPoint are unrelated." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "Speech-Encoder-Decoder and RWKV are different architectures." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "Speech-Encoder-Decoder and DPR are unrelated code paths." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "SuperPoint and RWKV do not share the same underlying bug/change." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "SuperPoint and DPR are unrelated model-specific changes." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "RWKV and DPR are different model paths; shared refactor wording is not enough." + } + ] + }, + "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": 35, + "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": "ef1a84b7cb9736c2354eb01143ce6a2c7f42b3a8e3c9df46cba351f928767111", + "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": "Both PRs add new model support, but for entirely different models and code paths: PenguinVL vs Voxtral TTS. Their overlap is only in shared Transformers scaffolding, so they are not duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44662 is the better cluster anchor: it is a full, non-draft model implementation with substantial review activity, whereas 45401 is a separate draft PR for a different model.", + "best_issue_reason": null, + "best_pr_reason": "PR 44662 is the strongest representative of the cluster because it is more mature and reviewed; 45401 targets a different model family and should not be merged with it.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Different model additions with distinct implementations and tests; shared auto/docs files are generic boilerplate, not evidence of the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 16, + "component_count": 35, + "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-44965-2", + "nodes": [ + "pull_request:44965", + "pull_request:46845" + ], + "soft_pairs": [ + "pull_request:44965|pull_request:46845" + ], + "prepared_review_unit_hash": "8e8dc47dbf1a8e3dd054ba735df558a9e3b4550a6cee8e1f461bff912d9d9350", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4219, + "estimated_input_tokens": 1055, + "estimated_eval_tokens": 2366 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4219, + "estimated_input_tokens": 1055, + "estimated_eval_tokens": 2366 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are not duplicates: one changes a documentation workflow to convert PRs to draft, while the other adjusts CI branch routing and adds a dummy model-file touch to target a smaller runner. They do not fix the same underlying problem.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No clear canonical PR: 44965 is a workflow experiment around draft conversion, while 46845 is a CI-routing change plus a dummy code touch for runner selection.", + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a good cluster anchor because they address different code paths and different goals. If forced to pick a representative, 46845 is more coherent, but it is still not the same change as 44965.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44965", + "right": "pull_request:46845", + "accept": false, + "reason": "Different workflows and different intents: 44965 rewrites the PR documentation workflow to convert PRs to draft, while 46845 changes CI branch selection and adds a placeholder code edit to steer runner behavior. They are not 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": 17, + "component_count": 35, + "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": "4b73dc2c050e1c72a4f6ee9757807a409f722c06437913c71ba7b7fd0e39e669", + "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 related but distinct: one introduces a general Module Fusion API, while the other adds a specific n-to-1 kernel fusion path via `KernelConfig` and integration changes. They are not the same change and would not be merged as duplicates.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45363 is the broader, more user-facing implementation: it wires kernel fusion through `KernelConfig`, model loading, integrations, and supporting utilities, so it is the better representative of the cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR 45363 is the best standalone PR because it covers the concrete end-to-end feature path, whereas PR 44979 is a lower-level API foundation with a narrower scope.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Not the same underlying change: 44979 adds a generic Module Fusion API, while 45363 implements a specific `KernelConfig`-driven n-to-1 kernel fusion integration across loading and runtime 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": 18, + "component_count": 35, + "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": "2be72f3694662a460686e5a0cf09c06e145391c8df1a967ca3f2b4e56ba9f2f7", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests patch the same Mistral regex AttributeError in `src/transformers/tokenization_utils_tokenizers.py`; the later PR adds test coverage, so these look like duplicate fix attempts for one bug.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "`pull_request:45317` is the better representative because it contains the same code fix as 45086 plus an added test file, making it the more complete fix for the shared bug.", + "best_issue_reason": null, + "best_pr_reason": "`pull_request:45317` is the strongest single PR candidate since it addresses the same concrete `_patch_mistral_regex` AttributeError and adds regression tests, while 45086 is the narrower earlier version.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same underlying bug and same changed code path in `tokenization_utils_tokenizers.py`; 45317 is essentially the fixed-up version of 45086 with tests, so they are duplicate fix attempts." + } + ] + }, + "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": 35, + "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": "dd73d47db74e6c0e5eaa10529325453b7c5d2b17ad18f2241d5de1058edd5b82", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are related to NemotronH, but they target different changes: one is a conversion/refactor path for inheriting GraniteMoeHybrid-style mappings, while the other splits NemotronH into dense/sparse model packages and updates docs/auto-mapping. They overlap in files, but not in the same concrete bug or mergeable fix.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45569 is the better canonical PR for the cluster because it represents the broader, more complete model-organization change and includes the new dense/sparse model definitions, docs, and auto-mapping updates.", + "best_issue_reason": null, + "best_pr_reason": "PR 45569 is the best representative because it covers the larger end-state architecture change for NemotronH, whereas PR 45115 is a narrower conversion-mapping/refactor adjustment.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "Both touch NemotronH, but 45115 is about checkpoint conversion renaming for GraniteMoeHybrid compatibility, while 45569 is about splitting NemotronH into dense/sparse model families and updating docs/auto mappings. Different underlying changes, not one fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 20, + "component_count": 35, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45332-2", + "nodes": [ + "pull_request:45332", + "pull_request:45333" + ], + "soft_pairs": [ + "pull_request:45332|pull_request:45333" + ], + "prepared_review_unit_hash": "a5429666ad02bbb42675fca505a26bf0a6586a59da846375de136af38fcc0f0d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5955, + "estimated_input_tokens": 1489, + "estimated_eval_tokens": 3234 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5955, + "estimated_input_tokens": 1489, + "estimated_eval_tokens": 3234 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs are about the new heterogeneous configuration feature, but they are not the same change: #45333 is config-only, while #45332 adds the broader modeling/runtime support on top of that.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45332 is the better canonical representative because it covers the full heterogeneous-model feature set, including the per-layer config work plus the modeling/runtime integration; #45333 is a narrower subset focused on configuration only.", + "best_issue_reason": null, + "best_pr_reason": "PR #45332 is the strongest overall candidate for the cluster since it is the more complete implementation and subsumes the shared config work rather than just the configuration piece.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "Related, but not duplicates: they share the heterogeneous config files, yet #45332 also changes modeling/cache/masking code paths and is a broader feature PR, while #45333 is limited to configuration support. They would not cleanly merge as 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": 21, + "component_count": 35, + "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": "7a3dee3ac04ad3c46bee375c60970aaae0c23264fa9a63e2287aaed7b0142290", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5513, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5513, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are both typing-related PRs, but they address different workstreams: one broadly enables type checking across many Transformers modules, while the other adds typing protocols and targeted modeling_utils-related fixes. They overlap in a few files but not in the same underlying change.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45415 is the broader, more central type-checking sweep and is the better representative of the shared typing cleanup effort.", + "best_issue_reason": null, + "best_pr_reason": "PR 45415 is the strongest standalone PR in the cluster because it covers the wider repo-wide typing enablement and dependency-ignore configuration changes.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Reject: both are typing-related, but 45415 is a broad type-checking pass across many files while 45425 introduces specific typing protocols and modeling_utils integration. They touch some of the same files yet do not appear to fix the same concrete bug or change, and could be merged separately." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 22, + "component_count": 35, + "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": "efd29f895d6f7998a485f36aae758095d5cffc0699959d0c5d707231b060c729", + "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 closely related but distinct PRs about expert-parallel loading in Transformers. They overlap in EP plumbing and share `modeling_utils.py`, but they fix different concrete bugs and are not mergeable as one change.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45662 is the stronger canonical PR: it addresses a specific EP loading corruption bug during distributed/sharded parameter handling and includes the main code-path fix in model loading, with additional EP integration updates.", + "best_issue_reason": null, + "best_pr_reason": "PR #45662 is the best representative of the cluster because it targets the clearest underlying failure mode\u2014expert parameters being overwritten during loading\u2014and its changes are broader and more directly tied to the loading path than #45548.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Both concern EP-related loading, but #45548 fixes config serialization and accelerate/ZeRO-3 launch behavior, while #45662 fixes rank-0 broadcast overwriting experts during loading. Different bug, different code path, not the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 23, + "component_count": 35, + "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-45630-3", + "nodes": [ + "pull_request:45630", + "pull_request:46831", + "pull_request:46978" + ], + "soft_pairs": [ + "pull_request:45630|pull_request:46978", + "pull_request:46831|pull_request:46978" + ], + "prepared_review_unit_hash": "0bfebd35563125cf60f29c95205aa2509241b092525576bae1d9238f3e270cf8", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 9370, + "estimated_input_tokens": 2343, + "estimated_eval_tokens": 4942 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 9370, + "estimated_input_tokens": 2343, + "estimated_eval_tokens": 4942 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "PR 46831 and PR 46978 address the same underlying CPU-offload/accelerate-hook failure in Qwen3.5/Qwen3-Next conv1d paths, with 46978 being the broader, more reusable fix. PR 45630 is unrelated model-addition work and should not be linked as a duplicate.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46978 is the better canonical PR because it implements the underlying hook-firing fix generically in accelerate and applies it across affected linear-attention models, including the Qwen3.5/Qwen3-Next paths covered by the narrower patch.", + "best_issue_reason": null, + "best_pr_reason": "PR 46978 is the best representative for the duplicate cluster because it solves the concrete accelerate-hook/device_map CPU offload bug at the framework level rather than only patching one model instance.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45630", + "right": "pull_request:46978", + "accept": false, + "reason": "Kimi2-6 model addition vs accelerate-hook bug fix are unrelated changes; they do not share the same underlying problem or merge into one PR." + }, + { + "left": "pull_request:46831", + "right": "pull_request:46978", + "accept": true, + "reason": "Both target the same conv1d/accelerate hook failure causing bad generation under CPU offload; 46978 generalizes the same fix and could plausibly subsume the narrower Qwen3.5/Qwen3-Next patch." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays within the packet: 45630 is clearly unrelated model-addition work, while 46831 and 46978 both address the same accelerate/CPU-offload hook problem in the Qwen3.5/Qwen3-Next linear-attention/conv1d paths. The softer language about 46978 being broader is conservative and supported by its framework-level hook fix plus model updates." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 24, + "component_count": 35, + "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": "632d13e1c89943997b37468d70bab523333afc8f9c5a610affb38effecfaa2e3", + "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 target issue #45561 and address the same xdist-related captured_info logging problem in `testing_utils.py`; PR #45645 is the broader, more complete version because it also updates the CI workflow to read multiple split log files.", + "confidence": 0.91, + "canonical_issue_reason": "Issue #45561 is the explicit shared tracker for the xdist-safe captured_info/log handling fix.", + "canonical_pr_reason": "PR #45645 is the best canonical PR because it includes the core xdist-safe write change plus the CI-side aggregation needed to preserve/debug the split captured_info files.", + "best_issue_reason": "Issue #45561 is the only explicit issue target and matches the bug both PRs are fixing.", + "best_pr_reason": "PR #45645 is the strongest representative: it covers the producer-side fix in `testing_utils.py` and the consumer-side workflow update, making the end-to-end solution more complete than #45639.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Same underlying xdist collision bug for `captured_info` artifacts; #45645 extends the same fix with workflow support for multiple output files, so they could plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 25, + "component_count": 35, + "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-45720-2", + "nodes": [ + "pull_request:45720", + "pull_request:46259" + ], + "soft_pairs": [ + "pull_request:45720|pull_request:46259" + ], + "prepared_review_unit_hash": "3d643024282409dd1c16381fa5d0a9f8f5ed59bed0b4057a89033754ef49d4b7", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7234, + "estimated_input_tokens": 1809, + "estimated_eval_tokens": 3874 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7234, + "estimated_input_tokens": 1809, + "estimated_eval_tokens": 3874 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated linter-rule PRs in Transformers: one implements TRF003 tuple-return handling for several model forwards, the other adds TRF018 modeling-rule cleanup across a different set of models. They overlap in scope and filenames but do not fix the same underlying issue.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46259 is the better canonical PR because it is a broader, more self-contained modeling-rule change with clearer scope and stronger review activity.", + "best_issue_reason": null, + "best_pr_reason": "PR #46259 is the best overall representative of the cluster: it has the clearer higher-level rule addition and broader model coverage, while #45720 is a narrower TRF003 implementation slice.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45720", + "right": "pull_request:46259", + "accept": false, + "reason": "Not a duplicate: they implement different linter rules (TRF003 vs TRF018) with different target behavior and different concrete code-path changes, so they would not plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 26, + "component_count": 35, + "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": 27, + "component_count": 35, + "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-45932-2", + "nodes": [ + "pull_request:45932", + "pull_request:46100" + ], + "soft_pairs": [ + "pull_request:45932|pull_request:46100" + ], + "prepared_review_unit_hash": "29033aefca0c94bc21781164ec82e4576e30cafda13c1c3c21ed1b3d162d9e92", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5160, + "estimated_input_tokens": 1290, + "estimated_eval_tokens": 2836 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5160, + "estimated_input_tokens": 1290, + "estimated_eval_tokens": 2836 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The PRs are not duplicates. #45932 is a small CI/telemetry plus model-constant tweak PR, while #46100 is a large test migration adding kernel and model tests. They do not appear to fix or implement the same underlying change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the two pull requests target different workstreams and different concrete code changes.", + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a good global representative of the pair because they are unrelated; #45932 is narrower, but it does not match the test-migration scope of #46100.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45932", + "right": "pull_request:46100", + "accept": false, + "reason": "Different changesets and goals: #45932 touches CI/workflow and a few model files, while #46100 adds substantial test infrastructure and model tests. They are not the same underlying bug 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": 28, + "component_count": 35, + "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": "e7a8a90233de50d5d50bd4b30b94bb6fc1b6b2a696c508159eb95ddce02fff94", + "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 PRs overlap in distributed internals, but they are not the same change: one is a focused EP/Trainer integration patch, the other is a broad distributed branch base with many unrelated files. I would not merge them as duplicates.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46126 is the more specific, self-contained change focused on EP and Trainer integration; PR 46269 is a broad base branch touching many subsystems and is not a good canonical representative for this cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR 46126 is the best representative because it targets a concrete code path and feature, whereas PR 46269 is too broad and heterogeneous to serve as a clean duplicate anchor.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46126", + "right": "pull_request:46269", + "accept": false, + "reason": "Shared distributed files are not enough here: 46126 is a targeted EP/Trainer integration patch, while 46269 is a broad distributed branch base touching many unrelated areas. They do not appear to fix the same underlying bug or represent one mergeable PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 29, + "component_count": 35, + "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": "ae2802d816843aa3f2de890609f2d0bb4d9bcdef6cfd5ee21aa0582765958ddc", + "component_budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 31, + "serialized_chars": 26673, + "estimated_input_tokens": 6669, + "estimated_eval_tokens": 13594 + }, + "budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 31, + "serialized_chars": 26673, + "estimated_input_tokens": 6669, + "estimated_eval_tokens": 13594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster is a mix of unrelated workflow-maintenance PRs. The only dense subgroup is the pr-ci-security-gate changes, but those PRs modify different behaviors in the same file rather than the same underlying change, so they should not be deduped.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 46554 is the most substantive representative: it introduces the actual security-gate logic change, while the other PRs in the cluster are smaller, unrelated workflow tweaks or follow-up hardening edits.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46138", + "right": "pull_request:46504", + "accept": false, + "reason": "Both are workflow command-safety tweaks, but they fix different scripts in different workflows and are not the same change." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and different problems: stdin handling for self-comment CI vs security checks in pr-ci-security-gate." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46558", + "accept": false, + "reason": "Same file is not enough here; these are distinct workflow edits with different effects." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46563", + "accept": false, + "reason": "Unrelated workflow changes; one updates a comment/permission path, the other changes CI message piping." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflow concern and different code path; not a duplicate change." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46501", + "accept": false, + "reason": "Security hardening of ssh-runner vs a permissions tweak in anti-slop; unrelated changes." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46502", + "accept": false, + "reason": "Different workflows and different fixes; no shared underlying bug." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46503", + "accept": false, + "reason": "SSH runner hardening and benchmark trigger expansion are separate changes." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflow files and different purposes; not the same bug or fix." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46558", + "accept": false, + "reason": "Distinct workflow hardening items with different behavior changes." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46563", + "accept": false, + "reason": "No duplicate: ssh-runner secret handling vs pr-ci-security-gate workflow reference change." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflow and different security issue; not mergeable as one fix." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46502", + "accept": false, + "reason": "Both are small workflow updates, but they address different jobs and different code paths." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46503", + "accept": false, + "reason": "Permissions change for anti-slop vs benchmark dispatch support; unrelated." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflows and different fixes; no same underlying change." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46554", + "accept": false, + "reason": "Anti-slop permissions and pr-ci-security-gate logic are unrelated." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46503", + "accept": false, + "reason": "Reviewer checkout ref fix and benchmark trigger expansion are separate changes." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflows and different symptoms; not a duplicate." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46554", + "accept": false, + "reason": "No shared code path; assign-reviewers checkout ref vs security gate checks." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46504", + "accept": false, + "reason": "Both touch workflows, but one adds dispatch support while the other fixes shell handling; unrelated." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and different functionality; not the same change." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46554", + "accept": false, + "reason": "Both involve workflow hardening, but they fix different jobs and different inputs." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46558", + "accept": false, + "reason": "Same broad area but different concrete change: command quoting vs permissions/approval logic." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46563", + "accept": false, + "reason": "Different workflow behavior and different failure mode; not duplicate." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46716", + "accept": false, + "reason": "Command quoting fix in build-ci vs secrets handling in pr-ci-security-gate are unrelated." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46558", + "accept": false, + "reason": "Same file, but one adds checkout/diff-based checks and the other changes workflow permissions/approval flow." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46563", + "accept": false, + "reason": "These are different edits to the same workflow file, not the same underlying bug/change." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46716", + "accept": false, + "reason": "Security-gate logic addition vs secrets inheritance removal; related area but distinct fixes." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46563", + "accept": false, + "reason": "Same workflow file, but separate changes with different intent and behavior." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46716", + "accept": false, + "reason": "Different pr-ci-security-gate modifications; not the same concrete change." + }, + { + "left": "pull_request:46563", + "right": "pull_request:46716", + "accept": false, + "reason": "One changes comments/reusable-workflow reference, the other changes secret passing; distinct fixes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 30, + "component_count": 35, + "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": 31, + "component_count": 35, + "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-46281-2", + "nodes": [ + "pull_request:46281", + "pull_request:46890" + ], + "soft_pairs": [ + "pull_request:46281|pull_request:46890" + ], + "prepared_review_unit_hash": "d96497b8223e0c0dffb389f17f430a6377b1210f82b9f27a0dd94e1a96ae3c82", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4279, + "estimated_input_tokens": 1070, + "estimated_eval_tokens": 2396 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4279, + "estimated_input_tokens": 1070, + "estimated_eval_tokens": 2396 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two separate security-hardening PRs that both block path traversal, but they address different inputs and code paths: sharded checkpoint filenames from the hub index vs. an explicit `transformers_weights` filename in model loading. They are related by theme, not duplicate enough to cluster together.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: 46281 hardens sharded-checkpoint shard resolution in `src/transformers/utils/hub.py`, while 46890 hardens explicit `transformers_weights` file resolution in `src/transformers/modeling_utils.py`. Different entry points and fixes.", + "best_issue_reason": null, + "best_pr_reason": "46890 is the cleaner representative of a standalone path-traversal fix, but it is not the same bug as 46281 and should not be treated as a duplicate/merge candidate for that PR.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46281", + "right": "pull_request:46890", + "accept": false, + "reason": "Both are path-traversal mitigations, but they protect different resolution flows (`weight_map` shard files vs. explicit `transformers_weights` filenames) and would not be merged into one PR without conflating distinct bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 32, + "component_count": 35, + "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-46376-5", + "nodes": [ + "pull_request:46376", + "pull_request:46417", + "pull_request:46425", + "pull_request:46509", + "pull_request:46917" + ], + "soft_pairs": [ + "pull_request:46376|pull_request:46417", + "pull_request:46376|pull_request:46425", + "pull_request:46425|pull_request:46509", + "pull_request:46425|pull_request:46917" + ], + "prepared_review_unit_hash": "8d2aae6a593ec6aa0242fbf11995ae7e35aec67922af8d188eefa2983ead813e", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 4, + "serialized_chars": 13747, + "estimated_input_tokens": 3437, + "estimated_eval_tokens": 7130 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 4, + "serialized_chars": 13747, + "estimated_input_tokens": 3437, + "estimated_eval_tokens": 7130 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are unrelated: three add different model integrations and one is a small deprecation cleanup. They do not share the same underlying bug or change request, so none of the soft duplicate edges should be accepted.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: the items cover separate features and cleanup work across different code paths, not one duplicated change.", + "best_issue_reason": null, + "best_pr_reason": "No global best PR for a duplicate cluster; the set is heterogeneous and does not represent one underlying change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46376", + "right": "pull_request:46417", + "accept": false, + "reason": "Different changes: continuous batching multimodal support versus adding the HunYuan VL model. Separate subsystems and code paths." + }, + { + "left": "pull_request:46376", + "right": "pull_request:46425", + "accept": false, + "reason": "One is continuous batching infrastructure, the other adds RADIO model support. They are not the same bug or feature." + }, + { + "left": "pull_request:46425", + "right": "pull_request:46509", + "accept": false, + "reason": "Both are model additions, but for different models and implementations (RADIO vs Nemotron Omni), so not duplicates." + }, + { + "left": "pull_request:46425", + "right": "pull_request:46917", + "accept": false, + "reason": "Model addition versus removal of deprecated training/image-processing args; unrelated change types and code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 33, + "component_count": 35, + "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": "47479c6b8866aa84479607aca27ce0cdba7270f01c98097d008c4db6f9dc41d6", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4410, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4410, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two pull requests are related only at a very broad tokenizer level, but they fix different bugs in different code paths: CodeLlama decode stripping vs. DeepSeek checkpoint tokenizer-class routing. They should not be clustered as duplicates or merged into one PR.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: 46574 and 46580 address different underlying tokenizer issues and are not mergeable as one change.", + "best_issue_reason": null, + "best_pr_reason": "PR 46574 is the more self-contained concrete fix, but it is not a duplicate of 46580; 46580 is a separate auto-tokenizer routing change for different checkpoints.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46574", + "right": "pull_request:46580", + "accept": false, + "reason": "Different underlying bugs and code paths: 46574 fixes CodeLlama decode stripping, while 46580 changes auto tokenizer-class resolution for DeepSeek checkpoints. They do not look like the same change and should not be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 34, + "component_count": 35, + "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-46603-2", + "nodes": [ + "pull_request:46603", + "pull_request:46604" + ], + "soft_pairs": [ + "pull_request:46603|pull_request:46604" + ], + "prepared_review_unit_hash": "0c2e2cb89c217dc63e77d2dff92ee72d7733fd91968088a2149f1615b8a02a35", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5496, + "estimated_input_tokens": 1374, + "estimated_eval_tokens": 3004 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5496, + "estimated_input_tokens": 1374, + "estimated_eval_tokens": 3004 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two Mistral PRs overlap in files but target different changes: a converter/package refactor vs. a new tekken tokenizer feature set. They are related work, not duplicates.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46603 is the more focused, self-contained change: moving `MistralConverter` into the Mistral integrations package. It looks like the cleaner representative of the cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR #46603 is the best single representative here because it is narrower and more concrete; PR #46604 is a broader draft feature PR and not the same code-path change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46603", + "right": "pull_request:46604", + "accept": false, + "reason": "Reject: although both touch Mistral tokenizer code, #46603 is a refactor/move of `MistralConverter` while #46604 adds tekken tokenizer detection, conversion, and save utilities. Different concrete functionality and not plausibly one merged 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": 35, + "component_count": 35, + "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-46933-2", + "nodes": [ + "pull_request:46933", + "pull_request:46942" + ], + "soft_pairs": [ + "pull_request:46933|pull_request:46942" + ], + "prepared_review_unit_hash": "6c729f38fec6732075c9b293138c7176b15ae7dd62d1c40a427c8d27025a9550", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4372, + "estimated_input_tokens": 1093, + "estimated_eval_tokens": 2442 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4372, + "estimated_input_tokens": 1093, + "estimated_eval_tokens": 2442 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two PRs fix the same class of quantization-casting mistake, but in different model code paths and different model families, so they should not be treated as duplicates. PR 46933 is the stronger representative of the cluster because it has an explicit issue link and broader context.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46933 is the best representative PR in this cluster: it has an explicit issue target, more discussion activity, and clearly documents the dtype-casting fix across Gemma4 vision/audio embedder paths.", + "best_issue_reason": null, + "best_pr_reason": "PR 46933 is the most suitable cluster representative overall because it is the most fully anchored and described change, with an explicit issue link and broader coverage than the more narrowly scoped TimesFM 2.5 patch.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46933", + "right": "pull_request:46942", + "accept": false, + "reason": "Both PRs address a similar quantization-related casting hazard, but they touch different concrete implementations (Gemma4 embedders vs TimesFM 2.5 ResidualBlock) and are not the same underlying fix or a plausible single merged PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260630T180022Z/analysis-runs/hybrid-model-20260630t180022z/manifest.json b/snapshots/20260630T180022Z/analysis-runs/hybrid-model-20260630t180022z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..4fb735d163ecde81a8b0c808bc38c3bd5abe7892 --- /dev/null +++ b/snapshots/20260630T180022Z/analysis-runs/hybrid-model-20260630t180022z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260630t180022z", + "artifacts": { + "hybrid": "snapshots/20260630T180022Z/analysis-runs/hybrid-model-20260630t180022z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260630T180022Z/analysis-runs/hybrid-model-20260630t180022z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-06-30T18:13:31Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260630T180022Z", + "variant": "hybrid" +} diff --git a/snapshots/20260630T180022Z/manifest.json b/snapshots/20260630T180022Z/manifest.json index 6a987490eb3ec4390a1a17e13feb3a2d10816708..b51991dd615df6be34665bc32d93ad8f59a548b2 100644 --- a/snapshots/20260630T180022Z/manifest.json +++ b/snapshots/20260630T180022Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 1936 }, "extracted_at": "2026-06-30T18:00:22Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260630t180022z", + "runs": { + "hybrid-model-20260630t180022z": { + "analysis_id": "hybrid-model-20260630t180022z", + "artifacts": { + "hybrid": "snapshots/20260630T180022Z/analysis-runs/hybrid-model-20260630t180022z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260630T180022Z/analysis-runs/hybrid-model-20260630t180022z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260630T180022Z/analysis-runs/hybrid-model-20260630t180022z/manifest.json", + "model": null, + "published_at": "2026-06-30T18:13:31Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260630T180022Z", "watermark": {